From f111ceb9e8762e73f7174d4a08d04c2abb1e8c9e Mon Sep 17 00:00:00 2001
From: Paul D'Ambra <paul@posthog.com>
Date: Thu, 19 Dec 2024 13:16:11 +0000
Subject: [PATCH 01/26] fix: typo in survey summary rating captured event
 (#27029)

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 ...uccess--second-recording-in-list--dark.png | Bin 59293 -> 59295 bytes
 ...ccess--second-recording-in-list--light.png | Bin 59551 -> 59546 bytes
 ...nel-top-to-bottom-breakdown-edit--dark.png | Bin 163829 -> 164310 bytes
 ...el-top-to-bottom-breakdown-edit--light.png | Bin 163103 -> 162620 bytes
 ...ights--funnel-top-to-bottom-edit--dark.png | Bin 163182 -> 165939 bytes
 frontend/src/scenes/surveys/surveyViewViz.tsx |  11 +++++++++--
 6 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/frontend/__snapshots__/replay-player-success--second-recording-in-list--dark.png b/frontend/__snapshots__/replay-player-success--second-recording-in-list--dark.png
index 93ad7064fd68bb979e241a5febaa35edfe898625..deadbaa964285f63588f0c260738d9362ab07e6d 100644
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diff --git a/frontend/__snapshots__/replay-player-success--second-recording-in-list--light.png b/frontend/__snapshots__/replay-player-success--second-recording-in-list--light.png
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diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown-edit--dark.png b/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown-edit--dark.png
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diff --git a/frontend/src/scenes/surveys/surveyViewViz.tsx b/frontend/src/scenes/surveys/surveyViewViz.tsx
index 8e19c575fef10..7384fec294c94 100644
--- a/frontend/src/scenes/surveys/surveyViewViz.tsx
+++ b/frontend/src/scenes/surveys/surveyViewViz.tsx
@@ -207,6 +207,7 @@ export function RatingQuestionBarChart({
     }
     useEffect(() => {
         loadSurveyRatingResults({ questionIndex, iteration })
+        // eslint-disable-next-line react-hooks/exhaustive-deps
     }, [questionIndex])
 
     return (
@@ -301,6 +302,7 @@ export function NPSSurveyResultsBarChart({
 
     useEffect(() => {
         loadSurveyRecurringNPSResults({ questionIndex })
+        // eslint-disable-next-line react-hooks/exhaustive-deps
     }, [questionIndex])
 
     return (
@@ -397,6 +399,7 @@ export function SingleChoiceQuestionPieChart({
 
     useEffect(() => {
         loadSurveySingleChoiceResults({ questionIndex })
+        // eslint-disable-next-line react-hooks/exhaustive-deps
     }, [questionIndex])
 
     return (
@@ -499,12 +502,15 @@ export function MultipleChoiceQuestionBarChart({
 
     useEffect(() => {
         loadSurveyMultipleChoiceResults({ questionIndex })
+        // eslint-disable-next-line react-hooks/exhaustive-deps
     }, [questionIndex])
 
     useEffect(() => {
         if (surveyMultipleChoiceResults?.[questionIndex]?.data?.length) {
             setChartHeight(100 + 20 * surveyMultipleChoiceResults[questionIndex].data.length)
         }
+        // TODO this one maybe should have questionIndex as a dependency
+        // eslint-disable-next-line react-hooks/exhaustive-deps
     }, [surveyMultipleChoiceResults])
 
     return (
@@ -581,6 +587,7 @@ export function OpenTextViz({
 
     useEffect(() => {
         loadSurveyOpenTextResults({ questionIndex })
+        // eslint-disable-next-line react-hooks/exhaustive-deps
     }, [questionIndex])
 
     return (
@@ -736,9 +743,9 @@ function ResponseSummaryFeedback({ surveyId }: { surveyId: string }): JSX.Elemen
             return // Already rated
         }
         setRating(newRating)
-        posthog.capture('survey_resonse_rated', {
+        posthog.capture('ai_survey_summary_rated', {
             survey_id: surveyId,
-            answer_rating: rating,
+            answer_rating: newRating,
         })
     }
 

From 5e97bb399a6272304bbe59e2f968b6a7c60a372d Mon Sep 17 00:00:00 2001
From: Adam Leith <adamleithp@users.noreply.github.com>
Date: Thu, 19 Dec 2024 15:04:51 +0000
Subject: [PATCH 02/26] fix: fixed search bar layout and ux: can now click to
 preview search results  (#27015)

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 .../components-command-bar--search--dark.png  | Bin 54363 -> 56891 bytes
 .../components-command-bar--search--light.png | Bin 53477 -> 55727 bytes
 .../lemon-ui-lemon-input--search--dark.png    | Bin 1636 -> 1274 bytes
 .../lemon-ui-lemon-input--search--light.png   | Bin 1599 -> 1239 bytes
 .../lib/components/CommandBar/CommandBar.tsx  |   2 +-
 .../lib/components/CommandBar/SearchBar.tsx   |   5 +-
 .../components/CommandBar/SearchResult.tsx    |  52 +++++++++++-------
 .../CommandBar/SearchResultPreview.tsx        |  52 ++++++++++++++----
 .../components/CommandBar/SearchResults.tsx   |  30 +++-------
 .../lib/components/CommandBar/SearchTabs.tsx  |   6 +-
 .../src/lib/components/CommandBar/index.scss  |   5 --
 .../components/CommandBar/searchBarLogic.ts   |   2 +
 frontend/src/lib/constants.tsx                |   8 +++
 .../lib/lemon-ui/LemonInput/LemonInput.scss   |   6 ++
 14 files changed, 103 insertions(+), 65 deletions(-)

diff --git a/frontend/__snapshots__/components-command-bar--search--dark.png b/frontend/__snapshots__/components-command-bar--search--dark.png
index 599e3c20f7aeae95709decf71800db5311d5ceed..0692091cc3e327811183c5b7cfc165fd8d4964d5 100644
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diff --git a/frontend/__snapshots__/lemon-ui-lemon-input--search--dark.png b/frontend/__snapshots__/lemon-ui-lemon-input--search--dark.png
index 2618d982587b54fd4f45dd1ec58c51ab11520552..8dd6e08c842af4bb69d1bcbe052f78fd931b3093 100644
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delta 1630
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diff --git a/frontend/__snapshots__/lemon-ui-lemon-input--search--light.png b/frontend/__snapshots__/lemon-ui-lemon-input--search--light.png
index 171b0fb4ae3bccc301f3ef5a6dcd854e416cf79a..42f6a48d5f2a9455b0ea50a229f14429dbf02ede 100644
GIT binary patch
delta 1230
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spb7*UPz3@FsG`c;0YB(z08kwN0HNly-+e8P&;S4c07*qoM6N<$f`pb(Jpcdz

delta 1593
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diff --git a/frontend/src/lib/components/CommandBar/CommandBar.tsx b/frontend/src/lib/components/CommandBar/CommandBar.tsx
index fe4b9c2e4555e..5d25486df6862 100644
--- a/frontend/src/lib/components/CommandBar/CommandBar.tsx
+++ b/frontend/src/lib/components/CommandBar/CommandBar.tsx
@@ -26,7 +26,7 @@ const CommandBarOverlay = forwardRef<HTMLDivElement, CommandBarOverlayProps>(fun
                     data-attr="command-bar"
                     className={`w-full ${
                         barStatus === BarStatus.SHOW_SEARCH && 'h-full'
-                    } bg-bg-3000 rounded overflow-hidden border border-border-bold`}
+                    } w-full bg-bg-3000 rounded overflow-hidden border border-border-bold`}
                     ref={ref}
                 >
                     {children}
diff --git a/frontend/src/lib/components/CommandBar/SearchBar.tsx b/frontend/src/lib/components/CommandBar/SearchBar.tsx
index 3eba8e50e2aad..d9b27c7e806db 100644
--- a/frontend/src/lib/components/CommandBar/SearchBar.tsx
+++ b/frontend/src/lib/components/CommandBar/SearchBar.tsx
@@ -13,9 +13,10 @@ export const SearchBar = (): JSX.Element => {
     const inputRef = useRef<HTMLInputElement>(null)
 
     return (
-        <div className="flex w-full h-full">
+        <div className="grid grid-cols-[8.5rem_1fr] lg:grid-cols-[12.5rem_1fr] h-full">
             <SearchTabs inputRef={inputRef} />
-            <div className="grow flex flex-col overscroll-contain overflow-hidden">
+            {/* 49px = height of search input, 40rem = height of search results */}
+            <div className="grid grid-rows-[49px_calc(40rem-49px)] overflow-hidden overscroll-contain">
                 <SearchInput ref={inputRef} />
                 <SearchResults />
             </div>
diff --git a/frontend/src/lib/components/CommandBar/SearchResult.tsx b/frontend/src/lib/components/CommandBar/SearchResult.tsx
index 354470759518e..6bb04fce0693c 100644
--- a/frontend/src/lib/components/CommandBar/SearchResult.tsx
+++ b/frontend/src/lib/components/CommandBar/SearchResult.tsx
@@ -1,6 +1,8 @@
 import { LemonSkeleton } from '@posthog/lemon-ui'
 import clsx from 'clsx'
 import { useActions, useValues } from 'kea'
+import { TAILWIND_BREAKPOINTS } from 'lib/constants'
+import { useWindowSize } from 'lib/hooks/useWindowSize'
 import { capitalizeFirstLetter } from 'lib/utils'
 import { useLayoutEffect, useRef } from 'react'
 import { useSummarizeInsight } from 'scenes/insights/summarizeInsight'
@@ -22,10 +24,12 @@ type SearchResultProps = {
 
 export const SearchResult = ({ result, resultIndex, focused }: SearchResultProps): JSX.Element => {
     const { aggregationLabel } = useValues(searchBarLogic)
-    const { openResult } = useActions(searchBarLogic)
+    const { setActiveResultIndex, openResult } = useActions(searchBarLogic)
 
     const ref = useRef<HTMLDivElement | null>(null)
 
+    const { width } = useWindowSize()
+
     useLayoutEffect(() => {
         if (focused) {
             // :HACKY: This uses the non-standard scrollIntoViewIfNeeded api
@@ -40,27 +44,33 @@ export const SearchResult = ({ result, resultIndex, focused }: SearchResultProps
     }, [focused])
 
     return (
-        <div
-            className={clsx(
-                'w-full px-2 hover:bg-bg-3000 border-l-4 border-r border-b cursor-pointer',
-                focused ? 'bg-bg-3000 border-l-primary-3000' : 'bg-bg-light'
-            )}
-            onClick={() => {
-                openResult(resultIndex)
-            }}
-            ref={ref}
-        >
-            <div className="px-2 py-3 w-full space-y-0.5 flex flex-col items-start">
-                <span className="text-muted-3000 text-xs">
-                    {result.type !== 'group'
-                        ? tabToName[result.type]
-                        : `${capitalizeFirstLetter(aggregationLabel(result.extra_fields.group_type_index).plural)}`}
-                </span>
-                <span className="text-text-3000 font-bold">
-                    <ResultName result={result} />
-                </span>
+        <>
+            <div
+                className={clsx(
+                    'w-full px-2 hover:bg-bg-3000 border-l-4 border-b cursor-pointer',
+                    focused ? 'bg-bg-3000 border-l-primary-3000' : 'bg-bg-light'
+                )}
+                onClick={() => {
+                    if (width && width <= TAILWIND_BREAKPOINTS.md) {
+                        openResult(resultIndex)
+                    } else {
+                        setActiveResultIndex(resultIndex)
+                    }
+                }}
+                ref={ref}
+            >
+                <div className="px-2 py-3 w-full space-y-0.5 flex flex-col items-start">
+                    <span className="text-muted-3000 text-xs">
+                        {result.type !== 'group'
+                            ? tabToName[result.type]
+                            : `${capitalizeFirstLetter(aggregationLabel(result.extra_fields.group_type_index).plural)}`}
+                    </span>
+                    <span className="text-text-3000 font-bold">
+                        <ResultName result={result} />
+                    </span>
+                </div>
             </div>
-        </div>
+        </>
     )
 }
 
diff --git a/frontend/src/lib/components/CommandBar/SearchResultPreview.tsx b/frontend/src/lib/components/CommandBar/SearchResultPreview.tsx
index 498150ebada3a..af4e70df0a08a 100644
--- a/frontend/src/lib/components/CommandBar/SearchResultPreview.tsx
+++ b/frontend/src/lib/components/CommandBar/SearchResultPreview.tsx
@@ -1,11 +1,15 @@
-import { useValues } from 'kea'
+import { useActions, useValues } from 'kea'
 import { ResultDescription, ResultName } from 'lib/components/CommandBar/SearchResult'
+import { LemonButton } from 'lib/lemon-ui/LemonButton'
+
+import { KeyboardShortcut } from '~/layout/navigation-3000/components/KeyboardShortcut'
 
 import { tabToName } from './constants'
 import { searchBarLogic, urlForResult } from './searchBarLogic'
 
 export const SearchResultPreview = (): JSX.Element | null => {
     const { activeResultIndex, combinedSearchResults } = useValues(searchBarLogic)
+    const { openResult } = useActions(searchBarLogic)
 
     if (!combinedSearchResults || combinedSearchResults.length === 0) {
         return null
@@ -14,17 +18,41 @@ export const SearchResultPreview = (): JSX.Element | null => {
     const result = combinedSearchResults[activeResultIndex]
 
     return (
-        <div className="border bg-bg-light rounded p-6">
-            <div>{tabToName[result.type]}</div>
-            <div className="text-text-3000 font-bold text-lg">
-                <ResultName result={result} />
-            </div>
-            <span className="text-[var(--trace-3000)] text-xs">
-                {location.host}
-                <span className="text-muted-3000">{urlForResult(result)}</span>
-            </span>
-            <div className="mt-2 text-muted">
-                <ResultDescription result={result} />
+        <div className="border bg-bg-light rounded p-4 md:p-6">
+            <div className="space-y-4">
+                <div>
+                    <div>{tabToName[result.type as keyof typeof tabToName]}</div>
+                    <div className="text-text-3000 font-bold text-lg">
+                        <ResultName result={result} />
+                    </div>
+                    <span className="text-[var(--trace-3000)] text-xs break-all">
+                        {location.host}
+                        <span className="text-muted-3000">{urlForResult(result)}</span>
+                    </span>
+                    <div className="mt-2 text-muted">
+                        <ResultDescription result={result} />
+                    </div>
+                </div>
+                <div className="grid grid-cols-[auto_1fr] items-center gap-2">
+                    <LemonButton
+                        type="secondary"
+                        size="small"
+                        onClick={() => {
+                            openResult(activeResultIndex)
+                        }}
+                        tooltip={
+                            <>
+                                Open <KeyboardShortcut enter />
+                            </>
+                        }
+                        aria-label="Open search result"
+                    >
+                        Open
+                    </LemonButton>
+                    <div>
+                        <KeyboardShortcut enter /> Open
+                    </div>
+                </div>
             </div>
         </div>
     )
diff --git a/frontend/src/lib/components/CommandBar/SearchResults.tsx b/frontend/src/lib/components/CommandBar/SearchResults.tsx
index 2dde6f78cbead..3e6abbc35a27d 100644
--- a/frontend/src/lib/components/CommandBar/SearchResults.tsx
+++ b/frontend/src/lib/components/CommandBar/SearchResults.tsx
@@ -1,6 +1,4 @@
-import clsx from 'clsx'
 import { useValues } from 'kea'
-import { useResizeBreakpoints } from 'lib/hooks/useResizeObserver'
 
 import { DetectiveHog } from '../hedgehogs'
 import { searchBarLogic } from './searchBarLogic'
@@ -10,27 +8,17 @@ import { SearchResultPreview } from './SearchResultPreview'
 export const SearchResults = (): JSX.Element => {
     const { combinedSearchResults, combinedSearchLoading, activeResultIndex } = useValues(searchBarLogic)
 
-    const { ref, size } = useResizeBreakpoints({
-        0: 'small',
-        550: 'normal',
-    })
-
     return (
-        <div className="SearchResults grow" ref={ref}>
+        <>
             {!combinedSearchLoading && combinedSearchResults?.length === 0 ? (
-                <div className="w-full h-full flex flex-col items-center justify-center p-3">
+                <div className="w-full h-full flex flex-col items-center justify-center p-3 text-center">
                     <h3 className="mb-0 text-xl">No results</h3>
                     <p className="opacity-75 mb-0">This doesn't happen often, but we're stumped!</p>
                     <DetectiveHog height={150} width={150} />
                 </div>
             ) : (
-                <div className="overflow-hidden overscroll-contain flex h-full">
-                    <div
-                        className={clsx(
-                            'border-r bg-bg-3000 overscroll-contain overflow-y-scroll grow-0 shrink-0 w-full',
-                            size !== 'small' && 'max-w-80'
-                        )}
-                    >
+                <div className="md:grid md:grid-cols-[320px_1fr]">
+                    <div className="border-r border-b md:border-b-0 bg-bg-3000 overscroll-contain overflow-y-auto">
                         {combinedSearchLoading && (
                             <>
                                 <SearchResultSkeleton />
@@ -48,13 +36,11 @@ export const SearchResults = (): JSX.Element => {
                                 />
                             ))}
                     </div>
-                    {size !== 'small' ? (
-                        <div className="p-2 grow">
-                            <SearchResultPreview />
-                        </div>
-                    ) : null}
+                    <div className="p-2 grow hidden md:block overflow-auto">
+                        <SearchResultPreview />
+                    </div>
                 </div>
             )}
-        </div>
+        </>
     )
 }
diff --git a/frontend/src/lib/components/CommandBar/SearchTabs.tsx b/frontend/src/lib/components/CommandBar/SearchTabs.tsx
index 37ff41ff30a53..aa3ddb67e8496 100644
--- a/frontend/src/lib/components/CommandBar/SearchTabs.tsx
+++ b/frontend/src/lib/components/CommandBar/SearchTabs.tsx
@@ -12,11 +12,13 @@ type SearchTabsProps = {
 export const SearchTabs = ({ inputRef }: SearchTabsProps): JSX.Element | null => {
     const { tabsGrouped } = useValues(searchBarLogic)
     return (
-        <div className="flex flex-col border-r bg-bg-light min-w-30 w-1/3 max-w-50 flex-0 overflow-y-auto">
+        <div className="flex flex-col border-r bg-bg-light overflow-y-auto">
             {Object.entries(tabsGrouped).map(([group, tabs]) => (
                 <div key={group} className={group !== 'all' ? 'pt-1.5' : ''}>
                     {group !== 'all' && (
-                        <span className="ml-4 text-xxs text-muted uppercase">{groupToName[group]}</span>
+                        <span className="ml-4 text-xxs text-muted uppercase">
+                            {groupToName[group as keyof typeof groupToName]}
+                        </span>
                     )}
                     {tabs.map((tab) => (
                         <SearchBarTab key={tab} tab={tab} inputRef={inputRef} />
diff --git a/frontend/src/lib/components/CommandBar/index.scss b/frontend/src/lib/components/CommandBar/index.scss
index 02aa24cb7a11d..3150d46ed5ada 100644
--- a/frontend/src/lib/components/CommandBar/index.scss
+++ b/frontend/src/lib/components/CommandBar/index.scss
@@ -16,11 +16,6 @@
     }
 }
 
-.SearchResults {
-    // offset container height by input
-    height: calc(100% - 2.875rem);
-}
-
 .CommandBar__overlay {
     position: fixed;
     top: 0;
diff --git a/frontend/src/lib/components/CommandBar/searchBarLogic.ts b/frontend/src/lib/components/CommandBar/searchBarLogic.ts
index b3576ac482d10..1b96c64c34b81 100644
--- a/frontend/src/lib/components/CommandBar/searchBarLogic.ts
+++ b/frontend/src/lib/components/CommandBar/searchBarLogic.ts
@@ -61,6 +61,7 @@ export const searchBarLogic = kea<searchBarLogicType>([
         onArrowUp: (activeIndex: number, maxIndex: number) => ({ activeIndex, maxIndex }),
         onArrowDown: (activeIndex: number, maxIndex: number) => ({ activeIndex, maxIndex }),
         openResult: (index: number) => ({ index }),
+        setActiveResultIndex: (index: number) => ({ index }),
     }),
     loaders(({ values, actions }) => ({
         rawSearchResponse: [
@@ -208,6 +209,7 @@ export const searchBarLogic = kea<searchBarLogicType>([
                 openResult: () => 0,
                 onArrowUp: (_, { activeIndex, maxIndex }) => (activeIndex > 0 ? activeIndex - 1 : maxIndex),
                 onArrowDown: (_, { activeIndex, maxIndex }) => (activeIndex < maxIndex ? activeIndex + 1 : 0),
+                setActiveResultIndex: (_, { index }) => index,
             },
         ],
         activeTab: [
diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx
index d41a232518b18..ae93860525488 100644
--- a/frontend/src/lib/constants.tsx
+++ b/frontend/src/lib/constants.tsx
@@ -314,3 +314,11 @@ export const SESSION_REPLAY_MINIMUM_DURATION_OPTIONS: LemonSelectOptions<number
 ]
 
 export const UNSUBSCRIBE_SURVEY_ID = '018b6e13-590c-0000-decb-c727a2b3f462'
+
+export const TAILWIND_BREAKPOINTS = {
+    sm: 526,
+    md: 768,
+    lg: 992,
+    xl: 1200,
+    '2xl': 1600,
+}
diff --git a/frontend/src/lib/lemon-ui/LemonInput/LemonInput.scss b/frontend/src/lib/lemon-ui/LemonInput/LemonInput.scss
index 9f0ecf27a7c4a..166c7ff50528a 100644
--- a/frontend/src/lib/lemon-ui/LemonInput/LemonInput.scss
+++ b/frontend/src/lib/lemon-ui/LemonInput/LemonInput.scss
@@ -97,6 +97,12 @@
     &.LemonInput--type-search {
         // NOTE Design: Search inputs are given a specific small width
         max-width: 240px;
+        border-radius: 0;
+
+        // Add a focus ring to the element (not the input) when focused
+        &:has(:focus-visible) {
+            outline: -webkit-focus-ring-color auto 1px;
+        }
     }
 
     &.LemonInput--type-number {

From 2daa5d875dae7a0510ef80ebb6c87707378a8c6b Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Thu, 19 Dec 2024 10:17:57 -0500
Subject: [PATCH 03/26] chore(deps): Update posthog-js to 1.202.4 (#27065)

---
 package.json   |  2 +-
 pnpm-lock.yaml | 22 +++++++++++-----------
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/package.json b/package.json
index 6944c5b335e23..7d55acb0ca23e 100644
--- a/package.json
+++ b/package.json
@@ -162,7 +162,7 @@
         "pmtiles": "^2.11.0",
         "postcss": "^8.4.31",
         "postcss-preset-env": "^9.3.0",
-        "posthog-js": "1.202.2",
+        "posthog-js": "1.202.4",
         "posthog-js-lite": "3.0.0",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index f383926dd1807..902f297bc841d 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -308,8 +308,8 @@ dependencies:
     specifier: ^9.3.0
     version: 9.3.0(postcss@8.4.31)
   posthog-js:
-    specifier: 1.202.2
-    version: 1.202.2
+    specifier: 1.202.4
+    version: 1.202.4
   posthog-js-lite:
     specifier: 3.0.0
     version: 3.0.0
@@ -13319,7 +13319,7 @@ packages:
       gopd: 1.2.0
       has-symbols: 1.1.0
       hasown: 2.0.2
-      math-intrinsics: 1.0.0
+      math-intrinsics: 1.1.0
     dev: true
 
   /get-nonce@1.0.1:
@@ -14076,7 +14076,7 @@ packages:
       hogan.js: 3.0.2
       htm: 3.1.1
       instantsearch-ui-components: 0.3.0
-      preact: 10.25.2
+      preact: 10.25.3
       qs: 6.9.7
       search-insights: 2.13.0
     dev: false
@@ -16003,8 +16003,8 @@ packages:
     resolution: {integrity: sha512-6qE4B9deFBIa9YSpOc9O0Sgc43zTeVYbgDT5veRKSlB2+ZuHNoVVxA1L/ckMUayV9Ay9y7Z/SZCLcGteW9i7bg==}
     dev: false
 
-  /math-intrinsics@1.0.0:
-    resolution: {integrity: sha512-4MqMiKP90ybymYvsut0CH2g4XWbfLtmlCkXmtmdcDCxNB+mQcu1w/1+L/VD7vi/PSv7X2JYV7SCcR+jiPXnQtA==}
+  /math-intrinsics@1.1.0:
+    resolution: {integrity: sha512-/IXtbwEk5HTPyEwyKX6hGkYXxM9nbj64B+ilVJnC/R6B0pH5G4V3b0pVbL7DBj4tkhBAppbQUlf6F6Xl9LHu1g==}
     engines: {node: '>= 0.4'}
     dev: true
 
@@ -17909,12 +17909,12 @@ packages:
     resolution: {integrity: sha512-dyajjnfzZD1tht4N7p7iwf7nBnR1MjVaVu+MKr+7gBgA39bn28wizCIJZztZPtHy4PY0YwtSGgwfBCuG/hnHgA==}
     dev: false
 
-  /posthog-js@1.202.2:
-    resolution: {integrity: sha512-9p7dAWuCfoM0WrasubGwtC8i38HU3iMqK3gd0mhyAoTrEVMVozTQq64Toc2VEv8H69NGNn6ikk5t2LclHT9XFA==}
+  /posthog-js@1.202.4:
+    resolution: {integrity: sha512-YLu6f1ibAkiopGivGQnLBaCKegT+0GHP3DfP72z3KVby2UXLBB7dj+GIa54zfjburE7ehasysRzeK5nW39QOfA==}
     dependencies:
       core-js: 3.39.0
       fflate: 0.4.8
-      preact: 10.25.2
+      preact: 10.25.3
       web-vitals: 4.2.4
     dev: false
 
@@ -17922,8 +17922,8 @@ packages:
     resolution: {integrity: sha512-Q+/tYsFU9r7xoOJ+y/ZTtdVQwTWfzjbiXBDMM/JKUux3+QPP02iUuIoeBQ+Ot6oEDlC+/PGjB/5A3K7KKb7hcw==}
     dev: false
 
-  /preact@10.25.2:
-    resolution: {integrity: sha512-GEts1EH3oMnqdOIeXhlbBSddZ9nrINd070WBOiPO2ous1orrKGUM4SMDbwyjSWD1iMS2dBvaDjAa5qUhz3TXqw==}
+  /preact@10.25.3:
+    resolution: {integrity: sha512-dzQmIFtM970z+fP9ziQ3yG4e3ULIbwZzJ734vaMVUTaKQ2+Ru1Ou/gjshOYVHCcd1rpAelC6ngjvjDXph98unQ==}
     dev: false
 
   /prelude-ls@1.2.1:

From 0a638752f19430a8ac6c2c5266c1c61d727fe3d7 Mon Sep 17 00:00:00 2001
From: Robbie <robbie.coomber@gmail.com>
Date: Thu, 19 Dec 2024 15:24:37 +0000
Subject: [PATCH 04/26] feat(web-analytics): Add concurrency controller code to
 plugin server (#27058)

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 ...el-top-to-bottom-breakdown-edit--light.png | Bin 162620 -> 160980 bytes
 .../src/lib/utils/concurrencyController.ts    |  11 +-
 plugin-server/package.json                    |   3 +-
 plugin-server/pnpm-lock.yaml                  |   7 +
 .../src/utils/concurrencyController.ts        | 133 ++++++++++++++++++
 5 files changed, 149 insertions(+), 5 deletions(-)
 create mode 100644 plugin-server/src/utils/concurrencyController.ts

diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown-edit--light.png b/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown-edit--light.png
index 00916265cd38be97a5f349d4279187b60041756f..6724b2a2d51790906a8343359d17caea2b04c35c 100644
GIT binary patch
delta 122064
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ZX>H8aRCz`f%Bce?Cw<{uI@!SEe*u8|T$lg=

diff --git a/frontend/src/lib/utils/concurrencyController.ts b/frontend/src/lib/utils/concurrencyController.ts
index 941af92f33b74..7326165b623a5 100644
--- a/frontend/src/lib/utils/concurrencyController.ts
+++ b/frontend/src/lib/utils/concurrencyController.ts
@@ -1,5 +1,8 @@
 import FastPriorityQueue from 'fastpriorityqueue'
 import { promiseResolveReject } from 'lib/utils'
+
+// Note that this file also exists in the plugin-server, please keep them in sync as the tests only exist for this version
+
 class ConcurrencyControllerItem<T> {
     _debugTag?: string
     _runFn: () => Promise<void>
@@ -8,7 +11,7 @@ class ConcurrencyControllerItem<T> {
     constructor(
         concurrencyController: ConcurrencyController,
         userFn: () => Promise<T>,
-        abortController: AbortController,
+        abortController: AbortController | undefined,
         priority: number = Infinity,
         debugTag: string | undefined
     ) {
@@ -17,7 +20,7 @@ class ConcurrencyControllerItem<T> {
         const { promise, resolve, reject } = promiseResolveReject<T>()
         this._promise = promise
         this._runFn = async () => {
-            if (abortController.signal.aborted) {
+            if (abortController?.signal.aborted) {
                 reject(new FakeAbortError(abortController.signal.reason || 'AbortError'))
                 return
             }
@@ -32,7 +35,7 @@ class ConcurrencyControllerItem<T> {
                 reject(error)
             }
         }
-        abortController.signal.addEventListener('abort', () => {
+        abortController?.signal.addEventListener('abort', () => {
             reject(new FakeAbortError(abortController.signal.reason || 'AbortError'))
         })
         promise
@@ -76,7 +79,7 @@ export class ConcurrencyController {
     }: {
         fn: () => Promise<T>
         priority?: number
-        abortController: AbortController
+        abortController?: AbortController
         debugTag?: string
     }): Promise<T> => {
         const item = new ConcurrencyControllerItem(this, fn, abortController, priority, debugTag)
diff --git a/plugin-server/package.json b/plugin-server/package.json
index 11df155e0757c..9014d19be548b 100644
--- a/plugin-server/package.json
+++ b/plugin-server/package.json
@@ -69,16 +69,17 @@
         "express": "^4.18.2",
         "faker": "^5.5.3",
         "fast-deep-equal": "^3.1.3",
+        "fastpriorityqueue": "^0.7.5",
         "fernet-nodejs": "^1.0.6",
         "generic-pool": "^3.7.1",
         "graphile-worker": "0.13.0",
         "ioredis": "^4.27.6",
         "ipaddr.js": "^2.1.0",
         "kafkajs": "^2.2.0",
-        "lz4-kafkajs": "1.0.0",
         "kafkajs-snappy": "^1.1.0",
         "lru-cache": "^6.0.0",
         "luxon": "^3.4.4",
+        "lz4-kafkajs": "1.0.0",
         "node-fetch": "^2.6.1",
         "node-rdkafka": "^2.17.0",
         "node-schedule": "^2.1.0",
diff --git a/plugin-server/pnpm-lock.yaml b/plugin-server/pnpm-lock.yaml
index c297462845d8e..f187191553102 100644
--- a/plugin-server/pnpm-lock.yaml
+++ b/plugin-server/pnpm-lock.yaml
@@ -91,6 +91,9 @@ dependencies:
   fast-deep-equal:
     specifier: ^3.1.3
     version: 3.1.3
+  fastpriorityqueue:
+    specifier: ^0.7.5
+    version: 0.7.5
   fernet-nodejs:
     specifier: ^1.0.6
     version: 1.0.6
@@ -6276,6 +6279,10 @@ packages:
       strnum: 1.0.5
     dev: false
 
+  /fastpriorityqueue@0.7.5:
+    resolution: {integrity: sha512-3Pa0n9gwy8yIbEsT3m2j/E9DXgWvvjfiZjjqcJ+AdNKTAlVMIuFYrYG5Y3RHEM8O6cwv9hOpOWY/NaMfywoQVA==}
+    dev: false
+
   /fastq@1.15.0:
     resolution: {integrity: sha512-wBrocU2LCXXa+lWBt8RoIRD89Fi8OdABODa/kEnyeyjS5aZO5/GNvI5sEINADqP/h8M29UHTHUb53sUu5Ihqdw==}
     dependencies:
diff --git a/plugin-server/src/utils/concurrencyController.ts b/plugin-server/src/utils/concurrencyController.ts
new file mode 100644
index 0000000000000..ac84d439fd507
--- /dev/null
+++ b/plugin-server/src/utils/concurrencyController.ts
@@ -0,0 +1,133 @@
+import FastPriorityQueue from 'fastpriorityqueue'
+
+export function promiseResolveReject<T>(): {
+    resolve: (value: T) => void
+    reject: (reason?: any) => void
+    promise: Promise<T>
+} {
+    let resolve: (value: T) => void
+    let reject: (reason?: any) => void
+    const promise = new Promise<T>((innerResolve, innerReject) => {
+        resolve = innerResolve
+        reject = innerReject
+    })
+    return { resolve: resolve!, reject: reject!, promise }
+}
+
+// Note that this file also exists in the frontend code, please keep them in sync as the tests only exist in the other version
+class ConcurrencyControllerItem<T> {
+    _debugTag?: string
+    _runFn: () => Promise<void>
+    _priority: number = Infinity
+    _promise: Promise<T>
+    constructor(
+        concurrencyController: ConcurrencyController,
+        userFn: () => Promise<T>,
+        abortController: AbortController | undefined,
+        priority: number = Infinity,
+        debugTag: string | undefined
+    ) {
+        this._debugTag = debugTag
+        this._priority = priority
+        const { promise, resolve, reject } = promiseResolveReject<T>()
+        this._promise = promise
+        this._runFn = async () => {
+            if (abortController?.signal.aborted) {
+                reject(new FakeAbortError(abortController.signal.reason || 'AbortError'))
+                return
+            }
+            if (concurrencyController._current.length >= concurrencyController._concurrencyLimit) {
+                throw new Error('Developer Error: ConcurrencyControllerItem: _runFn called while already running')
+            }
+            try {
+                concurrencyController._current.push(this)
+                const result = await userFn()
+                resolve(result)
+            } catch (error) {
+                reject(error)
+            }
+        }
+        abortController?.signal.addEventListener('abort', () => {
+            reject(new FakeAbortError(abortController.signal.reason || 'AbortError'))
+        })
+        promise
+            .catch(() => {
+                // ignore
+            })
+            .finally(() => {
+                if (concurrencyController._current.includes(this)) {
+                    concurrencyController._current = concurrencyController._current.filter((item) => item !== this)
+                    concurrencyController._runNext()
+                }
+            })
+    }
+}
+
+export class ConcurrencyController {
+    _concurrencyLimit: number
+
+    _current: ConcurrencyControllerItem<any>[] = []
+    private _queue: FastPriorityQueue<ConcurrencyControllerItem<any>> = new FastPriorityQueue(
+        (a, b) => a._priority < b._priority
+    )
+
+    constructor(concurrencyLimit: number) {
+        this._concurrencyLimit = concurrencyLimit
+    }
+
+    /**
+     * Run a function with a mutex. If the mutex is already running, the function will be queued and run when the mutex
+     * is available.
+     * @param fn The function to run
+     * @param priority The priority of the function. Lower numbers will be run first. Defaults to Infinity.
+     * @param abortController An AbortController that, if aborted,  will reject the promise and immediately start the next item in the queue.
+     * @param debugTag
+     */
+    run = <T>({
+        fn,
+        priority,
+        abortController,
+        debugTag,
+    }: {
+        fn: () => Promise<T>
+        priority?: number
+        abortController?: AbortController
+        debugTag?: string
+    }): Promise<T> => {
+        const item = new ConcurrencyControllerItem(this, fn, abortController, priority, debugTag)
+
+        this._queue.add(item)
+
+        this._tryRunNext()
+
+        return item._promise
+    }
+
+    _runNext(): void {
+        const next = this._queue.poll()
+        if (next) {
+            next._runFn()
+                .catch(() => {
+                    // ignore
+                })
+                .finally(() => {
+                    this._tryRunNext()
+                })
+        }
+    }
+
+    _tryRunNext(): void {
+        if (this._current.length < this._concurrencyLimit) {
+            this._runNext()
+        }
+    }
+
+    setConcurrencyLimit = (limit: number): void => {
+        this._concurrencyLimit = limit
+    }
+}
+
+// Create a fake AbortError that allows us to use e.name === 'AbortError' to check if an error is an AbortError
+class FakeAbortError extends Error {
+    name = 'AbortError'
+}

From 60cafb32fcb43db4789be1cc1e02cce3edae5ef8 Mon Sep 17 00:00:00 2001
From: Michael Matloka <dev@twixes.com>
Date: Thu, 19 Dec 2024 18:03:58 +0100
Subject: [PATCH 05/26] chore(dev): Make mprocs faster and installed
 automatically (#27052)

Co-authored-by: Anders <754494+andehen@users.noreply.github.com>
---
 bin/mprocs.yaml |  5 ++---
 bin/start       | 10 ++++++++++
 2 files changed, 12 insertions(+), 3 deletions(-)

diff --git a/bin/mprocs.yaml b/bin/mprocs.yaml
index cb3761250d035..82409edab38f9 100644
--- a/bin/mprocs.yaml
+++ b/bin/mprocs.yaml
@@ -19,8 +19,7 @@ procs:
         shell: 'bin/check_kafka_clickhouse_up && bin/check_temporal_up && python manage.py start_temporal_worker'
 
     docker-compose:
-        shell: 'docker compose -f docker-compose.dev.yml up'
-        stop:
-            send-keys: ['<C-c>']
+        # docker-compose makes sure the stack is up, and then follows its logs - but doesn't tear down on exit for speed
+        shell: 'docker compose -f docker-compose.dev.yml up -d && docker compose -f docker-compose.dev.yml logs --tail=0 -f'
 
 mouse_scroll_speed: 1
diff --git a/bin/start b/bin/start
index ceaddede2140f..7ec881e57b81c 100755
--- a/bin/start
+++ b/bin/start
@@ -9,4 +9,14 @@ export HOG_HOOK_URL=${HOG_HOOK_URL:-http://localhost:3300/hoghook}
 
 [ ! -f ./share/GeoLite2-City.mmdb ] && ( curl -L "https://mmdbcdn.posthog.net/" --http1.1 | brotli --decompress --output=./share/GeoLite2-City.mmdb )
 
+if ! command -v mprocs &> /dev/null; then
+    if command -v brew &> /dev/null; then
+        echo "🔁 Installing mprocs via Homebrew..."
+        brew install mprocs
+    else
+        echo "👉 To run bin/start, install mprocs: https://github.com/pvolok/mprocs#installation"
+        exit 1
+    fi
+fi
+
 exec mprocs --config bin/mprocs.yaml

From e3653cc278b5342a977979dd7fcae9b58803f9cf Mon Sep 17 00:00:00 2001
From: Georgiy Tarasov <gtarasov.work@gmail.com>
Date: Thu, 19 Dec 2024 18:24:55 +0100
Subject: [PATCH 06/26] chore(product-assistant): speed up evaluation tests v2
 (#27062)

---
 ee/hogai/eval/conftest.py                     | 121 +++++-
 .../eval/tests/test_eval_funnel_generator.py  |  58 +--
 .../eval/tests/test_eval_funnel_planner.py    | 398 +++++++++---------
 ee/hogai/eval/tests/test_eval_router.py       | 119 +++---
 .../eval/tests/test_eval_trends_generator.py  |  95 +++--
 .../eval/tests/test_eval_trends_planner.py    | 339 ++++++++-------
 ee/hogai/eval/utils.py                        |  40 --
 posthog/conftest.py                           |  23 +-
 posthog/settings/__init__.py                  |   1 +
 9 files changed, 656 insertions(+), 538 deletions(-)
 delete mode 100644 ee/hogai/eval/utils.py

diff --git a/ee/hogai/eval/conftest.py b/ee/hogai/eval/conftest.py
index d0bc75348eeac..1a88ebffa2e33 100644
--- a/ee/hogai/eval/conftest.py
+++ b/ee/hogai/eval/conftest.py
@@ -1,28 +1,107 @@
+import functools
+from collections.abc import Generator
+from pathlib import Path
+
 import pytest
+from django.conf import settings
+from django.test import override_settings
+from langchain_core.runnables import RunnableConfig
+
+from ee.models import Conversation
+from posthog.demo.matrix.manager import MatrixManager
+from posthog.models import Organization, Project, Team, User
+from posthog.tasks.demo_create_data import HedgeboxMatrix
+from posthog.test.base import BaseTest
+
+
+# Flaky is a handy tool, but it always runs setup fixtures for retries.
+# This decorator will just retry without re-running setup.
+def retry_test_only(max_retries=3):
+    def decorator(func):
+        @functools.wraps(func)
+        def wrapper(*args, **kwargs):
+            last_error: Exception | None = None
+            for attempt in range(max_retries):
+                try:
+                    return func(*args, **kwargs)
+                except Exception as e:
+                    last_error = e
+                    print(f"\nRetrying test (attempt {attempt + 1}/{max_retries})...")  # noqa
+            if last_error:
+                raise last_error
+
+        return wrapper
+
+    return decorator
+
+
+# Apply decorators to all tests in the package.
+def pytest_collection_modifyitems(items):
+    current_dir = Path(__file__).parent
+    for item in items:
+        if Path(item.fspath).is_relative_to(current_dir):
+            item.add_marker(
+                pytest.mark.skipif(not settings.IN_EVAL_TESTING, reason="Only runs for the assistant evaluation")
+            )
+            # Apply our custom retry decorator to the test function
+            item.obj = retry_test_only(max_retries=3)(item.obj)
+
+
+@pytest.fixture(scope="package")
+def team(django_db_blocker) -> Generator[Team, None, None]:
+    with django_db_blocker.unblock():
+        organization = Organization.objects.create(name=BaseTest.CONFIG_ORGANIZATION_NAME)
+        project = Project.objects.create(id=Team.objects.increment_id_sequence(), organization=organization)
+        team = Team.objects.create(
+            id=project.id,
+            project=project,
+            organization=organization,
+            test_account_filters=[
+                {
+                    "key": "email",
+                    "value": "@posthog.com",
+                    "operator": "not_icontains",
+                    "type": "person",
+                }
+            ],
+            has_completed_onboarding_for={"product_analytics": True},
+        )
+        yield team
+        organization.delete()
 
-from posthog.test.base import run_clickhouse_statement_in_parallel
 
+@pytest.fixture(scope="package")
+def user(team, django_db_blocker) -> Generator[User, None, None]:
+    with django_db_blocker.unblock():
+        user = User.objects.create_and_join(team.organization, "eval@posthog.com", "password1234")
+        yield user
+        user.delete()
 
-@pytest.fixture(scope="module", autouse=True)
-def setup_kafka_tables(django_db_setup):
-    from posthog.clickhouse.client import sync_execute
-    from posthog.clickhouse.schema import (
-        CREATE_KAFKA_TABLE_QUERIES,
-        build_query,
-    )
-    from posthog.settings import CLICKHOUSE_CLUSTER, CLICKHOUSE_DATABASE
 
-    kafka_queries = list(map(build_query, CREATE_KAFKA_TABLE_QUERIES))
-    run_clickhouse_statement_in_parallel(kafka_queries)
+@pytest.mark.django_db(transaction=True)
+@pytest.fixture
+def runnable_config(team, user) -> Generator[RunnableConfig, None, None]:
+    conversation = Conversation.objects.create(team=team, user=user)
+    yield {
+        "configurable": {
+            "thread_id": conversation.id,
+        }
+    }
+    conversation.delete()
 
-    yield
 
-    kafka_tables = sync_execute(
-        f"""
-        SELECT name
-        FROM system.tables
-        WHERE database = '{CLICKHOUSE_DATABASE}' AND name LIKE 'kafka_%'
-        """,
-    )
-    kafka_truncate_queries = [f"DROP TABLE {table[0]} ON CLUSTER '{CLICKHOUSE_CLUSTER}'" for table in kafka_tables]
-    run_clickhouse_statement_in_parallel(kafka_truncate_queries)
+@pytest.fixture(scope="package", autouse=True)
+def setup_test_data(django_db_setup, team, user, django_db_blocker):
+    with django_db_blocker.unblock():
+        matrix = HedgeboxMatrix(
+            seed="b1ef3c66-5f43-488a-98be-6b46d92fbcef",  # this seed generates all events
+            days_past=120,
+            days_future=30,
+            n_clusters=500,
+            group_type_index_offset=0,
+        )
+        matrix_manager = MatrixManager(matrix, print_steps=True)
+        with override_settings(TEST=False):
+            # Simulation saving should occur in non-test mode, so that Kafka isn't mocked. Normally in tests we don't
+            # want to ingest via Kafka, but simulation saving is specifically designed to use that route for speed
+            matrix_manager.run_on_team(team, user)
diff --git a/ee/hogai/eval/tests/test_eval_funnel_generator.py b/ee/hogai/eval/tests/test_eval_funnel_generator.py
index 4d7876ca6f73c..5f0f29243296a 100644
--- a/ee/hogai/eval/tests/test_eval_funnel_generator.py
+++ b/ee/hogai/eval/tests/test_eval_funnel_generator.py
@@ -1,40 +1,46 @@
+from collections.abc import Callable
 from typing import cast
 
+import pytest
 from langgraph.graph.state import CompiledStateGraph
 
 from ee.hogai.assistant import AssistantGraph
-from ee.hogai.eval.utils import EvalBaseTest
 from ee.hogai.utils.types import AssistantNodeName, AssistantState
 from posthog.schema import AssistantFunnelsQuery, HumanMessage, VisualizationMessage
 
 
-class TestEvalFunnelGenerator(EvalBaseTest):
-    def _call_node(self, query: str, plan: str) -> AssistantFunnelsQuery:
-        graph: CompiledStateGraph = (
-            AssistantGraph(self.team)
-            .add_edge(AssistantNodeName.START, AssistantNodeName.FUNNEL_GENERATOR)
-            .add_funnel_generator(AssistantNodeName.END)
-            .compile()
-        )
+@pytest.fixture
+def call_node(team, runnable_config) -> Callable[[str, str], AssistantFunnelsQuery]:
+    graph: CompiledStateGraph = (
+        AssistantGraph(team)
+        .add_edge(AssistantNodeName.START, AssistantNodeName.FUNNEL_GENERATOR)
+        .add_funnel_generator(AssistantNodeName.END)
+        .compile()
+    )
+
+    def callable(query: str, plan: str) -> AssistantFunnelsQuery:
         state = graph.invoke(
             AssistantState(messages=[HumanMessage(content=query)], plan=plan),
-            self._get_config(),
+            runnable_config,
         )
         return cast(VisualizationMessage, AssistantState.model_validate(state).messages[-1]).answer
 
-    def test_node_replaces_equals_with_contains(self):
-        query = "what is the conversion rate from a page view to sign up for users with name John?"
-        plan = """Sequence:
-        1. $pageview
-        - property filter 1
-            - person
-            - name
-            - equals
-            - John
-        2. signed_up
-        """
-        actual_output = self._call_node(query, plan).model_dump_json(exclude_none=True)
-        assert "exact" not in actual_output
-        assert "icontains" in actual_output
-        assert "John" not in actual_output
-        assert "john" in actual_output
+    return callable
+
+
+def test_node_replaces_equals_with_contains(call_node):
+    query = "what is the conversion rate from a page view to sign up for users with name John?"
+    plan = """Sequence:
+    1. $pageview
+    - property filter 1
+        - person
+        - name
+        - equals
+        - John
+    2. signed_up
+    """
+    actual_output = call_node(query, plan).model_dump_json(exclude_none=True)
+    assert "exact" not in actual_output
+    assert "icontains" in actual_output
+    assert "John" not in actual_output
+    assert "john" in actual_output
diff --git a/ee/hogai/eval/tests/test_eval_funnel_planner.py b/ee/hogai/eval/tests/test_eval_funnel_planner.py
index 9adbd75e77c6c..c8bc25bc0b5dc 100644
--- a/ee/hogai/eval/tests/test_eval_funnel_planner.py
+++ b/ee/hogai/eval/tests/test_eval_funnel_planner.py
@@ -1,208 +1,224 @@
+from collections.abc import Callable
+
+import pytest
 from deepeval import assert_test
 from deepeval.metrics import GEval
 from deepeval.test_case import LLMTestCase, LLMTestCaseParams
+from langchain_core.runnables.config import RunnableConfig
 from langgraph.graph.state import CompiledStateGraph
 
 from ee.hogai.assistant import AssistantGraph
-from ee.hogai.eval.utils import EvalBaseTest
 from ee.hogai.utils.types import AssistantNodeName, AssistantState
 from posthog.schema import HumanMessage
 
 
-class TestEvalFunnelPlanner(EvalBaseTest):
-    def _get_plan_correctness_metric(self):
-        return GEval(
-            name="Funnel Plan Correctness",
-            criteria="You will be given expected and actual generated plans to provide a taxonomy to answer a user's question with a funnel insight. Compare the plans to determine whether the taxonomy of the actual plan matches the expected plan. Do not apply general knowledge about funnel insights.",
-            evaluation_steps=[
-                "A plan must define at least two series in the sequence, but it is not required to define any filters, exclusion steps, or a breakdown.",
-                "Compare events, properties, math types, and property values of 'expected output' and 'actual output'. Do not penalize if the actual output does not include a timeframe.",
-                "Check if the combination of events, properties, and property values in 'actual output' can answer the user's question according to the 'expected output'.",
-                # The criteria for aggregations must be more specific because there isn't a way to bypass them.
-                "Check if the math types in 'actual output' match those in 'expected output.' If the aggregation type is specified by a property, user, or group in 'expected output', the same property, user, or group must be used in 'actual output'.",
-                "If 'expected output' contains exclusion steps, check if 'actual output' contains those, and heavily penalize if the exclusion steps are not present or different.",
-                "If 'expected output' contains a breakdown, check if 'actual output' contains a similar breakdown, and heavily penalize if the breakdown is not present or different. Plans may only have one breakdown.",
-                # We don't want to see in the output unnecessary property filters. The assistant tries to use them all the time.
-                "Heavily penalize if the 'actual output' contains any excessive output not present in the 'expected output'. For example, the `is set` operator in filters should not be used unless the user explicitly asks for it.",
-            ],
-            evaluation_params=[
-                LLMTestCaseParams.INPUT,
-                LLMTestCaseParams.EXPECTED_OUTPUT,
-                LLMTestCaseParams.ACTUAL_OUTPUT,
-            ],
-            threshold=0.7,
-        )
+@pytest.fixture(scope="module")
+def metric():
+    return GEval(
+        name="Funnel Plan Correctness",
+        criteria="You will be given expected and actual generated plans to provide a taxonomy to answer a user's question with a funnel insight. Compare the plans to determine whether the taxonomy of the actual plan matches the expected plan. Do not apply general knowledge about funnel insights.",
+        evaluation_steps=[
+            "A plan must define at least two series in the sequence, but it is not required to define any filters, exclusion steps, or a breakdown.",
+            "Compare events, properties, math types, and property values of 'expected output' and 'actual output'. Do not penalize if the actual output does not include a timeframe.",
+            "Check if the combination of events, properties, and property values in 'actual output' can answer the user's question according to the 'expected output'.",
+            # The criteria for aggregations must be more specific because there isn't a way to bypass them.
+            "Check if the math types in 'actual output' match those in 'expected output.' If the aggregation type is specified by a property, user, or group in 'expected output', the same property, user, or group must be used in 'actual output'.",
+            "If 'expected output' contains exclusion steps, check if 'actual output' contains those, and heavily penalize if the exclusion steps are not present or different.",
+            "If 'expected output' contains a breakdown, check if 'actual output' contains a similar breakdown, and heavily penalize if the breakdown is not present or different. Plans may only have one breakdown.",
+            # We don't want to see in the output unnecessary property filters. The assistant tries to use them all the time.
+            "Heavily penalize if the 'actual output' contains any excessive output not present in the 'expected output'. For example, the `is set` operator in filters should not be used unless the user explicitly asks for it.",
+        ],
+        evaluation_params=[
+            LLMTestCaseParams.INPUT,
+            LLMTestCaseParams.EXPECTED_OUTPUT,
+            LLMTestCaseParams.ACTUAL_OUTPUT,
+        ],
+        threshold=0.7,
+    )
 
-    def _call_node(self, query):
-        graph: CompiledStateGraph = (
-            AssistantGraph(self.team)
-            .add_edge(AssistantNodeName.START, AssistantNodeName.FUNNEL_PLANNER)
-            .add_funnel_planner(AssistantNodeName.END)
-            .compile()
-        )
+
+@pytest.fixture
+def call_node(team, runnable_config: RunnableConfig) -> Callable[[str], str]:
+    graph: CompiledStateGraph = (
+        AssistantGraph(team)
+        .add_edge(AssistantNodeName.START, AssistantNodeName.FUNNEL_PLANNER)
+        .add_funnel_planner(AssistantNodeName.END)
+        .compile()
+    )
+
+    def callable(query: str) -> str:
         state = graph.invoke(
             AssistantState(messages=[HumanMessage(content=query)]),
-            self._get_config(),
+            runnable_config,
         )
         return AssistantState.model_validate(state).plan or ""
 
-    def test_basic_funnel(self):
-        query = "what was the conversion from a page view to sign up?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Sequence:
-            1. $pageview
-            2. signed_up
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_outputs_at_least_two_events(self):
-        """
-        Ambigious query. The funnel must return at least two events.
-        """
-        query = "how many users paid a bill?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Sequence:
-            1. any event
-            2. upgrade_plan
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_no_excessive_property_filters(self):
-        query = "Show the user conversion from a sign up to a file download"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Sequence:
-            1. signed_up
-            2. downloaded_file
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
+    return callable
 
-    def test_basic_filtering(self):
-        query = (
-            "What was the conversion from uploading a file to downloading it from Chrome and Safari in the last 30d?"
-        )
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Sequence:
-            1. uploaded_file
-                - property filter 1:
-                    - entity: event
-                    - property name: $browser
-                    - property type: String
-                    - operator: equals
-                    - property value: Chrome
-                - property filter 2:
-                    - entity: event
-                    - property name: $browser
-                    - property type: String
-                    - operator: equals
-                    - property value: Safari
-            2. downloaded_file
-                - property filter 1:
-                    - entity: event
-                    - property name: $browser
-                    - property type: String
-                    - operator: equals
-                    - property value: Chrome
-                - property filter 2:
-                    - entity: event
-                    - property name: $browser
-                    - property type: String
-                    - operator: equals
-                    - property value: Safari
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_exclusion_steps(self):
-        query = "What was the conversion from uploading a file to downloading it in the last 30d excluding users that deleted a file?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Sequence:
-            1. uploaded_file
-            2. downloaded_file
-
-            Exclusions:
-            - deleted_file
-                - start index: 0
-                - end index: 1
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_breakdown(self):
-        query = "Show a conversion from uploading a file to downloading it segmented by a browser"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Sequence:
-            1. uploaded_file
-            2. downloaded_file
-
-            Breakdown by:
-            - entity: event
-            - property name: $browser
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_needle_in_a_haystack(self):
-        query = "What was the conversion from a sign up to a paying customer on the personal-pro plan?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Sequence:
-            1. signed_up
-            2. paid_bill
-                - property filter 1:
-                    - entity: event
-                    - property name: plan
-                    - property type: String
-                    - operator: equals
-                    - property value: personal/pro
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_planner_outputs_multiple_series_from_a_single_series_question(self):
-        query = "What's our sign-up funnel?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Sequence:
-            1. $pageview
-            2. signed_up
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_funnel_does_not_include_timeframe(self):
-        query = "what was the conversion from a page view to sign up for event time before 2024-01-01?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Sequence:
-            1. $pageview
-            2. signed_up
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
+
+def test_basic_funnel(metric, call_node):
+    query = "what was the conversion from a page view to sign up?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Sequence:
+        1. $pageview
+        2. signed_up
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_outputs_at_least_two_events(metric, call_node):
+    """
+    Ambigious query. The funnel must return at least two events.
+    """
+    query = "how many users paid a bill?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Sequence:
+        1. any event
+        2. upgrade_plan
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_no_excessive_property_filters(metric, call_node):
+    query = "Show the user conversion from a sign up to a file download"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Sequence:
+        1. signed_up
+        2. downloaded_file
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_basic_filtering(metric, call_node):
+    query = "What was the conversion from uploading a file to downloading it from Chrome and Safari in the last 30d?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Sequence:
+        1. uploaded_file
+            - property filter 1:
+                - entity: event
+                - property name: $browser
+                - property type: String
+                - operator: equals
+                - property value: Chrome
+            - property filter 2:
+                - entity: event
+                - property name: $browser
+                - property type: String
+                - operator: equals
+                - property value: Safari
+        2. downloaded_file
+            - property filter 1:
+                - entity: event
+                - property name: $browser
+                - property type: String
+                - operator: equals
+                - property value: Chrome
+            - property filter 2:
+                - entity: event
+                - property name: $browser
+                - property type: String
+                - operator: equals
+                - property value: Safari
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_exclusion_steps(metric, call_node):
+    query = "What was the conversion from uploading a file to downloading it in the last 30d excluding users that deleted a file?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Sequence:
+        1. uploaded_file
+        2. downloaded_file
+
+        Exclusions:
+        - deleted_file
+            - start index: 0
+            - end index: 1
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_breakdown(metric, call_node):
+    query = "Show a conversion from uploading a file to downloading it segmented by a browser"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Sequence:
+        1. uploaded_file
+        2. downloaded_file
+
+        Breakdown by:
+        - entity: event
+        - property name: $browser
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_needle_in_a_haystack(metric, call_node):
+    query = "What was the conversion from a sign up to a paying customer on the personal-pro plan?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Sequence:
+        1. signed_up
+        2. paid_bill
+            - property filter 1:
+                - entity: event
+                - property name: plan
+                - property type: String
+                - operator: equals
+                - property value: personal/pro
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_planner_outputs_multiple_series_from_a_single_series_question(metric, call_node):
+    query = "What's our sign-up funnel?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Sequence:
+        1. $pageview
+        2. signed_up
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_funnel_does_not_include_timeframe(metric, call_node):
+    query = "what was the conversion from a page view to sign up for event time before 2024-01-01?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Sequence:
+        1. $pageview
+        2. signed_up
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
diff --git a/ee/hogai/eval/tests/test_eval_router.py b/ee/hogai/eval/tests/test_eval_router.py
index c1307e9d40f00..84e5c4c809972 100644
--- a/ee/hogai/eval/tests/test_eval_router.py
+++ b/ee/hogai/eval/tests/test_eval_router.py
@@ -1,69 +1,80 @@
+from collections.abc import Callable
 from typing import cast
 
+import pytest
 from langgraph.graph.state import CompiledStateGraph
 
 from ee.hogai.assistant import AssistantGraph
-from ee.hogai.eval.utils import EvalBaseTest
 from ee.hogai.utils.types import AssistantNodeName, AssistantState
 from posthog.schema import HumanMessage, RouterMessage
 
 
-class TestEvalRouter(EvalBaseTest):
-    def _call_node(self, query: str | list):
-        graph: CompiledStateGraph = (
-            AssistantGraph(self.team)
-            .add_start()
-            .add_router(path_map={"trends": AssistantNodeName.END, "funnel": AssistantNodeName.END})
-            .compile()
-        )
+@pytest.fixture
+def call_node(team, runnable_config) -> Callable[[str | list], str]:
+    graph: CompiledStateGraph = (
+        AssistantGraph(team)
+        .add_start()
+        .add_router(path_map={"trends": AssistantNodeName.END, "funnel": AssistantNodeName.END})
+        .compile()
+    )
+
+    def callable(query: str | list) -> str:
         messages = [HumanMessage(content=query)] if isinstance(query, str) else query
         state = graph.invoke(
             AssistantState(messages=messages),
-            self._get_config(),
+            runnable_config,
         )
         return cast(RouterMessage, AssistantState.model_validate(state).messages[-1]).content
 
-    def test_outputs_basic_trends_insight(self):
-        query = "Show the $pageview trend"
-        res = self._call_node(query)
-        self.assertEqual(res, "trends")
-
-    def test_outputs_basic_funnel_insight(self):
-        query = "What is the conversion rate of users who uploaded a file to users who paid for a plan?"
-        res = self._call_node(query)
-        self.assertEqual(res, "funnel")
-
-    def test_converts_trends_to_funnel(self):
-        conversation = [
-            HumanMessage(content="Show trends of $pageview and $identify"),
-            RouterMessage(content="trends"),
-            HumanMessage(content="Convert this insight to a funnel"),
-        ]
-        res = self._call_node(conversation[:1])
-        self.assertEqual(res, "trends")
-        res = self._call_node(conversation)
-        self.assertEqual(res, "funnel")
-
-    def test_converts_funnel_to_trends(self):
-        conversation = [
-            HumanMessage(content="What is the conversion from a page view to a sign up?"),
-            RouterMessage(content="funnel"),
-            HumanMessage(content="Convert this insight to a trends"),
-        ]
-        res = self._call_node(conversation[:1])
-        self.assertEqual(res, "funnel")
-        res = self._call_node(conversation)
-        self.assertEqual(res, "trends")
-
-    def test_outputs_single_trends_insight(self):
-        """
-        Must display a trends insight because it's not possible to build a funnel with a single series.
-        """
-        query = "how many users upgraded their plan to personal pro?"
-        res = self._call_node(query)
-        self.assertEqual(res, "trends")
-
-    def test_classifies_funnel_with_single_series(self):
-        query = "What's our sign-up funnel?"
-        res = self._call_node(query)
-        self.assertEqual(res, "funnel")
+    return callable
+
+
+def test_outputs_basic_trends_insight(call_node):
+    query = "Show the $pageview trend"
+    res = call_node(query)
+    assert res == "trends"
+
+
+def test_outputs_basic_funnel_insight(call_node):
+    query = "What is the conversion rate of users who uploaded a file to users who paid for a plan?"
+    res = call_node(query)
+    assert res == "funnel"
+
+
+def test_converts_trends_to_funnel(call_node):
+    conversation = [
+        HumanMessage(content="Show trends of $pageview and $identify"),
+        RouterMessage(content="trends"),
+        HumanMessage(content="Convert this insight to a funnel"),
+    ]
+    res = call_node(conversation[:1])
+    assert res == "trends"
+    res = call_node(conversation)
+    assert res == "funnel"
+
+
+def test_converts_funnel_to_trends(call_node):
+    conversation = [
+        HumanMessage(content="What is the conversion from a page view to a sign up?"),
+        RouterMessage(content="funnel"),
+        HumanMessage(content="Convert this insight to a trends"),
+    ]
+    res = call_node(conversation[:1])
+    assert res == "funnel"
+    res = call_node(conversation)
+    assert res == "trends"
+
+
+def test_outputs_single_trends_insight(call_node):
+    """
+    Must display a trends insight because it's not possible to build a funnel with a single series.
+    """
+    query = "how many users upgraded their plan to personal pro?"
+    res = call_node(query)
+    assert res == "trends"
+
+
+def test_classifies_funnel_with_single_series(call_node):
+    query = "What's our sign-up funnel?"
+    res = call_node(query)
+    assert res == "funnel"
diff --git a/ee/hogai/eval/tests/test_eval_trends_generator.py b/ee/hogai/eval/tests/test_eval_trends_generator.py
index 496bbf0100b51..c8491957c868f 100644
--- a/ee/hogai/eval/tests/test_eval_trends_generator.py
+++ b/ee/hogai/eval/tests/test_eval_trends_generator.py
@@ -1,58 +1,65 @@
+from collections.abc import Callable
 from typing import cast
 
+import pytest
 from langgraph.graph.state import CompiledStateGraph
 
 from ee.hogai.assistant import AssistantGraph
-from ee.hogai.eval.utils import EvalBaseTest
 from ee.hogai.utils.types import AssistantNodeName, AssistantState
 from posthog.schema import AssistantTrendsQuery, HumanMessage, VisualizationMessage
 
 
-class TestEvalTrendsGenerator(EvalBaseTest):
-    def _call_node(self, query: str, plan: str) -> AssistantTrendsQuery:
-        graph: CompiledStateGraph = (
-            AssistantGraph(self.team)
-            .add_edge(AssistantNodeName.START, AssistantNodeName.TRENDS_GENERATOR)
-            .add_trends_generator(AssistantNodeName.END)
-            .compile()
-        )
+@pytest.fixture
+def call_node(team, runnable_config) -> Callable[[str, str], AssistantTrendsQuery]:
+    graph: CompiledStateGraph = (
+        AssistantGraph(team)
+        .add_edge(AssistantNodeName.START, AssistantNodeName.TRENDS_GENERATOR)
+        .add_trends_generator(AssistantNodeName.END)
+        .compile()
+    )
+
+    def callable(query: str, plan: str) -> AssistantTrendsQuery:
         state = graph.invoke(
             AssistantState(messages=[HumanMessage(content=query)], plan=plan),
-            self._get_config(),
+            runnable_config,
         )
         return cast(VisualizationMessage, AssistantState.model_validate(state).messages[-1]).answer
 
-    def test_node_replaces_equals_with_contains(self):
-        query = "what is pageview trend for users with name John?"
-        plan = """Events:
-        - $pageview
-            - math operation: total count
-            - property filter 1
-                - person
-                - name
-                - equals
-                - John
-        """
-        actual_output = self._call_node(query, plan).model_dump_json(exclude_none=True)
-        assert "exact" not in actual_output
-        assert "icontains" in actual_output
-        assert "John" not in actual_output
-        assert "john" in actual_output
-
-    def test_node_leans_towards_line_graph(self):
-        query = "How often do users download files?"
-        # We ideally want to consider both total count of downloads per period, as well as how often a median user downloads
-        plan = """Events:
-        - downloaded_file
-            - math operation: total count
-        - downloaded_file
-            - math operation: median count per user
-        """
-        actual_output = self._call_node(query, plan)
-        assert actual_output.trendsFilter.display == "ActionsLineGraph"
-        assert actual_output.series[0].kind == "EventsNode"
-        assert actual_output.series[0].event == "downloaded_file"
-        assert actual_output.series[0].math == "total"
-        assert actual_output.series[1].kind == "EventsNode"
-        assert actual_output.series[1].event == "downloaded_file"
-        assert actual_output.series[1].math == "median_count_per_actor"
+    return callable
+
+
+def test_node_replaces_equals_with_contains(call_node):
+    query = "what is pageview trend for users with name John?"
+    plan = """Events:
+    - $pageview
+        - math operation: total count
+        - property filter 1
+            - person
+            - name
+            - equals
+            - John
+    """
+    actual_output = call_node(query, plan).model_dump_json(exclude_none=True)
+    assert "exact" not in actual_output
+    assert "icontains" in actual_output
+    assert "John" not in actual_output
+    assert "john" in actual_output
+
+
+def test_node_leans_towards_line_graph(call_node):
+    query = "How often do users download files?"
+    # We ideally want to consider both total count of downloads per period, as well as how often a median user downloads
+    plan = """Events:
+    - downloaded_file
+        - math operation: total count
+    - downloaded_file
+        - math operation: median count per user
+    """
+    actual_output = call_node(query, plan)
+    assert actual_output.trendsFilter.display == "ActionsLineGraph"
+    assert actual_output.series[0].kind == "EventsNode"
+    assert actual_output.series[0].event == "downloaded_file"
+    assert actual_output.series[0].math == "total"
+    assert actual_output.series[1].kind == "EventsNode"
+    assert actual_output.series[1].event == "downloaded_file"
+    assert actual_output.series[1].math == "median_count_per_actor"
diff --git a/ee/hogai/eval/tests/test_eval_trends_planner.py b/ee/hogai/eval/tests/test_eval_trends_planner.py
index d4fbff456a91c..4d4ea4c41dfbf 100644
--- a/ee/hogai/eval/tests/test_eval_trends_planner.py
+++ b/ee/hogai/eval/tests/test_eval_trends_planner.py
@@ -1,179 +1,196 @@
+from collections.abc import Callable
+
+import pytest
 from deepeval import assert_test
 from deepeval.metrics import GEval
 from deepeval.test_case import LLMTestCase, LLMTestCaseParams
+from langchain_core.runnables.config import RunnableConfig
 from langgraph.graph.state import CompiledStateGraph
 
 from ee.hogai.assistant import AssistantGraph
-from ee.hogai.eval.utils import EvalBaseTest
 from ee.hogai.utils.types import AssistantNodeName, AssistantState
 from posthog.schema import HumanMessage
 
 
-class TestEvalTrendsPlanner(EvalBaseTest):
-    def _get_plan_correctness_metric(self):
-        return GEval(
-            name="Trends Plan Correctness",
-            criteria="You will be given expected and actual generated plans to provide a taxonomy to answer a user's question with a trends insight. Compare the plans to determine whether the taxonomy of the actual plan matches the expected plan. Do not apply general knowledge about trends insights.",
-            evaluation_steps=[
-                "A plan must define at least one event and a math type, but it is not required to define any filters, breakdowns, or formulas.",
-                "Compare events, properties, math types, and property values of 'expected output' and 'actual output'. Do not penalize if the actual output does not include a timeframe.",
-                "Check if the combination of events, properties, and property values in 'actual output' can answer the user's question according to the 'expected output'.",
-                # The criteria for aggregations must be more specific because there isn't a way to bypass them.
-                "Check if the math types in 'actual output' match those in 'expected output'. Math types sometimes are interchangeable, so use your judgement. If the aggregation type is specified by a property, user, or group in 'expected output', the same property, user, or group must be used in 'actual output'.",
-                "If 'expected output' contains a breakdown, check if 'actual output' contains a similar breakdown, and heavily penalize if the breakdown is not present or different.",
-                "If 'expected output' contains a formula, check if 'actual output' contains a similar formula, and heavily penalize if the formula is not present or different.",
-                # We don't want to see in the output unnecessary property filters. The assistant tries to use them all the time.
-                "Heavily penalize if the 'actual output' contains any excessive output not present in the 'expected output'. For example, the `is set` operator in filters should not be used unless the user explicitly asks for it.",
-            ],
-            evaluation_params=[
-                LLMTestCaseParams.INPUT,
-                LLMTestCaseParams.EXPECTED_OUTPUT,
-                LLMTestCaseParams.ACTUAL_OUTPUT,
-            ],
-            threshold=0.7,
-        )
+@pytest.fixture(scope="module")
+def metric():
+    return GEval(
+        name="Trends Plan Correctness",
+        criteria="You will be given expected and actual generated plans to provide a taxonomy to answer a user's question with a trends insight. Compare the plans to determine whether the taxonomy of the actual plan matches the expected plan. Do not apply general knowledge about trends insights.",
+        evaluation_steps=[
+            "A plan must define at least one event and a math type, but it is not required to define any filters, breakdowns, or formulas.",
+            "Compare events, properties, math types, and property values of 'expected output' and 'actual output'. Do not penalize if the actual output does not include a timeframe.",
+            "Check if the combination of events, properties, and property values in 'actual output' can answer the user's question according to the 'expected output'.",
+            # The criteria for aggregations must be more specific because there isn't a way to bypass them.
+            "Check if the math types in 'actual output' match those in 'expected output'. Math types sometimes are interchangeable, so use your judgement. If the aggregation type is specified by a property, user, or group in 'expected output', the same property, user, or group must be used in 'actual output'.",
+            "If 'expected output' contains a breakdown, check if 'actual output' contains a similar breakdown, and heavily penalize if the breakdown is not present or different.",
+            "If 'expected output' contains a formula, check if 'actual output' contains a similar formula, and heavily penalize if the formula is not present or different.",
+            # We don't want to see in the output unnecessary property filters. The assistant tries to use them all the time.
+            "Heavily penalize if the 'actual output' contains any excessive output not present in the 'expected output'. For example, the `is set` operator in filters should not be used unless the user explicitly asks for it.",
+        ],
+        evaluation_params=[
+            LLMTestCaseParams.INPUT,
+            LLMTestCaseParams.EXPECTED_OUTPUT,
+            LLMTestCaseParams.ACTUAL_OUTPUT,
+        ],
+        threshold=0.7,
+    )
 
-    def _call_node(self, query):
-        graph: CompiledStateGraph = (
-            AssistantGraph(self.team)
-            .add_edge(AssistantNodeName.START, AssistantNodeName.TRENDS_PLANNER)
-            .add_trends_planner(AssistantNodeName.END)
-            .compile()
-        )
+
+@pytest.fixture
+def call_node(team, runnable_config: RunnableConfig) -> Callable[[str], str]:
+    graph: CompiledStateGraph = (
+        AssistantGraph(team)
+        .add_edge(AssistantNodeName.START, AssistantNodeName.TRENDS_PLANNER)
+        .add_trends_planner(AssistantNodeName.END)
+        .compile()
+    )
+
+    def callable(query: str) -> str:
         state = graph.invoke(
             AssistantState(messages=[HumanMessage(content=query)]),
-            self._get_config(),
+            runnable_config,
         )
         return AssistantState.model_validate(state).plan or ""
 
-    def test_no_excessive_property_filters(self):
-        query = "Show the $pageview trend"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Events:
-            - $pageview
-                - math operation: total count
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_no_excessive_property_filters_for_a_defined_math_type(self):
-        query = "What is the MAU?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Events:
-            - $pageview
-                - math operation: unique users
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_basic_filtering(self):
-        query = "can you compare how many Chrome vs Safari users uploaded a file in the last 30d?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Events:
-            - uploaded_file
-                - math operation: total count
-                - property filter 1:
-                    - entity: event
-                    - property name: $browser
-                    - property type: String
-                    - operator: equals
-                    - property value: Chrome
-                - property filter 2:
-                    - entity: event
-                    - property name: $browser
-                    - property type: String
-                    - operator: equals
-                    - property value: Safari
-
-            Breakdown by:
-            - breakdown 1:
+    return callable
+
+
+def test_no_excessive_property_filters(metric, call_node):
+    query = "Show the $pageview trend"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Events:
+        - $pageview
+            - math operation: total count
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_no_excessive_property_filters_for_a_defined_math_type(metric, call_node):
+    query = "What is the MAU?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Events:
+        - $pageview
+            - math operation: unique users
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_basic_filtering(metric, call_node):
+    query = "can you compare how many Chrome vs Safari users uploaded a file in the last 30d?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Events:
+        - uploaded_file
+            - math operation: total count
+            - property filter 1:
                 - entity: event
                 - property name: $browser
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_formula_mode(self):
-        query = "i want to see a ratio of identify divided by page views"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Events:
-            - $identify
-                - math operation: total count
-            - $pageview
-                - math operation: total count
-
-            Formula:
-            `A/B`, where `A` is the total count of `$identify` and `B` is the total count of `$pageview`
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_math_type_by_a_property(self):
-        query = "what is the average session duration?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Events:
-            - All Events
-                - math operation: average by `$session_duration`
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_math_type_by_a_user(self):
-        query = "What is the median page view count for a user?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Events:
-            - $pageview
-                - math operation: median by users
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_needle_in_a_haystack(self):
-        query = "How frequently do people pay for a personal-pro plan?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Events:
-            - paid_bill
-                - math operation: total count
-                - property filter 1:
-                    - entity: event
-                    - property name: plan
-                    - property type: String
-                    - operator: contains
-                    - property value: personal/pro
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
-
-    def test_funnel_does_not_include_timeframe(self):
-        query = "what is the pageview trend for event time before 2024-01-01?"
-        test_case = LLMTestCase(
-            input=query,
-            expected_output="""
-            Events:
-            - $pageview
-                - math operation: total count
-            """,
-            actual_output=self._call_node(query),
-        )
-        assert_test(test_case, [self._get_plan_correctness_metric()])
+                - property type: String
+                - operator: equals
+                - property value: Chrome
+            - property filter 2:
+                - entity: event
+                - property name: $browser
+                - property type: String
+                - operator: equals
+                - property value: Safari
+
+        Breakdown by:
+        - breakdown 1:
+            - entity: event
+            - property name: $browser
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_formula_mode(metric, call_node):
+    query = "i want to see a ratio of identify divided by page views"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Events:
+        - $identify
+            - math operation: total count
+        - $pageview
+            - math operation: total count
+
+        Formula:
+        `A/B`, where `A` is the total count of `$identify` and `B` is the total count of `$pageview`
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_math_type_by_a_property(metric, call_node):
+    query = "what is the average session duration?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Events:
+        - All Events
+            - math operation: average by `$session_duration`
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_math_type_by_a_user(metric, call_node):
+    query = "What is the median page view count for a user?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Events:
+        - $pageview
+            - math operation: median by users
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_needle_in_a_haystack(metric, call_node):
+    query = "How frequently do people pay for a personal-pro plan?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Events:
+        - paid_bill
+            - math operation: total count
+            - property filter 1:
+                - entity: event
+                - property name: plan
+                - property type: String
+                - operator: contains
+                - property value: personal/pro
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
+
+
+def test_trends_does_not_include_timeframe(metric, call_node):
+    query = "what is the pageview trend for event time before 2024-01-01?"
+    test_case = LLMTestCase(
+        input=query,
+        expected_output="""
+        Events:
+        - $pageview
+            - math operation: total count
+        """,
+        actual_output=call_node(query),
+    )
+    assert_test(test_case, [metric])
diff --git a/ee/hogai/eval/utils.py b/ee/hogai/eval/utils.py
deleted file mode 100644
index 6e03c4cfafa9f..0000000000000
--- a/ee/hogai/eval/utils.py
+++ /dev/null
@@ -1,40 +0,0 @@
-import os
-
-import pytest
-from django.test import override_settings
-from flaky import flaky
-from langchain_core.runnables import RunnableConfig
-
-from ee.models.assistant import Conversation
-from posthog.demo.matrix.manager import MatrixManager
-from posthog.tasks.demo_create_data import HedgeboxMatrix
-from posthog.test.base import NonAtomicBaseTest
-
-
-@pytest.mark.skipif(os.environ.get("DEEPEVAL") != "YES", reason="Only runs for the assistant evaluation")
-@flaky(max_runs=3, min_passes=1)
-class EvalBaseTest(NonAtomicBaseTest):
-    def _get_config(self) -> RunnableConfig:
-        conversation = Conversation.objects.create(team=self.team, user=self.user)
-        return {
-            "configurable": {
-                "thread_id": conversation.id,
-            }
-        }
-
-    @classmethod
-    def setUpTestData(cls):
-        super().setUpTestData()
-        matrix = HedgeboxMatrix(
-            seed="b1ef3c66-5f43-488a-98be-6b46d92fbcef",  # this seed generates all events
-            days_past=120,
-            days_future=30,
-            n_clusters=500,
-            group_type_index_offset=0,
-        )
-        matrix_manager = MatrixManager(matrix, print_steps=True)
-        existing_user = cls.team.organization.members.first()
-        with override_settings(TEST=False):
-            # Simulation saving should occur in non-test mode, so that Kafka isn't mocked. Normally in tests we don't
-            # want to ingest via Kafka, but simulation saving is specifically designed to use that route for speed
-            matrix_manager.run_on_team(cls.team, existing_user)
diff --git a/posthog/conftest.py b/posthog/conftest.py
index c27dbec43955e..e9804d25eff42 100644
--- a/posthog/conftest.py
+++ b/posthog/conftest.py
@@ -14,6 +14,7 @@ def create_clickhouse_tables(num_tables: int):
         CREATE_DATA_QUERIES,
         CREATE_DICTIONARY_QUERIES,
         CREATE_DISTRIBUTED_TABLE_QUERIES,
+        CREATE_KAFKA_TABLE_QUERIES,
         CREATE_MERGETREE_TABLE_QUERIES,
         CREATE_MV_TABLE_QUERIES,
         CREATE_VIEW_QUERIES,
@@ -28,10 +29,18 @@ def create_clickhouse_tables(num_tables: int):
         + len(CREATE_DICTIONARY_QUERIES)
     )
 
+    # Evaluation tests use Kafka for faster data ingestion.
+    if settings.IN_EVAL_TESTING:
+        total_tables += len(CREATE_KAFKA_TABLE_QUERIES)
+
     # Check if all the tables have already been created. Views, materialized views, and dictionaries also count
     if num_tables == total_tables:
         return
 
+    if settings.IN_EVAL_TESTING:
+        kafka_table_queries = list(map(build_query, CREATE_KAFKA_TABLE_QUERIES))
+        run_clickhouse_statement_in_parallel(kafka_table_queries)
+
     table_queries = list(map(build_query, CREATE_MERGETREE_TABLE_QUERIES + CREATE_DISTRIBUTED_TABLE_QUERIES))
     run_clickhouse_statement_in_parallel(table_queries)
 
@@ -62,7 +71,7 @@ def reset_clickhouse_tables():
     from posthog.models.channel_type.sql import TRUNCATE_CHANNEL_DEFINITION_TABLE_SQL
     from posthog.models.cohort.sql import TRUNCATE_COHORTPEOPLE_TABLE_SQL
     from posthog.models.error_tracking.sql import TRUNCATE_ERROR_TRACKING_ISSUE_FINGERPRINT_OVERRIDES_TABLE_SQL
-    from posthog.models.event.sql import TRUNCATE_EVENTS_TABLE_SQL, TRUNCATE_EVENTS_RECENT_TABLE_SQL
+    from posthog.models.event.sql import TRUNCATE_EVENTS_RECENT_TABLE_SQL, TRUNCATE_EVENTS_TABLE_SQL
     from posthog.models.group.sql import TRUNCATE_GROUPS_TABLE_SQL
     from posthog.models.performance.sql import TRUNCATE_PERFORMANCE_EVENTS_TABLE_SQL
     from posthog.models.person.sql import (
@@ -100,6 +109,18 @@ def reset_clickhouse_tables():
         TRUNCATE_HEATMAPS_TABLE_SQL(),
     ]
 
+    # Drop created Kafka tables because some tests don't expect it.
+    if settings.IN_EVAL_TESTING:
+        kafka_tables = sync_execute(
+            f"""
+            SELECT name
+            FROM system.tables
+            WHERE database = '{settings.CLICKHOUSE_DATABASE}' AND name LIKE 'kafka_%'
+            """,
+        )
+        # Using `ON CLUSTER` takes x20 more time to drop the tables: https://github.com/ClickHouse/ClickHouse/issues/15473.
+        TABLES_TO_CREATE_DROP += [f"DROP TABLE {table[0]}" for table in kafka_tables]
+
     run_clickhouse_statement_in_parallel(TABLES_TO_CREATE_DROP)
 
     from posthog.clickhouse.schema import (
diff --git a/posthog/settings/__init__.py b/posthog/settings/__init__.py
index c6067fd19c1f7..3e7ebc0b7c984 100644
--- a/posthog/settings/__init__.py
+++ b/posthog/settings/__init__.py
@@ -108,6 +108,7 @@
 PROM_PUSHGATEWAY_ADDRESS: str | None = os.getenv("PROM_PUSHGATEWAY_ADDRESS", None)
 
 IN_UNIT_TESTING: bool = get_from_env("IN_UNIT_TESTING", False, type_cast=str_to_bool)
+IN_EVAL_TESTING: bool = get_from_env("DEEPEVAL", False, type_cast=str_to_bool)
 
 HOGQL_INCREASED_MAX_EXECUTION_TIME: int = get_from_env("HOGQL_INCREASED_MAX_EXECUTION_TIME", 600, type_cast=int)
 

From 7c5fd0c1d6760c3861a46dc8b9be2c3f69826bd7 Mon Sep 17 00:00:00 2001
From: Daniel Bachhuber <daniel.b@posthog.com>
Date: Thu, 19 Dec 2024 09:37:04 -0800
Subject: [PATCH 07/26] feat(experiments): Introduce new Funnels stats methods
 (#26970)

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 ...nel-top-to-bottom-breakdown-edit--dark.png | Bin 164310 -> 163829 bytes
 ...ights--funnel-top-to-bottom-edit--dark.png | Bin 165939 -> 163182 bytes
 ...ghts--funnel-top-to-bottom-edit--light.png | Bin 164669 -> 161942 bytes
 frontend/src/queries/schema.json              |  18 ++
 frontend/src/queries/schema.ts                |   2 +
 .../scenes/experiments/experimentLogic.tsx    |   5 +-
 .../experiment_funnels_query_runner.py        |  19 +-
 .../experiments/funnels_statistics_v2.py      | 216 ++++++++++++++++
 .../test_experiment_funnels_query_runner.py   |  87 ++++++-
 .../test/test_funnels_statistics.py           | 243 ++++++++++++++++++
 posthog/schema.py                             |   6 +
 11 files changed, 585 insertions(+), 11 deletions(-)
 create mode 100644 posthog/hogql_queries/experiments/funnels_statistics_v2.py
 create mode 100644 posthog/hogql_queries/experiments/test/test_funnels_statistics.py

diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown-edit--dark.png b/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown-edit--dark.png
index c97834c6d7fb10d8536fbb72b5b54c3ac4eecdf1..4b405550412a09483be6d07c60f80db2b3a73d7b 100644
GIT binary patch
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diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-edit--light.png b/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-edit--light.png
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diff --git a/frontend/src/queries/schema.json b/frontend/src/queries/schema.json
index 1d2a4d94012aa..005fb78c94497 100644
--- a/frontend/src/queries/schema.json
+++ b/frontend/src/queries/schema.json
@@ -2132,6 +2132,9 @@
                 "significant": {
                     "type": "boolean"
                 },
+                "stats_version": {
+                    "type": "integer"
+                },
                 "timezone": {
                     "type": "string"
                 },
@@ -4511,6 +4514,9 @@
                                 "significant": {
                                     "type": "boolean"
                                 },
+                                "stats_version": {
+                                    "type": "integer"
+                                },
                                 "variants": {
                                     "items": {
                                         "$ref": "#/definitions/ExperimentVariantFunnelsBaseStats"
@@ -5991,6 +5997,9 @@
                 },
                 "response": {
                     "$ref": "#/definitions/ExperimentFunnelsQueryResponse"
+                },
+                "stats_version": {
+                    "type": "integer"
                 }
             },
             "required": ["funnels_query", "kind"],
@@ -6041,6 +6050,9 @@
                 "significant": {
                     "type": "boolean"
                 },
+                "stats_version": {
+                    "type": "integer"
+                },
                 "variants": {
                     "items": {
                         "$ref": "#/definitions/ExperimentVariantFunnelsBaseStats"
@@ -9787,6 +9799,9 @@
                         "significant": {
                             "type": "boolean"
                         },
+                        "stats_version": {
+                            "type": "integer"
+                        },
                         "variants": {
                             "items": {
                                 "$ref": "#/definitions/ExperimentVariantFunnelsBaseStats"
@@ -10418,6 +10433,9 @@
                         "significant": {
                             "type": "boolean"
                         },
+                        "stats_version": {
+                            "type": "integer"
+                        },
                         "variants": {
                             "items": {
                                 "$ref": "#/definitions/ExperimentVariantFunnelsBaseStats"
diff --git a/frontend/src/queries/schema.ts b/frontend/src/queries/schema.ts
index 5360ae06d99f4..9e4252c989b38 100644
--- a/frontend/src/queries/schema.ts
+++ b/frontend/src/queries/schema.ts
@@ -2003,6 +2003,7 @@ export interface ExperimentFunnelsQueryResponse {
     significance_code: ExperimentSignificanceCode
     expected_loss: number
     credible_intervals: Record<string, [number, number]>
+    stats_version?: integer
 }
 
 export type CachedExperimentFunnelsQueryResponse = CachedQueryResponse<ExperimentFunnelsQueryResponse>
@@ -2012,6 +2013,7 @@ export interface ExperimentFunnelsQuery extends DataNode<ExperimentFunnelsQueryR
     name?: string
     experiment_id?: integer
     funnels_query: FunnelsQuery
+    stats_version?: integer
 }
 
 export interface ExperimentTrendsQuery extends DataNode<ExperimentTrendsQueryResponse> {
diff --git a/frontend/src/scenes/experiments/experimentLogic.tsx b/frontend/src/scenes/experiments/experimentLogic.tsx
index 698c4182dc84d..6094de7721879 100644
--- a/frontend/src/scenes/experiments/experimentLogic.tsx
+++ b/frontend/src/scenes/experiments/experimentLogic.tsx
@@ -861,10 +861,7 @@ export const experimentLogic = kea<experimentLogicType>([
                                 ...values.experiment.metrics[0],
                                 experiment_id: values.experimentId,
                             }
-                            if (
-                                queryWithExperimentId.kind === NodeKind.ExperimentTrendsQuery &&
-                                values.featureFlags[FEATURE_FLAGS.EXPERIMENT_STATS_V2]
-                            ) {
+                            if (values.featureFlags[FEATURE_FLAGS.EXPERIMENT_STATS_V2]) {
                                 queryWithExperimentId.stats_version = 2
                             }
 
diff --git a/posthog/hogql_queries/experiments/experiment_funnels_query_runner.py b/posthog/hogql_queries/experiments/experiment_funnels_query_runner.py
index d9d874d7b6e6b..363ee06bc78be 100644
--- a/posthog/hogql_queries/experiments/experiment_funnels_query_runner.py
+++ b/posthog/hogql_queries/experiments/experiment_funnels_query_runner.py
@@ -7,6 +7,11 @@
     calculate_credible_intervals,
     calculate_probabilities,
 )
+from posthog.hogql_queries.experiments.funnels_statistics_v2 import (
+    are_results_significant_v2,
+    calculate_credible_intervals_v2,
+    calculate_probabilities_v2,
+)
 from posthog.hogql_queries.query_runner import QueryRunner
 from posthog.models.experiment import Experiment
 from ..insights.funnels.funnels_query_runner import FunnelsQueryRunner
@@ -45,6 +50,8 @@ def __init__(self, *args, **kwargs):
         if self.experiment.holdout:
             self.variants.append(f"holdout-{self.experiment.holdout.id}")
 
+        self.stats_version = self.query.stats_version or 1
+
         self.prepared_funnels_query = self._prepare_funnel_query()
         self.funnels_query_runner = FunnelsQueryRunner(
             query=self.prepared_funnels_query, team=self.team, timings=self.timings, limit_context=self.limit_context
@@ -63,9 +70,14 @@ def calculate(self) -> ExperimentFunnelsQueryResponse:
 
             # Statistical analysis
             control_variant, test_variants = self._get_variants_with_base_stats(funnels_result)
-            probabilities = calculate_probabilities(control_variant, test_variants)
-            significance_code, loss = are_results_significant(control_variant, test_variants, probabilities)
-            credible_intervals = calculate_credible_intervals([control_variant, *test_variants])
+            if self.stats_version == 2:
+                probabilities = calculate_probabilities_v2(control_variant, test_variants)
+                significance_code, loss = are_results_significant_v2(control_variant, test_variants, probabilities)
+                credible_intervals = calculate_credible_intervals_v2([control_variant, *test_variants])
+            else:
+                probabilities = calculate_probabilities(control_variant, test_variants)
+                significance_code, loss = are_results_significant(control_variant, test_variants, probabilities)
+                credible_intervals = calculate_credible_intervals([control_variant, *test_variants])
         except Exception as e:
             raise ValueError(f"Error calculating experiment funnel results: {str(e)}") from e
 
@@ -80,6 +92,7 @@ def calculate(self) -> ExperimentFunnelsQueryResponse:
             },
             significant=significance_code == ExperimentSignificanceCode.SIGNIFICANT,
             significance_code=significance_code,
+            stats_version=self.stats_version,
             expected_loss=loss,
             credible_intervals=credible_intervals,
         )
diff --git a/posthog/hogql_queries/experiments/funnels_statistics_v2.py b/posthog/hogql_queries/experiments/funnels_statistics_v2.py
new file mode 100644
index 0000000000000..02f18d2f70740
--- /dev/null
+++ b/posthog/hogql_queries/experiments/funnels_statistics_v2.py
@@ -0,0 +1,216 @@
+import numpy as np
+from scipy import stats
+from posthog.schema import ExperimentVariantFunnelsBaseStats, ExperimentSignificanceCode
+from posthog.hogql_queries.experiments import (
+    FF_DISTRIBUTION_THRESHOLD,
+    MIN_PROBABILITY_FOR_SIGNIFICANCE,
+    EXPECTED_LOSS_SIGNIFICANCE_LEVEL,
+)
+from scipy.stats import betabinom
+
+ALPHA_PRIOR = 1
+BETA_PRIOR = 1
+SAMPLE_SIZE = 10000
+
+
+def calculate_probabilities_v2(
+    control: ExperimentVariantFunnelsBaseStats, variants: list[ExperimentVariantFunnelsBaseStats]
+) -> list[float]:
+    """
+    Calculate the win probabilities for each variant in an experiment using Bayesian analysis
+    for funnel conversion rates.
+
+    This function computes the probability that each variant is the best (i.e., has the highest
+    conversion rate) compared to all other variants, including the control. It uses samples
+    drawn from the posterior Beta distributions of each variant's conversion rate.
+
+    Parameters:
+    -----------
+    control : ExperimentVariantFunnelsBaseStats
+        Statistics for the control group, including success and failure counts
+    variants : list[ExperimentVariantFunnelsBaseStats]
+        List of statistics for test variants to compare against the control
+
+    Returns:
+    --------
+    list[float]
+        A list of probabilities where:
+        - The first element is the probability that the control variant is the best
+        - Subsequent elements are the probabilities that each test variant is the best
+
+    Notes:
+    ------
+    - Uses a Bayesian approach with Beta distributions as the posterior
+    - Uses Beta(1,1) as the prior, which is uniform over [0,1]
+    - Draws 10,000 samples from each variant's posterior distribution
+    """
+    all_variants = [control, *variants]
+
+    # Use Beta distribution for conversion rates
+    samples: list[np.ndarray] = []
+    for variant in all_variants:
+        # Add prior to both successes and failures for Bayesian prior
+        alpha = ALPHA_PRIOR + variant.success_count
+        beta = BETA_PRIOR + variant.failure_count
+        # Generate samples from Beta distribution
+        variant_samples = np.random.beta(alpha, beta, SAMPLE_SIZE)
+        samples.append(variant_samples)
+
+    samples_array = np.array(samples)
+    # Calculate probability of each variant being the best
+    probabilities = []
+    for i in range(len(all_variants)):
+        probability = (samples_array[i] == np.max(samples_array, axis=0)).mean()
+        probabilities.append(float(probability))
+
+    return probabilities
+
+
+def calculate_expected_loss_v2(
+    target_variant: ExperimentVariantFunnelsBaseStats, variants: list[ExperimentVariantFunnelsBaseStats]
+) -> float:
+    """
+    Calculates expected loss in conversion rate using Beta-Binomial conjugate prior.
+
+    This implementation uses a Bayesian approach with Beta-Binomial model
+    to estimate the expected loss when choosing the target variant over others.
+
+    Parameters:
+    -----------
+    target_variant : ExperimentVariantFunnelsBaseStats
+        The variant being evaluated for loss
+    variants : list[ExperimentVariantFunnelsBaseStats]
+        List of other variants to compare against
+
+    Returns:
+    --------
+    float
+        Expected loss in conversion rate if choosing the target variant
+    """
+    # Calculate posterior parameters for target variant
+    target_alpha = int(ALPHA_PRIOR + target_variant.success_count)
+    target_beta = int(BETA_PRIOR + target_variant.failure_count)
+    target_n = int(target_variant.success_count + target_variant.failure_count)
+
+    # Get samples from target variant's Beta-Binomial
+    target_samples = betabinom.rvs(target_n, target_alpha, target_beta, size=SAMPLE_SIZE) / target_n
+
+    # Get samples from each comparison variant
+    variant_samples = []
+    for variant in variants:
+        n = int(variant.success_count + variant.failure_count)
+        alpha = int(ALPHA_PRIOR + variant.success_count)
+        beta = int(BETA_PRIOR + variant.failure_count)
+        samples = betabinom.rvs(n, alpha, beta, size=SAMPLE_SIZE) / n
+        variant_samples.append(samples)
+
+    # Calculate loss
+    variant_max = np.maximum.reduce(variant_samples)
+    losses = np.maximum(0, variant_max - target_samples)
+    expected_loss = float(np.mean(losses))
+
+    return expected_loss
+
+
+def are_results_significant_v2(
+    control: ExperimentVariantFunnelsBaseStats,
+    variants: list[ExperimentVariantFunnelsBaseStats],
+    probabilities: list[float],
+) -> tuple[ExperimentSignificanceCode, float]:
+    """
+    Determine if the experiment results are statistically significant using Bayesian analysis
+    for funnel conversion rates.
+
+    This function evaluates whether there is strong evidence that any variant is better
+    than the others by considering both winning probabilities and expected loss. It checks
+    if the sample size is sufficient and evaluates the risk of choosing the winning variant.
+
+    Parameters:
+    -----------
+    control : ExperimentVariantFunnelsBaseStats
+        Statistics for the control group, including success and failure counts
+    variants : list[ExperimentVariantFunnelsBaseStats]
+        List of statistics for test variants to compare against the control
+    probabilities : list[float]
+        List of probabilities from calculate_probabilities_v2
+
+    Returns:
+    --------
+    tuple[ExperimentSignificanceCode, float]
+        A tuple containing:
+        - Significance code indicating the result (significant, not enough exposure, high loss, etc.)
+        - Expected loss value for significant results, 1.0 for non-significant results
+
+    Notes:
+    ------
+    - Requires minimum exposure threshold per variant for reliable results
+    - Uses probability threshold from MIN_PROBABILITY_FOR_SIGNIFICANCE
+    - Calculates expected loss for the best-performing variant
+    - Returns HIGH_LOSS if expected loss exceeds significance threshold
+    - Returns NOT_ENOUGH_EXPOSURE if sample size requirements not met
+    """
+    # Check minimum exposure
+    if control.success_count + control.failure_count < FF_DISTRIBUTION_THRESHOLD or any(
+        v.success_count + v.failure_count < FF_DISTRIBUTION_THRESHOLD for v in variants
+    ):
+        return ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE, 1.0
+
+    # Check if any variant has high enough probability
+    max_probability = max(probabilities)
+    if max_probability >= MIN_PROBABILITY_FOR_SIGNIFICANCE:
+        # Find best performing variant
+        all_variants = [control, *variants]
+        conversion_rates = [v.success_count / (v.success_count + v.failure_count) for v in all_variants]
+        best_idx = np.argmax(conversion_rates)
+        best_variant = all_variants[best_idx]
+        other_variants = all_variants[:best_idx] + all_variants[best_idx + 1 :]
+        expected_loss = calculate_expected_loss_v2(best_variant, other_variants)
+
+        if expected_loss >= EXPECTED_LOSS_SIGNIFICANCE_LEVEL:
+            return ExperimentSignificanceCode.HIGH_LOSS, expected_loss
+
+        return ExperimentSignificanceCode.SIGNIFICANT, expected_loss
+
+    return ExperimentSignificanceCode.LOW_WIN_PROBABILITY, 1.0
+
+
+def calculate_credible_intervals_v2(variants: list[ExperimentVariantFunnelsBaseStats]) -> dict[str, list[float]]:
+    """
+    Calculate Bayesian credible intervals for conversion rates of each variant.
+
+    This function computes the 95% credible intervals for the true conversion rate
+    of each variant, representing the range where we believe the true rate lies
+    with 95% probability.
+
+    Parameters:
+    -----------
+    variants : list[ExperimentVariantFunnelsBaseStats]
+        List of all variants including control, containing success and failure counts
+
+    Returns:
+    --------
+    dict[str, list[float]]
+        Dictionary mapping variant keys to [lower, upper] credible intervals, where:
+        - lower is the 2.5th percentile of the posterior distribution
+        - upper is the 97.5th percentile of the posterior distribution
+
+    Notes:
+    ------
+    - Uses Beta distribution as the posterior
+    - Uses Beta(1,1) as the prior, which is uniform over [0,1]
+    - Returns 95% credible intervals
+    - Intervals become narrower with larger sample sizes
+    """
+    intervals = {}
+
+    for variant in variants:
+        # Add 1 to both successes and failures for Bayesian prior
+        alpha = ALPHA_PRIOR + variant.success_count
+        beta = BETA_PRIOR + variant.failure_count
+
+        # Calculate 95% credible interval
+        lower, upper = stats.beta.ppf([0.025, 0.975], alpha, beta)
+
+        intervals[variant.key] = [float(lower), float(upper)]
+
+    return intervals
diff --git a/posthog/hogql_queries/experiments/test/test_experiment_funnels_query_runner.py b/posthog/hogql_queries/experiments/test/test_experiment_funnels_query_runner.py
index 3f3127fcb1b55..3dc11499b1393 100644
--- a/posthog/hogql_queries/experiments/test/test_experiment_funnels_query_runner.py
+++ b/posthog/hogql_queries/experiments/test/test_experiment_funnels_query_runner.py
@@ -113,6 +113,8 @@ def test_query_runner(self):
         )
         result = query_runner.calculate()
 
+        self.assertEqual(result.stats_version, 1)
+
         self.assertEqual(len(result.variants), 2)
 
         control_variant = next(variant for variant in result.variants if variant.key == "control")
@@ -123,11 +125,88 @@ def test_query_runner(self):
         self.assertEqual(test_variant.success_count, 8)
         self.assertEqual(test_variant.failure_count, 2)
 
-        self.assertIn("control", result.probability)
-        self.assertIn("test", result.probability)
+        self.assertAlmostEqual(result.probability["control"], 0.2, delta=0.1)
+        self.assertAlmostEqual(result.probability["test"], 0.8, delta=0.1)
 
-        self.assertIn("control", result.credible_intervals)
-        self.assertIn("test", result.credible_intervals)
+        self.assertEqual(result.significant, False)
+        self.assertEqual(result.significance_code, ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE)
+        self.assertEqual(result.expected_loss, 1.0)
+
+        self.assertAlmostEqual(result.credible_intervals["control"][0], 0.3, delta=0.1)
+        self.assertAlmostEqual(result.credible_intervals["control"][1], 0.8, delta=0.1)
+        self.assertAlmostEqual(result.credible_intervals["test"][0], 0.5, delta=0.1)
+        self.assertAlmostEqual(result.credible_intervals["test"][1], 0.9, delta=0.1)
+
+    @freeze_time("2020-01-01T12:00:00Z")
+    def test_query_runner_v2(self):
+        feature_flag = self.create_feature_flag()
+        experiment = self.create_experiment(feature_flag=feature_flag)
+
+        feature_flag_property = f"$feature/{feature_flag.key}"
+
+        funnels_query = FunnelsQuery(
+            series=[EventsNode(event="$pageview"), EventsNode(event="purchase")],
+            dateRange={"date_from": "2020-01-01", "date_to": "2020-01-14"},
+        )
+        experiment_query = ExperimentFunnelsQuery(
+            experiment_id=experiment.id,
+            kind="ExperimentFunnelsQuery",
+            funnels_query=funnels_query,
+            stats_version=2,
+        )
+
+        experiment.metrics = [{"type": "primary", "query": experiment_query.model_dump()}]
+        experiment.save()
+
+        for variant, purchase_count in [("control", 6), ("test", 8)]:
+            for i in range(10):
+                _create_person(distinct_ids=[f"user_{variant}_{i}"], team_id=self.team.pk)
+                _create_event(
+                    team=self.team,
+                    event="$pageview",
+                    distinct_id=f"user_{variant}_{i}",
+                    timestamp="2020-01-02T12:00:00Z",
+                    properties={feature_flag_property: variant},
+                )
+                if i < purchase_count:
+                    _create_event(
+                        team=self.team,
+                        event="purchase",
+                        distinct_id=f"user_{variant}_{i}",
+                        timestamp="2020-01-02T12:01:00Z",
+                        properties={feature_flag_property: variant},
+                    )
+
+        flush_persons_and_events()
+
+        query_runner = ExperimentFunnelsQueryRunner(
+            query=ExperimentFunnelsQuery(**experiment.metrics[0]["query"]), team=self.team
+        )
+        result = query_runner.calculate()
+
+        self.assertEqual(result.stats_version, 2)
+
+        self.assertEqual(len(result.variants), 2)
+
+        control_variant = next(variant for variant in result.variants if variant.key == "control")
+        test_variant = next(variant for variant in result.variants if variant.key == "test")
+
+        self.assertEqual(control_variant.success_count, 6)
+        self.assertEqual(control_variant.failure_count, 4)
+        self.assertEqual(test_variant.success_count, 8)
+        self.assertEqual(test_variant.failure_count, 2)
+
+        self.assertAlmostEqual(result.probability["control"], 0.2, delta=0.1)
+        self.assertAlmostEqual(result.probability["test"], 0.8, delta=0.1)
+
+        self.assertEqual(result.significant, False)
+        self.assertEqual(result.significance_code, ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE)
+        self.assertEqual(result.expected_loss, 1.0)
+
+        self.assertAlmostEqual(result.credible_intervals["control"][0], 0.3, delta=0.1)
+        self.assertAlmostEqual(result.credible_intervals["control"][1], 0.8, delta=0.1)
+        self.assertAlmostEqual(result.credible_intervals["test"][0], 0.5, delta=0.1)
+        self.assertAlmostEqual(result.credible_intervals["test"][1], 0.9, delta=0.1)
 
     @flaky(max_runs=10, min_passes=1)
     @freeze_time("2020-01-01T12:00:00Z")
diff --git a/posthog/hogql_queries/experiments/test/test_funnels_statistics.py b/posthog/hogql_queries/experiments/test/test_funnels_statistics.py
new file mode 100644
index 0000000000000..2206ff92b9305
--- /dev/null
+++ b/posthog/hogql_queries/experiments/test/test_funnels_statistics.py
@@ -0,0 +1,243 @@
+from posthog.hogql_queries.experiments import MIN_PROBABILITY_FOR_SIGNIFICANCE
+from posthog.schema import ExperimentVariantFunnelsBaseStats, ExperimentSignificanceCode
+from posthog.hogql_queries.experiments.funnels_statistics_v2 import (
+    calculate_probabilities_v2,
+    are_results_significant_v2,
+    calculate_credible_intervals_v2,
+)
+from posthog.hogql_queries.experiments.funnels_statistics import (
+    calculate_probabilities,
+    are_results_significant,
+    calculate_credible_intervals,
+)
+from posthog.test.base import APIBaseTest
+
+
+def create_variant(
+    key: str,
+    success_count: int,
+    failure_count: int,
+) -> ExperimentVariantFunnelsBaseStats:
+    return ExperimentVariantFunnelsBaseStats(
+        key=key,
+        success_count=success_count,
+        failure_count=failure_count,
+    )
+
+
+class TestExperimentFunnelStatistics(APIBaseTest):
+    def run_test_for_both_implementations(self, test_fn):
+        """Run the same test for both implementations"""
+        self.stats_version = 1
+        # Run for original implementation
+        test_fn(
+            stats_version=1,
+            calculate_probabilities=calculate_probabilities,
+            are_results_significant=are_results_significant,
+            calculate_credible_intervals=calculate_credible_intervals,
+        )
+        self.stats_version = 2
+        # Run for v2 implementation
+        test_fn(
+            stats_version=2,
+            calculate_probabilities=calculate_probabilities_v2,
+            are_results_significant=are_results_significant_v2,
+            calculate_credible_intervals=calculate_credible_intervals_v2,
+        )
+
+    def test_small_sample_two_variants_not_significant(self):
+        """Test with small sample size, two variants, no clear winner"""
+
+        def run_test(stats_version, calculate_probabilities, are_results_significant, calculate_credible_intervals):
+            control = create_variant("control", success_count=10, failure_count=90)
+            test = create_variant("test", success_count=15, failure_count=85)
+
+            probabilities = calculate_probabilities(control, [test])
+            significance, p_value = are_results_significant(control, [test], probabilities)
+            intervals = calculate_credible_intervals([control, test])
+
+            self.assertEqual(len(probabilities), 2)
+            if stats_version == 2:
+                self.assertAlmostEqual(probabilities[0], 0.15, delta=0.1)
+                self.assertAlmostEqual(probabilities[1], 0.85, delta=0.1)
+                self.assertEqual(significance, ExperimentSignificanceCode.LOW_WIN_PROBABILITY)
+                self.assertEqual(p_value, 1)
+
+                # Check credible intervals
+                self.assertAlmostEqual(intervals["control"][0], 0.05, delta=0.05)
+                self.assertAlmostEqual(intervals["control"][1], 0.20, delta=0.05)
+                self.assertAlmostEqual(intervals["test"][0], 0.08, delta=0.05)
+                self.assertAlmostEqual(intervals["test"][1], 0.25, delta=0.05)
+            else:
+                # Original implementation behavior
+                self.assertTrue(0.1 < probabilities[0] < 0.5)
+                self.assertTrue(0.5 < probabilities[1] < 0.9)
+                self.assertEqual(significance, ExperimentSignificanceCode.LOW_WIN_PROBABILITY)
+                self.assertEqual(p_value, 1)
+
+                # Original implementation intervals
+                self.assertAlmostEqual(intervals["control"][0], 0.05, delta=0.05)
+                self.assertAlmostEqual(intervals["control"][1], 0.20, delta=0.05)
+                self.assertAlmostEqual(intervals["test"][0], 0.08, delta=0.05)
+                self.assertAlmostEqual(intervals["test"][1], 0.25, delta=0.05)
+
+        self.run_test_for_both_implementations(run_test)
+
+    def test_large_sample_two_variants_significant(self):
+        """Test with large sample size, two variants, clear winner"""
+
+        def run_test(stats_version, calculate_probabilities, are_results_significant, calculate_credible_intervals):
+            control = create_variant("control", success_count=1000, failure_count=9000)
+            test = create_variant("test", success_count=1500, failure_count=8500)
+
+            probabilities = calculate_probabilities(control, [test])
+            significance, p_value = are_results_significant(control, [test], probabilities)
+            intervals = calculate_credible_intervals([control, test])
+
+            self.assertEqual(len(probabilities), 2)
+            if stats_version == 2:
+                self.assertAlmostEqual(probabilities[1], 1.0, delta=0.05)
+                self.assertAlmostEqual(probabilities[0], 0.0, delta=0.05)
+                self.assertEqual(significance, ExperimentSignificanceCode.SIGNIFICANT)
+                self.assertEqual(p_value, 0)
+
+                # Check credible intervals
+                self.assertAlmostEqual(intervals["control"][0], 0.095, delta=0.01)
+                self.assertAlmostEqual(intervals["control"][1], 0.105, delta=0.01)
+                self.assertAlmostEqual(intervals["test"][0], 0.145, delta=0.01)
+                self.assertAlmostEqual(intervals["test"][1], 0.155, delta=0.01)
+            else:
+                # Original implementation behavior
+                self.assertTrue(probabilities[1] > 0.5)  # Test variant winning
+                self.assertTrue(probabilities[0] < 0.5)  # Control variant losing
+                self.assertEqual(significance, ExperimentSignificanceCode.SIGNIFICANT)
+                self.assertLess(p_value, 0.05)
+
+                # Original implementation intervals
+                self.assertAlmostEqual(intervals["control"][0], 0.095, delta=0.01)
+                self.assertAlmostEqual(intervals["control"][1], 0.105, delta=0.01)
+                self.assertAlmostEqual(intervals["test"][0], 0.145, delta=0.01)
+                self.assertAlmostEqual(intervals["test"][1], 0.155, delta=0.01)
+
+        self.run_test_for_both_implementations(run_test)
+
+    def test_many_variants_not_significant(self):
+        """Test with multiple variants, no clear winner"""
+
+        def run_test(stats_version, calculate_probabilities, are_results_significant, calculate_credible_intervals):
+            control = create_variant("control", success_count=100, failure_count=900)
+            test_a = create_variant("test_a", success_count=98, failure_count=902)
+            test_b = create_variant("test_b", success_count=102, failure_count=898)
+            test_c = create_variant("test_c", success_count=101, failure_count=899)
+
+            probabilities = calculate_probabilities(control, [test_a, test_b, test_c])
+            significance, p_value = are_results_significant(control, [test_a, test_b, test_c], probabilities)
+            intervals = calculate_credible_intervals([control, test_a, test_b, test_c])
+
+            self.assertEqual(len(probabilities), 4)
+            if stats_version == 2:
+                self.assertTrue(all(p < MIN_PROBABILITY_FOR_SIGNIFICANCE for p in probabilities))
+                self.assertEqual(significance, ExperimentSignificanceCode.LOW_WIN_PROBABILITY)
+                self.assertEqual(p_value, 1)
+
+                # Check credible intervals overlap
+                # Check credible intervals for control and all test variants
+                self.assertAlmostEqual(intervals["control"][0], 0.09, delta=0.02)
+                self.assertAlmostEqual(intervals["control"][1], 0.12, delta=0.02)
+                self.assertAlmostEqual(intervals["test_a"][0], 0.09, delta=0.02)
+                self.assertAlmostEqual(intervals["test_a"][1], 0.12, delta=0.02)
+                self.assertAlmostEqual(intervals["test_b"][0], 0.09, delta=0.02)
+                self.assertAlmostEqual(intervals["test_b"][1], 0.12, delta=0.02)
+                self.assertAlmostEqual(intervals["test_c"][0], 0.09, delta=0.02)
+                self.assertAlmostEqual(intervals["test_c"][1], 0.12, delta=0.02)
+            else:
+                # Original implementation behavior
+                self.assertTrue(all(0.1 < p < 0.9 for p in probabilities))
+                self.assertEqual(significance, ExperimentSignificanceCode.LOW_WIN_PROBABILITY)
+                self.assertEqual(p_value, 1)
+
+                # Check credible intervals overlap
+                # Check credible intervals for control and all test variants
+                self.assertAlmostEqual(intervals["control"][0], 0.09, delta=0.02)
+                self.assertAlmostEqual(intervals["control"][1], 0.12, delta=0.02)
+                self.assertAlmostEqual(intervals["test_a"][0], 0.09, delta=0.02)
+                self.assertAlmostEqual(intervals["test_a"][1], 0.12, delta=0.02)
+                self.assertAlmostEqual(intervals["test_b"][0], 0.09, delta=0.02)
+                self.assertAlmostEqual(intervals["test_b"][1], 0.12, delta=0.02)
+                self.assertAlmostEqual(intervals["test_c"][0], 0.09, delta=0.02)
+                self.assertAlmostEqual(intervals["test_c"][1], 0.12, delta=0.02)
+
+        self.run_test_for_both_implementations(run_test)
+
+    def test_insufficient_sample_size(self):
+        """Test with sample size below threshold"""
+
+        def run_test(stats_version, calculate_probabilities, are_results_significant, calculate_credible_intervals):
+            control = create_variant("control", success_count=5, failure_count=45)
+            test = create_variant("test", success_count=8, failure_count=42)
+
+            probabilities = calculate_probabilities(control, [test])
+            significance, p_value = are_results_significant(control, [test], probabilities)
+            intervals = calculate_credible_intervals([control, test])
+
+            self.assertEqual(len(probabilities), 2)
+            if stats_version == 2:
+                self.assertEqual(significance, ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE)
+                self.assertEqual(p_value, 1.0)
+
+                # Check wide credible intervals due to small sample
+                self.assertTrue(intervals["control"][1] - intervals["control"][0] > 0.15)
+                self.assertTrue(intervals["test"][1] - intervals["test"][0] > 0.15)
+            else:
+                # Original implementation behavior
+                self.assertEqual(significance, ExperimentSignificanceCode.NOT_ENOUGH_EXPOSURE)
+                self.assertEqual(p_value, 1.0)
+
+                # Check wide credible intervals
+                self.assertTrue(intervals["control"][1] - intervals["control"][0] > 0.15)
+                self.assertTrue(intervals["test"][1] - intervals["test"][0] > 0.15)
+
+        self.run_test_for_both_implementations(run_test)
+
+    def test_expected_loss_minimal_difference(self):
+        """Test expected loss when variants have very similar performance"""
+
+        def run_test(stats_version, calculate_probabilities, are_results_significant, calculate_credible_intervals):
+            control = create_variant("control", success_count=1000, failure_count=9000)  # 11% conversion
+            test = create_variant("test", success_count=1050, failure_count=8800)  # 11.9% conversion
+
+            probabilities = calculate_probabilities(control, [test])
+            significance, expected_loss = are_results_significant(control, [test], probabilities)
+
+            if stats_version == 2:
+                self.assertEqual(significance, ExperimentSignificanceCode.SIGNIFICANT)
+                # Expected loss should still be relatively small
+                self.assertLess(expected_loss, 0.03)  # Less than 3% expected loss
+                self.assertGreater(expected_loss, 0)
+            else:
+                # Original implementation behavior
+                self.assertEqual(significance, ExperimentSignificanceCode.SIGNIFICANT)
+                self.assertLess(expected_loss, 0.03)  # Less than 3% expected loss
+                self.assertGreater(expected_loss, 0)
+
+        self.run_test_for_both_implementations(run_test)
+
+    def test_expected_loss_test_variant_clear_winner(self):
+        """Test expected loss when one variant is clearly better"""
+
+        def run_test(stats_version, calculate_probabilities, are_results_significant, calculate_credible_intervals):
+            control = create_variant("control", success_count=1000, failure_count=9000)  # 11% conversion
+            test = create_variant("test", success_count=2000, failure_count=8000)  # 20% conversion
+
+            probabilities = calculate_probabilities(control, [test])
+            significance, expected_loss = are_results_significant(control, [test], probabilities)
+
+            if stats_version == 2:
+                self.assertEqual(significance, ExperimentSignificanceCode.SIGNIFICANT)
+                self.assertEqual(expected_loss, 0.0)
+            else:
+                # Original implementation behavior
+                self.assertEqual(significance, ExperimentSignificanceCode.SIGNIFICANT)
+                self.assertEqual(expected_loss, 0.0)
+
+        self.run_test_for_both_implementations(run_test)
diff --git a/posthog/schema.py b/posthog/schema.py
index 564dcc321fa60..a46596350f23f 100644
--- a/posthog/schema.py
+++ b/posthog/schema.py
@@ -6292,6 +6292,7 @@ class QueryResponseAlternative15(BaseModel):
     probability: dict[str, float]
     significance_code: ExperimentSignificanceCode
     significant: bool
+    stats_version: Optional[int] = None
     variants: list[ExperimentVariantFunnelsBaseStats]
 
 
@@ -6324,6 +6325,7 @@ class QueryResponseAlternative26(BaseModel):
     probability: dict[str, float]
     significance_code: ExperimentSignificanceCode
     significant: bool
+    stats_version: Optional[int] = None
     variants: list[ExperimentVariantFunnelsBaseStats]
 
 
@@ -6461,6 +6463,7 @@ class CachedExperimentFunnelsQueryResponse(BaseModel):
     )
     significance_code: ExperimentSignificanceCode
     significant: bool
+    stats_version: Optional[int] = None
     timezone: str
     variants: list[ExperimentVariantFunnelsBaseStats]
 
@@ -6477,6 +6480,7 @@ class Response9(BaseModel):
     probability: dict[str, float]
     significance_code: ExperimentSignificanceCode
     significant: bool
+    stats_version: Optional[int] = None
     variants: list[ExperimentVariantFunnelsBaseStats]
 
 
@@ -6508,6 +6512,7 @@ class ExperimentFunnelsQueryResponse(BaseModel):
     probability: dict[str, float]
     significance_code: ExperimentSignificanceCode
     significant: bool
+    stats_version: Optional[int] = None
     variants: list[ExperimentVariantFunnelsBaseStats]
 
 
@@ -6640,6 +6645,7 @@ class ExperimentFunnelsQuery(BaseModel):
     )
     name: Optional[str] = None
     response: Optional[ExperimentFunnelsQueryResponse] = None
+    stats_version: Optional[int] = None
 
 
 class FunnelCorrelationQuery(BaseModel):

From 8c445edfc19158fefe1889777cd082fc4ba1c944 Mon Sep 17 00:00:00 2001
From: Peter Kirkham <peter@posthog.com>
Date: Thu, 19 Dec 2024 18:25:08 +0000
Subject: [PATCH 08/26] fix: remove jsoncrush (#27075)

---
 cypress/e2e/insights-reload-query.ts          |   5 +--
 ...el-top-to-bottom-breakdown-edit--light.png | Bin 160980 -> 162620 bytes
 .../src/scenes/insights/insightDataLogic.tsx  |   1 +
 frontend/src/scenes/insights/utils.tsx        |  30 +++++-------------
 frontend/src/scenes/urls.ts                   |   4 +--
 jest.config.ts                                |   2 +-
 package.json                                  |   1 -
 pnpm-lock.yaml                                |   7 ----
 8 files changed, 12 insertions(+), 38 deletions(-)

diff --git a/cypress/e2e/insights-reload-query.ts b/cypress/e2e/insights-reload-query.ts
index 2f944f8993da7..55685ae309fb8 100644
--- a/cypress/e2e/insights-reload-query.ts
+++ b/cypress/e2e/insights-reload-query.ts
@@ -1,5 +1,3 @@
-import JSONCrush from 'jsoncrush'
-
 describe('ReloadInsight component', () => {
     beforeEach(() => {
         // Clear local storage before each test to ensure a clean state
@@ -21,8 +19,7 @@ describe('ReloadInsight component', () => {
             const draftQuery = window.localStorage.getItem(`draft-query-${currentTeamId}`)
             expect(draftQuery).to.not.be.null
 
-            const draftQueryObjUncrushed = JSONCrush.uncrush(draftQuery)
-            const draftQueryObj = JSON.parse(draftQueryObjUncrushed)
+            const draftQueryObj = JSON.parse(draftQuery)
 
             expect(draftQueryObj).to.have.property('query')
 
diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown-edit--light.png b/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown-edit--light.png
index 6724b2a2d51790906a8343359d17caea2b04c35c..00916265cd38be97a5f349d4279187b60041756f 100644
GIT binary patch
delta 123736
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diff --git a/frontend/src/scenes/insights/insightDataLogic.tsx b/frontend/src/scenes/insights/insightDataLogic.tsx
index 1de631587cf35..b5036267488b0 100644
--- a/frontend/src/scenes/insights/insightDataLogic.tsx
+++ b/frontend/src/scenes/insights/insightDataLogic.tsx
@@ -219,6 +219,7 @@ export const insightDataLogic = kea<insightDataLogicType>([
             if (isQueryTooLarge(query)) {
                 localStorage.removeItem(`draft-query-${values.currentTeamId}`)
             }
+
             localStorage.setItem(
                 `draft-query-${values.currentTeamId}`,
                 crushDraftQueryForLocalStorage(query, Date.now())
diff --git a/frontend/src/scenes/insights/utils.tsx b/frontend/src/scenes/insights/utils.tsx
index 5a1b4d56ec7d9..04e55519ab05b 100644
--- a/frontend/src/scenes/insights/utils.tsx
+++ b/frontend/src/scenes/insights/utils.tsx
@@ -1,4 +1,3 @@
-import JSONCrush from 'jsoncrush'
 import api from 'lib/api'
 import { dayjs } from 'lib/dayjs'
 import { CORE_FILTER_DEFINITIONS_BY_GROUP } from 'lib/taxonomy'
@@ -445,40 +444,27 @@ export function isQueryTooLarge(query: Node<Record<string, any>>): boolean {
 export function parseDraftQueryFromLocalStorage(
     query: string
 ): { query: Node<Record<string, any>>; timestamp: number } | null {
-    // First try to uncrush the query if it's a JSONCrush query else fall back to parsing it as a JSON
     try {
-        const uncrushedQuery = JSONCrush.uncrush(query)
-        return JSON.parse(uncrushedQuery)
+        return JSON.parse(query)
     } catch (e) {
-        console.error('Error parsing uncrushed query', e)
-        try {
-            return JSON.parse(query)
-        } catch (e) {
-            console.error('Error parsing query', e)
-            return null
-        }
+        console.error('Error parsing query', e)
+        return null
     }
 }
 
 export function crushDraftQueryForLocalStorage(query: Node<Record<string, any>>, timestamp: number): string {
-    return JSONCrush.crush(JSON.stringify({ query, timestamp }))
+    return JSON.stringify({ query, timestamp })
 }
 
 export function parseDraftQueryFromURL(query: string): Node<Record<string, any>> | null {
     try {
-        const uncrushedQuery = JSONCrush.uncrush(query)
-        return JSON.parse(uncrushedQuery)
+        return JSON.parse(query)
     } catch (e) {
-        console.error('Error parsing uncrushed query', e)
-        try {
-            return JSON.parse(query)
-        } catch (e) {
-            console.error('Error parsing query', e)
-            return null
-        }
+        console.error('Error parsing query', e)
+        return null
     }
 }
 
 export function crushDraftQueryForURL(query: Node<Record<string, any>>): string {
-    return JSONCrush.crush(JSON.stringify(query))
+    return JSON.stringify(query)
 }
diff --git a/frontend/src/scenes/urls.ts b/frontend/src/scenes/urls.ts
index 293481f598e3b..477064de6497e 100644
--- a/frontend/src/scenes/urls.ts
+++ b/frontend/src/scenes/urls.ts
@@ -1,4 +1,3 @@
-import JSONCrush from 'jsoncrush'
 import { combineUrl } from 'kea-router'
 import { AlertType } from 'lib/components/Alerts/types'
 import { getCurrentTeamId } from 'lib/utils/getAppContext'
@@ -75,8 +74,7 @@ export const urls = {
     insightNew: (type?: InsightType, dashboardId?: DashboardType['id'] | null, query?: Node): string =>
         combineUrl('/insights/new', dashboardId ? { dashboard: dashboardId } : {}, {
             ...(type ? { insight: type } : {}),
-            // have to use JSONCrush directly rather than the util to avoid circular dep
-            ...(query ? { q: typeof query === 'string' ? query : JSONCrush.crush(JSON.stringify(query)) } : {}),
+            ...(query ? { q: typeof query === 'string' ? query : JSON.stringify(query) } : {}),
         }).url,
     insightNewHogQL: (query: string, filters?: HogQLFilters): string =>
         combineUrl(
diff --git a/jest.config.ts b/jest.config.ts
index 39ab8232a5592..53e5df5943413 100644
--- a/jest.config.ts
+++ b/jest.config.ts
@@ -8,7 +8,7 @@ process.env.TZ = process.env.TZ || 'UTC'
  * https://jestjs.io/docs/en/configuration.html
  */
 
-const esmModules = ['query-selector-shadow-dom', 'react-syntax-highlighter', '@react-hook', '@medv', 'monaco-editor', 'jsoncrush']
+const esmModules = ['query-selector-shadow-dom', 'react-syntax-highlighter', '@react-hook', '@medv', 'monaco-editor']
 const eeFolderExists = fs.existsSync('ee/frontend/exports.ts')
 function rootDirectories() {
     const rootDirectories = ['<rootDir>/frontend/src']
diff --git a/package.json b/package.json
index 7d55acb0ca23e..06dc6653b7713 100644
--- a/package.json
+++ b/package.json
@@ -140,7 +140,6 @@
         "hls.js": "^1.5.15",
         "husky": "^7.0.4",
         "image-blob-reduce": "^4.1.0",
-        "jsoncrush": "^1.1.8",
         "kea": "^3.1.5",
         "kea-forms": "^3.2.0",
         "kea-loaders": "^3.0.0",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 902f297bc841d..765be82fa6826 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -241,9 +241,6 @@ dependencies:
   image-blob-reduce:
     specifier: ^4.1.0
     version: 4.1.0
-  jsoncrush:
-    specifier: ^1.1.8
-    version: 1.1.8
   kea:
     specifier: ^3.1.5
     version: 3.1.5(react@18.2.0)
@@ -15415,10 +15412,6 @@ packages:
     resolution: {integrity: sha512-gfFQZrcTc8CnKXp6Y4/CBT3fTc0OVuDofpre4aEeEpSBPV5X5v4+Vmx+8snU7RLPrNHPKSgLxGo9YuQzz20o+w==}
     dev: true
 
-  /jsoncrush@1.1.8:
-    resolution: {integrity: sha512-lvIMGzMUA0fjuqwNcxlTNRq2bibPZ9auqT/LyGdlR5hvydJtA/BasSgkx4qclqTKVeTidrJvsS/oVjlTCPQ4Nw==}
-    dev: false
-
   /jsonfile@6.1.0:
     resolution: {integrity: sha512-5dgndWOriYSm5cnYaJNhalLNDKOqFwyDB/rr1E9ZsGciGvKPs8R2xYGCacuf3z6K1YKDz182fd+fY3cn3pMqXQ==}
     dependencies:

From d6906a5745c7bc1460448216fa7b655100527625 Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Thu, 19 Dec 2024 19:41:32 +0100
Subject: [PATCH 09/26] chore(data-warehouse): Upgrade deltalake and reduce
 chunk size (#27076)

---
 .../data_imports/pipelines/sql_database/helpers.py         | 2 +-
 .../data_imports/pipelines/sql_database_v2/__init__.py     | 3 ++-
 .../data_imports/pipelines/sql_database_v2/helpers.py      | 6 ++++--
 .../data_imports/pipelines/sql_database_v2/settings.py     | 1 +
 requirements.in                                            | 2 +-
 requirements.txt                                           | 7 ++-----
 6 files changed, 11 insertions(+), 10 deletions(-)
 create mode 100644 posthog/temporal/data_imports/pipelines/sql_database_v2/settings.py

diff --git a/posthog/temporal/data_imports/pipelines/sql_database/helpers.py b/posthog/temporal/data_imports/pipelines/sql_database/helpers.py
index 0400a60b32fd5..9bf72a26f3c1e 100644
--- a/posthog/temporal/data_imports/pipelines/sql_database/helpers.py
+++ b/posthog/temporal/data_imports/pipelines/sql_database/helpers.py
@@ -24,7 +24,7 @@ def __init__(
         self,
         engine: Engine,
         table: Table,
-        chunk_size: int = 1000,
+        chunk_size: int = DEFAULT_CHUNK_SIZE,
         incremental: Optional[dlt.sources.incremental[Any]] = None,
         connect_args: Optional[list[str]] = None,
         db_incremental_field_last_value: Optional[Any] = None,
diff --git a/posthog/temporal/data_imports/pipelines/sql_database_v2/__init__.py b/posthog/temporal/data_imports/pipelines/sql_database_v2/__init__.py
index a3fc1c6b2838b..de868d62ee51d 100644
--- a/posthog/temporal/data_imports/pipelines/sql_database_v2/__init__.py
+++ b/posthog/temporal/data_imports/pipelines/sql_database_v2/__init__.py
@@ -15,6 +15,7 @@
 from dlt.sources.credentials import ConnectionStringCredentials
 
 from posthog.settings.utils import get_from_env
+from posthog.temporal.data_imports.pipelines.sql_database_v2.settings import DEFAULT_CHUNK_SIZE
 from posthog.temporal.data_imports.pipelines.sql_database_v2._json import BigQueryJSON
 from posthog.utils import str_to_bool
 from posthog.warehouse.models import ExternalDataSource
@@ -252,7 +253,7 @@ def sql_database(
     schema: Optional[str] = dlt.config.value,
     metadata: Optional[MetaData] = None,
     table_names: Optional[list[str]] = dlt.config.value,
-    chunk_size: int = 50000,
+    chunk_size: int = DEFAULT_CHUNK_SIZE,
     backend: TableBackend = "pyarrow",
     detect_precision_hints: Optional[bool] = False,
     reflection_level: Optional[ReflectionLevel] = "full",
diff --git a/posthog/temporal/data_imports/pipelines/sql_database_v2/helpers.py b/posthog/temporal/data_imports/pipelines/sql_database_v2/helpers.py
index acd64c97aae99..74a79650caa15 100644
--- a/posthog/temporal/data_imports/pipelines/sql_database_v2/helpers.py
+++ b/posthog/temporal/data_imports/pipelines/sql_database_v2/helpers.py
@@ -18,6 +18,8 @@
 
 from dlt.sources.credentials import ConnectionStringCredentials
 
+from posthog.temporal.data_imports.pipelines.sql_database_v2.settings import DEFAULT_CHUNK_SIZE
+
 from .arrow_helpers import row_tuples_to_arrow
 from .schema_types import (
     default_table_adapter,
@@ -44,7 +46,7 @@ def __init__(
         backend: TableBackend,
         table: Table,
         columns: TTableSchemaColumns,
-        chunk_size: int = 1000,
+        chunk_size: int = DEFAULT_CHUNK_SIZE,
         incremental: Optional[dlt.sources.incremental[Any]] = None,
         db_incremental_field_last_value: Optional[Any] = None,
         query_adapter_callback: Optional[TQueryAdapter] = None,
@@ -302,7 +304,7 @@ class SqlTableResourceConfiguration(BaseConfiguration):
     table: Optional[str] = None
     schema: Optional[str] = None
     incremental: Optional[dlt.sources.incremental] = None  # type: ignore[type-arg]
-    chunk_size: int = 50000
+    chunk_size: int = DEFAULT_CHUNK_SIZE
     backend: TableBackend = "sqlalchemy"
     detect_precision_hints: Optional[bool] = None
     defer_table_reflect: Optional[bool] = False
diff --git a/posthog/temporal/data_imports/pipelines/sql_database_v2/settings.py b/posthog/temporal/data_imports/pipelines/sql_database_v2/settings.py
new file mode 100644
index 0000000000000..d730961c096e8
--- /dev/null
+++ b/posthog/temporal/data_imports/pipelines/sql_database_v2/settings.py
@@ -0,0 +1 @@
+DEFAULT_CHUNK_SIZE = 10_000
diff --git a/requirements.in b/requirements.in
index faefd16d9294d..8c0b98d16587b 100644
--- a/requirements.in
+++ b/requirements.in
@@ -16,6 +16,7 @@ clickhouse-driver==0.2.7
 clickhouse-pool==0.5.3
 conditional-cache==1.2
 cryptography==39.0.2
+deltalake==0.22.3
 dj-database-url==0.5.0
 Django~=4.2.15
 django-axes==5.9.0
@@ -34,7 +35,6 @@ djangorestframework==3.15.1
 djangorestframework-csv==2.1.1
 djangorestframework-dataclasses==1.2.0
 dlt==1.3.0
-dlt[deltalake]==1.3.0
 dnspython==2.2.1
 drf-exceptions-hog==0.4.0
 drf-extensions==0.7.0
diff --git a/requirements.txt b/requirements.txt
index 639c98066ccd4..e4a1521f8dd7a 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -138,8 +138,8 @@ defusedxml==0.6.0
     # via
     #   python3-openid
     #   social-auth-core
-deltalake==0.19.1
-    # via dlt
+deltalake==0.22.3
+    # via -r requirements.in
 distro==1.9.0
     # via openai
 dj-database-url==0.5.0
@@ -273,8 +273,6 @@ googleapis-common-protos==1.60.0
     # via
     #   google-api-core
     #   grpcio-status
-greenlet==3.1.1
-    # via sqlalchemy
 grpcio==1.63.2
     # via
     #   -r requirements.in
@@ -505,7 +503,6 @@ pyarrow==17.0.0
     # via
     #   -r requirements.in
     #   deltalake
-    #   dlt
     #   sqlalchemy-bigquery
 pyasn1==0.5.0
     # via

From 177a8f1a5a666bc84e714b9c424e46aa0ac10dfd Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Thu, 19 Dec 2024 20:15:29 +0100
Subject: [PATCH 10/26] fix(data-warehouse): Wrap trigger func (#27079)

---
 .../data_imports/external_data_job.py         | 30 +++++++++++--------
 .../pipelines/sql_database_v2/__init__.py     |  2 +-
 2 files changed, 18 insertions(+), 14 deletions(-)

diff --git a/posthog/temporal/data_imports/external_data_job.py b/posthog/temporal/data_imports/external_data_job.py
index 62a1e1bc834ed..f83e7f9d87249 100644
--- a/posthog/temporal/data_imports/external_data_job.py
+++ b/posthog/temporal/data_imports/external_data_job.py
@@ -9,6 +9,8 @@
 import posthoganalytics
 from temporalio import activity, exceptions, workflow
 from temporalio.common import RetryPolicy
+from temporalio.exceptions import WorkflowAlreadyStartedError
+
 
 from posthog.constants import DATA_WAREHOUSE_TASK_QUEUE_V2
 
@@ -144,20 +146,22 @@ def trigger_pipeline_v2(inputs: ExternalDataWorkflowInputs):
     logger.debug("Triggering V2 pipeline")
 
     temporal = sync_connect()
-
-    asyncio.run(
-        temporal.start_workflow(
-            workflow="external-data-job",
-            arg=dataclasses.asdict(inputs),
-            id=f"{inputs.external_data_schema_id}-V2",
-            task_queue=str(DATA_WAREHOUSE_TASK_QUEUE_V2),
-            retry_policy=RetryPolicy(
-                maximum_interval=dt.timedelta(seconds=60),
-                maximum_attempts=1,
-                non_retryable_error_types=["NondeterminismError"],
-            ),
+    try:
+        asyncio.run(
+            temporal.start_workflow(
+                workflow="external-data-job",
+                arg=dataclasses.asdict(inputs),
+                id=f"{inputs.external_data_schema_id}-V2",
+                task_queue=str(DATA_WAREHOUSE_TASK_QUEUE_V2),
+                retry_policy=RetryPolicy(
+                    maximum_interval=dt.timedelta(seconds=60),
+                    maximum_attempts=1,
+                    non_retryable_error_types=["NondeterminismError"],
+                ),
+            )
         )
-    )
+    except WorkflowAlreadyStartedError:
+        pass
 
     logger.debug("V2 pipeline triggered")
 
diff --git a/posthog/temporal/data_imports/pipelines/sql_database_v2/__init__.py b/posthog/temporal/data_imports/pipelines/sql_database_v2/__init__.py
index de868d62ee51d..0c49b04ba1d1c 100644
--- a/posthog/temporal/data_imports/pipelines/sql_database_v2/__init__.py
+++ b/posthog/temporal/data_imports/pipelines/sql_database_v2/__init__.py
@@ -366,7 +366,7 @@ def sql_table(
     schema: Optional[str] = dlt.config.value,
     metadata: Optional[MetaData] = None,
     incremental: Optional[dlt.sources.incremental[Any]] = None,
-    chunk_size: int = 50000,
+    chunk_size: int = DEFAULT_CHUNK_SIZE,
     backend: TableBackend = "sqlalchemy",
     detect_precision_hints: Optional[bool] = None,
     reflection_level: Optional[ReflectionLevel] = "full",

From fd87cc5869e2350e61b33daa8f2b07b8e9af01c3 Mon Sep 17 00:00:00 2001
From: Anders <754494+andehen@users.noreply.github.com>
Date: Thu, 19 Dec 2024 20:49:00 +0100
Subject: [PATCH 11/26] chore: increase mprocs scrollback (#27081)

---
 bin/mprocs.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/bin/mprocs.yaml b/bin/mprocs.yaml
index 82409edab38f9..f57efc845d834 100644
--- a/bin/mprocs.yaml
+++ b/bin/mprocs.yaml
@@ -23,3 +23,4 @@ procs:
         shell: 'docker compose -f docker-compose.dev.yml up -d && docker compose -f docker-compose.dev.yml logs --tail=0 -f'
 
 mouse_scroll_speed: 1
+scrollback: 10000

From ca46d2dafa0c02a063286d4ccb36e931f2739ce3 Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Thu, 19 Dec 2024 14:54:18 -0500
Subject: [PATCH 12/26] chore(deps): Update posthog-js to 1.202.5 (#27066)

Co-authored-by: posthog-bot <posthog-bot@users.noreply.github.com>
Co-authored-by: Paul D'Ambra <paul@posthog.com>
---
 package.json   | 2 +-
 pnpm-lock.yaml | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/package.json b/package.json
index 06dc6653b7713..58ce1231fde79 100644
--- a/package.json
+++ b/package.json
@@ -161,7 +161,7 @@
         "pmtiles": "^2.11.0",
         "postcss": "^8.4.31",
         "postcss-preset-env": "^9.3.0",
-        "posthog-js": "1.202.4",
+        "posthog-js": "1.202.5",
         "posthog-js-lite": "3.0.0",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 765be82fa6826..aeaf7828a60e2 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -305,8 +305,8 @@ dependencies:
     specifier: ^9.3.0
     version: 9.3.0(postcss@8.4.31)
   posthog-js:
-    specifier: 1.202.4
-    version: 1.202.4
+    specifier: 1.202.5
+    version: 1.202.5
   posthog-js-lite:
     specifier: 3.0.0
     version: 3.0.0
@@ -17902,8 +17902,8 @@ packages:
     resolution: {integrity: sha512-dyajjnfzZD1tht4N7p7iwf7nBnR1MjVaVu+MKr+7gBgA39bn28wizCIJZztZPtHy4PY0YwtSGgwfBCuG/hnHgA==}
     dev: false
 
-  /posthog-js@1.202.4:
-    resolution: {integrity: sha512-YLu6f1ibAkiopGivGQnLBaCKegT+0GHP3DfP72z3KVby2UXLBB7dj+GIa54zfjburE7ehasysRzeK5nW39QOfA==}
+  /posthog-js@1.202.5:
+    resolution: {integrity: sha512-ZkUPkdO35Di2croJByHvBVp/sACq5KJEIaYRchUrr5lRK/57B/s6d5Y5PV374pbWpKhJdXRkUXd3ZUKJ8bOmfw==}
     dependencies:
       core-js: 3.39.0
       fflate: 0.4.8

From c434dab8bfe02b0867c7d112ba81dfc86a45e576 Mon Sep 17 00:00:00 2001
From: Marius Andra <marius.andra@gmail.com>
Date: Thu, 19 Dec 2024 21:11:17 +0100
Subject: [PATCH 13/26] feat(cdp): improve testing interface (#27054)

---
 ...ights--funnel-top-to-bottom-edit--dark.png | Bin 163182 -> 165935 bytes
 .../src/lib/lemon-ui/LemonButton/More.tsx     |  19 +-
 .../pipeline/hogfunctions/HogFunctionTest.tsx | 168 +++++++++++++-----
 .../hogFunctionConfigurationLogic.tsx         |  13 +-
 .../hogfunctions/hogFunctionTestLogic.tsx     |  21 ++-
 plugin-server/src/cdp/cdp-api.ts              |   1 +
 posthog/api/hog_function.py                   |   4 +-
 7 files changed, 171 insertions(+), 55 deletions(-)

diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-edit--dark.png b/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-edit--dark.png
index 9f3435ec919df837906b38f91dd8d8398beb812b..248d1f34b318a756a5892cbdd97b21d42b17351a 100644
GIT binary patch
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diff --git a/frontend/src/lib/lemon-ui/LemonButton/More.tsx b/frontend/src/lib/lemon-ui/LemonButton/More.tsx
index 6eff15a377572..d4e61ade7cbf9 100644
--- a/frontend/src/lib/lemon-ui/LemonButton/More.tsx
+++ b/frontend/src/lib/lemon-ui/LemonButton/More.tsx
@@ -2,12 +2,14 @@ import { IconEllipsis } from '@posthog/icons'
 
 import { PopoverProps } from '../Popover/Popover'
 import { LemonButtonWithDropdown } from '.'
-import { LemonButtonProps } from './LemonButton'
+import { LemonButtonDropdown, LemonButtonProps } from './LemonButton'
 
-export type MoreProps = Partial<Pick<PopoverProps, 'overlay' | 'placement'>> & LemonButtonProps
+export type MoreProps = Partial<Pick<PopoverProps, 'overlay' | 'placement'>> &
+    LemonButtonProps & { dropdown?: Partial<LemonButtonDropdown> }
 
 export function More({
     overlay,
+    dropdown,
     'data-attr': dataAttr,
     placement = 'bottom-end',
     ...buttonProps
@@ -17,11 +19,14 @@ export function More({
             aria-label="more"
             data-attr={dataAttr ?? 'more-button'}
             icon={<IconEllipsis />}
-            dropdown={{
-                placement: placement,
-                actionable: true,
-                overlay,
-            }}
+            dropdown={
+                {
+                    placement: placement,
+                    actionable: true,
+                    ...dropdown,
+                    overlay,
+                } as LemonButtonDropdown
+            }
             size="small"
             {...buttonProps}
             disabled={!overlay}
diff --git a/frontend/src/scenes/pipeline/hogfunctions/HogFunctionTest.tsx b/frontend/src/scenes/pipeline/hogfunctions/HogFunctionTest.tsx
index 1861b06f369ed..787d46245c4cb 100644
--- a/frontend/src/scenes/pipeline/hogfunctions/HogFunctionTest.tsx
+++ b/frontend/src/scenes/pipeline/hogfunctions/HogFunctionTest.tsx
@@ -1,9 +1,19 @@
 import { TZLabel } from '@posthog/apps-common'
 import { IconInfo, IconX } from '@posthog/icons'
-import { LemonButton, LemonLabel, LemonSwitch, LemonTable, LemonTag, Tooltip } from '@posthog/lemon-ui'
+import {
+    LemonButton,
+    LemonDivider,
+    LemonLabel,
+    LemonSwitch,
+    LemonTable,
+    LemonTag,
+    Spinner,
+    Tooltip,
+} from '@posthog/lemon-ui'
 import clsx from 'clsx'
 import { useActions, useValues } from 'kea'
 import { Form } from 'kea-forms'
+import { More } from 'lib/lemon-ui/LemonButton/More'
 import { LemonField } from 'lib/lemon-ui/LemonField'
 import { CodeEditorResizeable } from 'lib/monaco/CodeEditorResizable'
 
@@ -62,11 +72,25 @@ export function HogFunctionTestPlaceholder({
 }
 
 export function HogFunctionTest(props: HogFunctionTestLogicProps): JSX.Element {
-    const { isTestInvocationSubmitting, testResult, expanded, sampleGlobalsLoading, sampleGlobalsError, type } =
-        useValues(hogFunctionTestLogic(props))
-    const { submitTestInvocation, setTestResult, toggleExpanded, loadSampleGlobals } = useActions(
-        hogFunctionTestLogic(props)
-    )
+    const {
+        isTestInvocationSubmitting,
+        testResult,
+        expanded,
+        sampleGlobalsLoading,
+        sampleGlobalsError,
+        type,
+        savedGlobals,
+        testInvocation,
+    } = useValues(hogFunctionTestLogic(props))
+    const {
+        submitTestInvocation,
+        setTestResult,
+        toggleExpanded,
+        loadSampleGlobals,
+        deleteSavedGlobals,
+        setSampleGlobals,
+        saveGlobals,
+    } = useActions(hogFunctionTestLogic(props))
 
     return (
         <Form logic={hogFunctionTestLogic} props={props} formKey="testInvocation" enableFormOnSubmit>
@@ -75,7 +99,10 @@ export function HogFunctionTest(props: HogFunctionTestLogicProps): JSX.Element {
             >
                 <div className="flex items-center gap-2 justify-end">
                     <div className="flex-1 space-y-2">
-                        <h2 className="mb-0">Testing</h2>
+                        <h2 className="mb-0 flex gap-2 items-center">
+                            <span>Testing</span>
+                            {sampleGlobalsLoading ? <Spinner /> : null}
+                        </h2>
                         {!expanded &&
                             (type === 'email' ? (
                                 <p>Click here to test the provider with a sample e-mail</p>
@@ -87,7 +114,7 @@ export function HogFunctionTest(props: HogFunctionTestLogicProps): JSX.Element {
                     </div>
 
                     {!expanded ? (
-                        <LemonButton type="secondary" onClick={() => toggleExpanded()}>
+                        <LemonButton data-attr="expand-hog-testing" type="secondary" onClick={() => toggleExpanded()}>
                             Start testing
                         </LemonButton>
                     ) : (
@@ -97,46 +124,100 @@ export function HogFunctionTest(props: HogFunctionTestLogicProps): JSX.Element {
                                     type="primary"
                                     onClick={() => setTestResult(null)}
                                     loading={isTestInvocationSubmitting}
+                                    data-attr="clear-hog-test-result"
                                 >
                                     Clear test result
                                 </LemonButton>
                             ) : (
                                 <>
-                                    <LemonButton
-                                        type="secondary"
-                                        onClick={loadSampleGlobals}
-                                        loading={sampleGlobalsLoading}
-                                        tooltip="Find the last event matching filters, and use it to populate the globals below."
-                                    >
-                                        Refresh globals
-                                    </LemonButton>
-                                    <LemonField name="mock_async_functions">
-                                        {({ value, onChange }) => (
-                                            <LemonSwitch
-                                                bordered
-                                                onChange={onChange}
-                                                checked={value}
-                                                label={
-                                                    <Tooltip
-                                                        title={
-                                                            <>
-                                                                When selected, async functions such as `fetch` will not
-                                                                actually be called but instead will be mocked out with
-                                                                the fetch content logged instead
-                                                            </>
-                                                        }
+                                    <More
+                                        dropdown={{ closeOnClickInside: false }}
+                                        overlay={
+                                            <>
+                                                <LemonField name="mock_async_functions">
+                                                    {({ value, onChange }) => (
+                                                        <LemonSwitch
+                                                            onChange={(v) => onChange(!v)}
+                                                            checked={!value}
+                                                            data-attr="toggle-hog-test-mocking"
+                                                            className="px-2 py-1"
+                                                            label={
+                                                                <Tooltip
+                                                                    title={
+                                                                        <>
+                                                                            When disabled, async functions such as
+                                                                            `fetch` will not be called. Instead they
+                                                                            will be mocked out and logged.
+                                                                        </>
+                                                                    }
+                                                                >
+                                                                    <span className="flex gap-2">
+                                                                        Make real HTTP requests
+                                                                        <IconInfo className="text-lg" />
+                                                                    </span>
+                                                                </Tooltip>
+                                                            }
+                                                        />
+                                                    )}
+                                                </LemonField>
+                                                <LemonDivider />
+                                                <LemonButton
+                                                    fullWidth
+                                                    onClick={loadSampleGlobals}
+                                                    loading={sampleGlobalsLoading}
+                                                    tooltip="Find the last event matching filters, and use it to populate the globals below."
+                                                >
+                                                    Fetch new event
+                                                </LemonButton>
+                                                <LemonDivider />
+                                                {savedGlobals.map(({ name, globals }, index) => (
+                                                    <div className="flex w-full justify-between" key={index}>
+                                                        <LemonButton
+                                                            data-attr="open-hog-test-data"
+                                                            key={index}
+                                                            onClick={() => setSampleGlobals(globals)}
+                                                            fullWidth
+                                                            className="flex-1"
+                                                        >
+                                                            {name}
+                                                        </LemonButton>
+                                                        <LemonButton
+                                                            data-attr="delete-hog-test-data"
+                                                            size="small"
+                                                            icon={<IconX />}
+                                                            onClick={() => deleteSavedGlobals(index)}
+                                                            tooltip="Delete saved test data"
+                                                        />
+                                                    </div>
+                                                ))}
+                                                {testInvocation.globals && (
+                                                    <LemonButton
+                                                        fullWidth
+                                                        data-attr="save-hog-test-data"
+                                                        onClick={() => {
+                                                            const name = prompt('Name this test data')
+                                                            if (name) {
+                                                                saveGlobals(name, JSON.parse(testInvocation.globals))
+                                                            }
+                                                        }}
+                                                        disabledReason={(() => {
+                                                            try {
+                                                                JSON.parse(testInvocation.globals)
+                                                            } catch (e) {
+                                                                return 'Invalid globals JSON'
+                                                            }
+                                                            return undefined
+                                                        })()}
                                                     >
-                                                        <span className="flex gap-2">
-                                                            Mock out HTTP requests
-                                                            <IconInfo className="text-lg" />
-                                                        </span>
-                                                    </Tooltip>
-                                                }
-                                            />
-                                        )}
-                                    </LemonField>
+                                                        Save test data
+                                                    </LemonButton>
+                                                )}
+                                            </>
+                                        }
+                                    />
                                     <LemonButton
                                         type="primary"
+                                        data-attr="test-hog-function"
                                         onClick={submitTestInvocation}
                                         loading={isTestInvocationSubmitting}
                                     >
@@ -145,7 +226,12 @@ export function HogFunctionTest(props: HogFunctionTestLogicProps): JSX.Element {
                                 </>
                             )}
 
-                            <LemonButton icon={<IconX />} onClick={() => toggleExpanded()} tooltip="Hide testing" />
+                            <LemonButton
+                                data-attr="hide-hog-testing"
+                                icon={<IconX />}
+                                onClick={() => toggleExpanded()}
+                                tooltip="Hide testing"
+                            />
                         </>
                     )}
                 </div>
diff --git a/frontend/src/scenes/pipeline/hogfunctions/hogFunctionConfigurationLogic.tsx b/frontend/src/scenes/pipeline/hogfunctions/hogFunctionConfigurationLogic.tsx
index d6f7c98884a7c..d38b39ce21c59 100644
--- a/frontend/src/scenes/pipeline/hogfunctions/hogFunctionConfigurationLogic.tsx
+++ b/frontend/src/scenes/pipeline/hogfunctions/hogFunctionConfigurationLogic.tsx
@@ -1,6 +1,6 @@
 import { lemonToast } from '@posthog/lemon-ui'
 import equal from 'fast-deep-equal'
-import { actions, afterMount, connect, kea, key, listeners, path, props, reducers, selectors } from 'kea'
+import { actions, afterMount, connect, isBreakpoint, kea, key, listeners, path, props, reducers, selectors } from 'kea'
 import { forms } from 'kea-forms'
 import { loaders } from 'kea-loaders'
 import { beforeUnload, router } from 'kea-router'
@@ -231,8 +231,15 @@ export const hogFunctionConfigurationLogic = kea<hogFunctionConfigurationLogicTy
         setUnsavedConfiguration: (configuration: HogFunctionConfigurationType | null) => ({ configuration }),
         persistForUnload: true,
         setSampleGlobalsError: (error) => ({ error }),
+        setSampleGlobals: (sampleGlobals: HogFunctionInvocationGlobals | null) => ({ sampleGlobals }),
     }),
     reducers(({ props }) => ({
+        sampleGlobals: [
+            null as HogFunctionInvocationGlobals | null,
+            {
+                setSampleGlobals: (_, { sampleGlobals }) => sampleGlobals,
+            },
+        ],
         showSource: [
             // Show source by default for blank templates when creating a new function
             !!(!props.id && props.templateId?.startsWith('template-blank-')),
@@ -440,7 +447,9 @@ export const hogFunctionConfigurationLogic = kea<hogFunctionConfigurationLogicTy
                         }
                         return globals
                     } catch (e: any) {
-                        actions.setSampleGlobalsError(e.message ?? errorMessage)
+                        if (!isBreakpoint(e)) {
+                            actions.setSampleGlobalsError(e.message ?? errorMessage)
+                        }
                         return values.exampleInvocationGlobals
                     }
                 },
diff --git a/frontend/src/scenes/pipeline/hogfunctions/hogFunctionTestLogic.tsx b/frontend/src/scenes/pipeline/hogfunctions/hogFunctionTestLogic.tsx
index 7a06989b5b685..969c5381298b5 100644
--- a/frontend/src/scenes/pipeline/hogfunctions/hogFunctionTestLogic.tsx
+++ b/frontend/src/scenes/pipeline/hogfunctions/hogFunctionTestLogic.tsx
@@ -3,9 +3,10 @@ import { actions, afterMount, connect, kea, key, listeners, path, props, reducer
 import { forms } from 'kea-forms'
 import api from 'lib/api'
 import { tryJsonParse } from 'lib/utils'
+import { getCurrentTeamId } from 'lib/utils/getAppContext'
 
 import { groupsModel } from '~/models/groupsModel'
-import { LogEntry } from '~/types'
+import { HogFunctionInvocationGlobals, LogEntry } from '~/types'
 
 import { hogFunctionConfigurationLogic, sanitizeConfiguration } from './hogFunctionConfigurationLogic'
 import type { hogFunctionTestLogicType } from './hogFunctionTestLogicType'
@@ -45,18 +46,20 @@ export const hogFunctionTestLogic = kea<hogFunctionTestLogicType>([
         ],
         actions: [
             hogFunctionConfigurationLogic({ id: props.id }),
-            ['touchConfigurationField', 'loadSampleGlobalsSuccess', 'loadSampleGlobals'],
+            ['touchConfigurationField', 'loadSampleGlobalsSuccess', 'loadSampleGlobals', 'setSampleGlobals'],
         ],
     })),
     actions({
         setTestResult: (result: HogFunctionTestInvocationResult | null) => ({ result }),
         toggleExpanded: (expanded?: boolean) => ({ expanded }),
+        saveGlobals: (name: string, globals: HogFunctionInvocationGlobals) => ({ name, globals }),
+        deleteSavedGlobals: (index: number) => ({ index }),
     }),
     reducers({
         expanded: [
             false as boolean,
             {
-                toggleExpanded: (_, { expanded }) => (expanded === undefined ? !_ : expanded),
+                toggleExpanded: (state, { expanded }) => (expanded === undefined ? !state : expanded),
             },
         ],
 
@@ -66,11 +69,23 @@ export const hogFunctionTestLogic = kea<hogFunctionTestLogicType>([
                 setTestResult: (_, { result }) => result,
             },
         ],
+
+        savedGlobals: [
+            [] as { name: string; globals: HogFunctionInvocationGlobals }[],
+            { persist: true, prefix: `${getCurrentTeamId()}__` },
+            {
+                saveGlobals: (state, { name, globals }) => [...state, { name, globals }],
+                deleteSavedGlobals: (state, { index }) => state.filter((_, i) => i !== index),
+            },
+        ],
     }),
     listeners(({ values, actions }) => ({
         loadSampleGlobalsSuccess: () => {
             actions.setTestInvocationValue('globals', JSON.stringify(values.sampleGlobals, null, 2))
         },
+        setSampleGlobals: ({ sampleGlobals }) => {
+            actions.setTestInvocationValue('globals', JSON.stringify(sampleGlobals, null, 2))
+        },
     })),
     forms(({ props, actions, values }) => ({
         testInvocation: {
diff --git a/plugin-server/src/cdp/cdp-api.ts b/plugin-server/src/cdp/cdp-api.ts
index ed4e60976b1e9..a5c3f84e4f276 100644
--- a/plugin-server/src/cdp/cdp-api.ts
+++ b/plugin-server/src/cdp/cdp-api.ts
@@ -136,6 +136,7 @@ export class CdpApi {
                                 id: team.id,
                                 name: team.name,
                                 url: `${this.hub.SITE_URL ?? 'http://localhost:8000'}/project/${team.id}`,
+                                ...globals.project,
                             },
                         },
                         compoundConfiguration,
diff --git a/posthog/api/hog_function.py b/posthog/api/hog_function.py
index 3f50d710acc96..9f9d54e7db1af 100644
--- a/posthog/api/hog_function.py
+++ b/posthog/api/hog_function.py
@@ -360,13 +360,13 @@ def invocations(self, request: Request, *args, **kwargs):
         # Remove the team from the config
         configuration.pop("team")
 
-        globals = serializer.validated_data["globals"]
+        hog_globals = serializer.validated_data["globals"]
         mock_async_functions = serializer.validated_data["mock_async_functions"]
 
         res = create_hog_invocation_test(
             team_id=hog_function.team_id,
             hog_function_id=hog_function.id,
-            globals=globals,
+            globals=hog_globals,
             configuration=configuration,
             mock_async_functions=mock_async_functions,
         )

From bf8416f92c0d4c5192a413382d487ace137c4552 Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Thu, 19 Dec 2024 21:33:36 +0100
Subject: [PATCH 14/26] chore(data-warehouse): Log out memory every 10 secs for
 the new workers (#27083)

---
 .../data_imports/external_data_job.py         | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)

diff --git a/posthog/temporal/data_imports/external_data_job.py b/posthog/temporal/data_imports/external_data_job.py
index f83e7f9d87249..59508a2ee6f25 100644
--- a/posthog/temporal/data_imports/external_data_job.py
+++ b/posthog/temporal/data_imports/external_data_job.py
@@ -3,10 +3,13 @@
 import datetime as dt
 import json
 import re
+import threading
+import time
 
 from django.conf import settings
 from django.db import close_old_connections
 import posthoganalytics
+import psutil
 from temporalio import activity, exceptions, workflow
 from temporalio.common import RetryPolicy
 from temporalio.exceptions import WorkflowAlreadyStartedError
@@ -177,6 +180,22 @@ def create_source_templates(inputs: CreateSourceTemplateInputs) -> None:
     create_warehouse_templates_for_source(team_id=inputs.team_id, run_id=inputs.run_id)
 
 
+def log_memory_usage():
+    process = psutil.Process()
+    logger = bind_temporal_worker_logger_sync(team_id=0)
+
+    while True:
+        memory_info = process.memory_info()
+        logger.info(f"Memory Usage: RSS = {memory_info.rss / (1024 * 1024):.2f} MB")
+
+        time.sleep(10)  # Log every 10 seconds
+
+
+if settings.TEMPORAL_TASK_QUEUE == DATA_WAREHOUSE_TASK_QUEUE_V2:
+    thread = threading.Thread(target=log_memory_usage, daemon=True)
+    thread.start()
+
+
 # TODO: update retry policies
 @workflow.defn(name="external-data-job")
 class ExternalDataJobWorkflow(PostHogWorkflow):

From 3843cc069bc9fb76c780df951fb51998f695ea7c Mon Sep 17 00:00:00 2001
From: Paul D'Ambra <paul@posthog.com>
Date: Thu, 19 Dec 2024 21:56:39 +0000
Subject: [PATCH 15/26] fix: if href is an object we can still playback
 (#27084)

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 ...ghts--funnel-top-to-bottom-edit--light.png | Bin 161942 -> 164669 bytes
 .../session-recordings/player/PlayerMeta.tsx  |   8 +++++++-
 2 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-edit--light.png b/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-edit--light.png
index 8de14b30417ac5a4f11c0bc92150cb6cde578c0a..3a86dc325987a9f049119f17ddf45d24621e9369 100644
GIT binary patch
delta 126538
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diff --git a/frontend/src/scenes/session-recordings/player/PlayerMeta.tsx b/frontend/src/scenes/session-recordings/player/PlayerMeta.tsx
index 5c811872d4134..6e4e69a038f79 100644
--- a/frontend/src/scenes/session-recordings/player/PlayerMeta.tsx
+++ b/frontend/src/scenes/session-recordings/player/PlayerMeta.tsx
@@ -7,7 +7,7 @@ import { CopyToClipboardInline } from 'lib/components/CopyToClipboard'
 import { useResizeBreakpoints } from 'lib/hooks/useResizeObserver'
 import { LemonSkeleton } from 'lib/lemon-ui/LemonSkeleton'
 import { Tooltip } from 'lib/lemon-ui/Tooltip'
-import { percentage } from 'lib/utils'
+import { isObject, percentage } from 'lib/utils'
 import { DraggableToNotebook } from 'scenes/notebooks/AddToNotebook/DraggableToNotebook'
 import { IconWindow } from 'scenes/session-recordings/player/icons'
 import { PlayerMetaLinks } from 'scenes/session-recordings/player/PlayerMetaLinks'
@@ -20,6 +20,12 @@ import { Logo } from '~/toolbar/assets/Logo'
 import { sessionRecordingPlayerLogic, SessionRecordingPlayerMode } from './sessionRecordingPlayerLogic'
 
 function URLOrScreen({ lastUrl }: { lastUrl: string | undefined }): JSX.Element | null {
+    if (isObject(lastUrl) && 'href' in lastUrl) {
+        // regression protection, we saw a user whose site was sometimes sending the string-ified location object
+        // this is a best-effort attempt to show the href in that case
+        lastUrl = lastUrl['href'] as string | undefined
+    }
+
     if (!lastUrl) {
         return null
     }

From ffe4e9d81ac0881aef8836022043ea6477009f6d Mon Sep 17 00:00:00 2001
From: Adam Leith <adamleithp@users.noreply.github.com>
Date: Thu, 19 Dec 2024 22:39:24 +0000
Subject: [PATCH 16/26] fix: add keyboard shortcut to inside button on search
 result preview (#27071)

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 .../lib/components/CommandBar/SearchResultPreview.tsx  | 10 +---------
 frontend/src/lib/lemon-ui/LemonInput/LemonInput.scss   |  5 -----
 2 files changed, 1 insertion(+), 14 deletions(-)

diff --git a/frontend/src/lib/components/CommandBar/SearchResultPreview.tsx b/frontend/src/lib/components/CommandBar/SearchResultPreview.tsx
index af4e70df0a08a..7fe2a6313bfdd 100644
--- a/frontend/src/lib/components/CommandBar/SearchResultPreview.tsx
+++ b/frontend/src/lib/components/CommandBar/SearchResultPreview.tsx
@@ -40,18 +40,10 @@ export const SearchResultPreview = (): JSX.Element | null => {
                         onClick={() => {
                             openResult(activeResultIndex)
                         }}
-                        tooltip={
-                            <>
-                                Open <KeyboardShortcut enter />
-                            </>
-                        }
                         aria-label="Open search result"
                     >
-                        Open
+                        <span className="mr-1">Open</span> <KeyboardShortcut enter />
                     </LemonButton>
-                    <div>
-                        <KeyboardShortcut enter /> Open
-                    </div>
                 </div>
             </div>
         </div>
diff --git a/frontend/src/lib/lemon-ui/LemonInput/LemonInput.scss b/frontend/src/lib/lemon-ui/LemonInput/LemonInput.scss
index 166c7ff50528a..fa2ddaea8d2fd 100644
--- a/frontend/src/lib/lemon-ui/LemonInput/LemonInput.scss
+++ b/frontend/src/lib/lemon-ui/LemonInput/LemonInput.scss
@@ -98,11 +98,6 @@
         // NOTE Design: Search inputs are given a specific small width
         max-width: 240px;
         border-radius: 0;
-
-        // Add a focus ring to the element (not the input) when focused
-        &:has(:focus-visible) {
-            outline: -webkit-focus-ring-color auto 1px;
-        }
     }
 
     &.LemonInput--type-number {

From b3cf87ddb628ef587bcdd228cb8fb4521a9238f1 Mon Sep 17 00:00:00 2001
From: Juraj Majerik <juro.majerik@gmail.com>
Date: Fri, 20 Dec 2024 05:52:43 +0100
Subject: [PATCH 17/26] chore(experiments): clean up legacy experimentResults
 (#27064)

Co-authored-by: Daniel Bachhuber <daniel.b@posthog.com>
---
 cypress/e2e/experiments.cy.ts                 |   2 +
 .../CumulativeExposuresChart.tsx              |   6 +-
 .../ExperimentView/DataCollection.tsx         |   4 +-
 .../ExperimentView/DistributionTable.tsx      |   6 +-
 .../ExperimentView/ExperimentView.tsx         |  14 +-
 .../experiments/ExperimentView/Overview.tsx   |  26 +-
 .../experiments/ExperimentView/Results.tsx    |   8 +-
 .../ExperimentView/SecondaryMetricsTable.tsx  |   4 +-
 .../ExperimentView/SummaryTable.tsx           |  41 +-
 .../experiments/ExperimentView/components.tsx | 102 ++---
 .../scenes/experiments/experimentLogic.tsx    | 367 ++++++------------
 .../Nodes/NotebookNodeExperiment.tsx          |   8 +-
 12 files changed, 255 insertions(+), 333 deletions(-)

diff --git a/cypress/e2e/experiments.cy.ts b/cypress/e2e/experiments.cy.ts
index a635cf7841cad..34898f3146536 100644
--- a/cypress/e2e/experiments.cy.ts
+++ b/cypress/e2e/experiments.cy.ts
@@ -96,6 +96,7 @@ describe('Experiments', () => {
         cy.get('[data-attr="experiment-creation-date"]').contains('a few seconds ago').should('be.visible')
         cy.get('[data-attr="experiment-start-date"]').should('not.exist')
 
+        cy.wait(1000)
         cy.get('[data-attr="launch-experiment"]').first().click()
         cy.get('[data-attr="experiment-creation-date"]').should('not.exist')
         cy.get('[data-attr="experiment-start-date"]').contains('a few seconds ago').should('be.visible')
@@ -114,6 +115,7 @@ describe('Experiments', () => {
     it('move start date', () => {
         createExperimentInNewUi()
 
+        cy.wait(1000)
         cy.get('[data-attr="launch-experiment"]').first().click()
 
         cy.get('[data-attr="move-experiment-start-date"]').first().click()
diff --git a/frontend/src/scenes/experiments/ExperimentView/CumulativeExposuresChart.tsx b/frontend/src/scenes/experiments/ExperimentView/CumulativeExposuresChart.tsx
index 7f4378a7ec5ef..6efdd992f5988 100644
--- a/frontend/src/scenes/experiments/ExperimentView/CumulativeExposuresChart.tsx
+++ b/frontend/src/scenes/experiments/ExperimentView/CumulativeExposuresChart.tsx
@@ -10,11 +10,11 @@ import { BaseMathType, ChartDisplayType, InsightType, PropertyFilterType, Proper
 import { experimentLogic } from '../experimentLogic'
 
 export function CumulativeExposuresChart(): JSX.Element {
-    const { experiment, experimentResults, getMetricType } = useValues(experimentLogic)
+    const { experiment, metricResults, getMetricType } = useValues(experimentLogic)
 
     const metricIdx = 0
     const metricType = getMetricType(metricIdx)
-
+    const result = metricResults?.[metricIdx]
     const variants = experiment.parameters?.feature_flag_variants?.map((variant) => variant.key) || []
     if (experiment.holdout) {
         variants.push(`holdout-${experiment.holdout.id}`)
@@ -25,7 +25,7 @@ export function CumulativeExposuresChart(): JSX.Element {
     if (metricType === InsightType.TRENDS) {
         query = {
             kind: NodeKind.InsightVizNode,
-            source: (experimentResults as CachedExperimentTrendsQueryResponse)?.exposure_query || {
+            source: (result as CachedExperimentTrendsQueryResponse)?.exposure_query || {
                 kind: NodeKind.TrendsQuery,
                 series: [],
                 interval: 'day',
diff --git a/frontend/src/scenes/experiments/ExperimentView/DataCollection.tsx b/frontend/src/scenes/experiments/ExperimentView/DataCollection.tsx
index 2463e1dd791a5..b22eb57b35d4b 100644
--- a/frontend/src/scenes/experiments/ExperimentView/DataCollection.tsx
+++ b/frontend/src/scenes/experiments/ExperimentView/DataCollection.tsx
@@ -32,7 +32,7 @@ export function DataCollection(): JSX.Element {
 
     const experimentProgressPercent =
         metricType === InsightType.FUNNELS
-            ? (funnelResultsPersonsTotal / recommendedSampleSize) * 100
+            ? (funnelResultsPersonsTotal(0) / recommendedSampleSize) * 100
             : (actualRunningTime / recommendedRunningTime) * 100
 
     const hasHighRunningTime = recommendedRunningTime > 62
@@ -109,7 +109,7 @@ export function DataCollection(): JSX.Element {
                                 <span>
                                     Saw&nbsp;
                                     <b>
-                                        {humanFriendlyNumber(funnelResultsPersonsTotal)} of{' '}
+                                        {humanFriendlyNumber(funnelResultsPersonsTotal(0))} of{' '}
                                         {humanFriendlyNumber(recommendedSampleSize)}{' '}
                                     </b>{' '}
                                     {formatUnitByQuantity(recommendedSampleSize, 'participant')}
diff --git a/frontend/src/scenes/experiments/ExperimentView/DistributionTable.tsx b/frontend/src/scenes/experiments/ExperimentView/DistributionTable.tsx
index b3c2962d95c55..caee718efb726 100644
--- a/frontend/src/scenes/experiments/ExperimentView/DistributionTable.tsx
+++ b/frontend/src/scenes/experiments/ExperimentView/DistributionTable.tsx
@@ -137,9 +137,11 @@ export function DistributionModal({ experimentId }: { experimentId: Experiment['
 
 export function DistributionTable(): JSX.Element {
     const { openDistributionModal } = useActions(experimentLogic)
-    const { experimentId, experiment, experimentResults } = useValues(experimentLogic)
+    const { experimentId, experiment, metricResults } = useValues(experimentLogic)
     const { reportExperimentReleaseConditionsViewed } = useActions(experimentLogic)
 
+    const result = metricResults?.[0]
+
     const onSelectElement = (variant: string): void => {
         LemonDialog.open({
             title: 'Select a domain',
@@ -166,7 +168,7 @@ export function DistributionTable(): JSX.Element {
             key: 'key',
             title: 'Variant',
             render: function Key(_, item): JSX.Element {
-                if (!experimentResults || !experimentResults.insight) {
+                if (!result || !result.insight) {
                     return <span className="font-semibold">{item.key}</span>
                 }
                 return <VariantTag experimentId={experimentId} variantKey={item.key} />
diff --git a/frontend/src/scenes/experiments/ExperimentView/ExperimentView.tsx b/frontend/src/scenes/experiments/ExperimentView/ExperimentView.tsx
index 75aa23d2f6284..9a9ad237665f4 100644
--- a/frontend/src/scenes/experiments/ExperimentView/ExperimentView.tsx
+++ b/frontend/src/scenes/experiments/ExperimentView/ExperimentView.tsx
@@ -25,9 +25,9 @@ import { Results } from './Results'
 import { SecondaryMetricsTable } from './SecondaryMetricsTable'
 
 const ResultsTab = (): JSX.Element => {
-    const { experiment, experimentResults, featureFlags } = useValues(experimentLogic)
-
-    const hasResultsInsight = experimentResults && experimentResults.insight
+    const { experiment, metricResults, featureFlags } = useValues(experimentLogic)
+    const result = metricResults?.[0]
+    const hasResultsInsight = result && result.insight
 
     return (
         <div className="space-y-8">
@@ -69,12 +69,12 @@ const VariantsTab = (): JSX.Element => {
 }
 
 export function ExperimentView(): JSX.Element {
-    const { experimentLoading, experimentResultsLoading, experimentId, experimentResults, tabKey, featureFlags } =
+    const { experimentLoading, metricResultsLoading, experimentId, metricResults, tabKey, featureFlags } =
         useValues(experimentLogic)
 
     const { setTabKey } = useActions(experimentLogic)
-
-    const hasResultsInsight = experimentResults && experimentResults.insight
+    const result = metricResults?.[0]
+    const hasResultsInsight = result && result.insight
 
     return (
         <>
@@ -85,7 +85,7 @@ export function ExperimentView(): JSX.Element {
                 ) : (
                     <>
                         <Info />
-                        {experimentResultsLoading ? (
+                        {metricResultsLoading ? (
                             <ExperimentLoadingAnimation />
                         ) : (
                             <>
diff --git a/frontend/src/scenes/experiments/ExperimentView/Overview.tsx b/frontend/src/scenes/experiments/ExperimentView/Overview.tsx
index 2095309364143..c8c44c8ea5c04 100644
--- a/frontend/src/scenes/experiments/ExperimentView/Overview.tsx
+++ b/frontend/src/scenes/experiments/ExperimentView/Overview.tsx
@@ -1,17 +1,29 @@
 import { useValues } from 'kea'
 
+import { CachedExperimentFunnelsQueryResponse, CachedExperimentTrendsQueryResponse } from '~/queries/schema'
+
 import { experimentLogic } from '../experimentLogic'
 import { VariantTag } from './components'
 
 export function Overview(): JSX.Element {
-    const { experimentId, experimentResults, getIndexForVariant, getHighestProbabilityVariant, areResultsSignificant } =
+    const { experimentId, metricResults, getIndexForVariant, getHighestProbabilityVariant, areResultsSignificant } =
         useValues(experimentLogic)
 
+    const result = metricResults?.[0]
+    if (!result) {
+        return <></>
+    }
+
     function WinningVariantText(): JSX.Element {
-        const highestProbabilityVariant = getHighestProbabilityVariant(experimentResults)
-        const index = getIndexForVariant(experimentResults, highestProbabilityVariant || '')
-        if (highestProbabilityVariant && index !== null && experimentResults) {
-            const { probability } = experimentResults
+        const highestProbabilityVariant = getHighestProbabilityVariant(
+            result as CachedExperimentFunnelsQueryResponse | CachedExperimentTrendsQueryResponse
+        )
+        const index = getIndexForVariant(
+            result as CachedExperimentFunnelsQueryResponse | CachedExperimentTrendsQueryResponse,
+            highestProbabilityVariant || ''
+        )
+        if (highestProbabilityVariant && index !== null && result) {
+            const { probability } = result
 
             return (
                 <div className="items-center inline-flex flex-wrap">
@@ -32,7 +44,9 @@ export function Overview(): JSX.Element {
         return (
             <div className="flex-wrap">
                 <span>Your results are&nbsp;</span>
-                <span className="font-semibold">{`${areResultsSignificant ? 'significant' : 'not significant'}`}.</span>
+                <span className="font-semibold">
+                    {`${areResultsSignificant(0) ? 'significant' : 'not significant'}`}.
+                </span>
             </div>
         )
     }
diff --git a/frontend/src/scenes/experiments/ExperimentView/Results.tsx b/frontend/src/scenes/experiments/ExperimentView/Results.tsx
index c4e7a4b05ed62..61574de1b3966 100644
--- a/frontend/src/scenes/experiments/ExperimentView/Results.tsx
+++ b/frontend/src/scenes/experiments/ExperimentView/Results.tsx
@@ -5,13 +5,17 @@ import { ResultsHeader, ResultsQuery } from './components'
 import { SummaryTable } from './SummaryTable'
 
 export function Results(): JSX.Element {
-    const { experimentResults } = useValues(experimentLogic)
+    const { metricResults } = useValues(experimentLogic)
+    const result = metricResults?.[0]
+    if (!result) {
+        return <></>
+    }
 
     return (
         <div>
             <ResultsHeader />
             <SummaryTable />
-            <ResultsQuery targetResults={experimentResults} showTable={true} />
+            <ResultsQuery targetResults={result} showTable={true} />
         </div>
     )
 }
diff --git a/frontend/src/scenes/experiments/ExperimentView/SecondaryMetricsTable.tsx b/frontend/src/scenes/experiments/ExperimentView/SecondaryMetricsTable.tsx
index 8369038f00cbb..7f5bcbabfa3a1 100644
--- a/frontend/src/scenes/experiments/ExperimentView/SecondaryMetricsTable.tsx
+++ b/frontend/src/scenes/experiments/ExperimentView/SecondaryMetricsTable.tsx
@@ -21,7 +21,7 @@ export function SecondaryMetricsTable({ experimentId }: { experimentId: Experime
     const [modalMetricIdx, setModalMetricIdx] = useState<number | null>(null)
 
     const {
-        experimentResults,
+        metricResults,
         secondaryMetricResultsLoading,
         experiment,
         getSecondaryMetricType,
@@ -65,7 +65,7 @@ export function SecondaryMetricsTable({ experimentId }: { experimentId: Experime
                 {
                     title: <div className="py-2">Variant</div>,
                     render: function Key(_, item: TabularSecondaryMetricResults): JSX.Element {
-                        if (!experimentResults || !experimentResults.insight) {
+                        if (!metricResults?.[0] || !metricResults?.[0].insight) {
                             return <span className="font-semibold">{item.variant}</span>
                         }
                         return (
diff --git a/frontend/src/scenes/experiments/ExperimentView/SummaryTable.tsx b/frontend/src/scenes/experiments/ExperimentView/SummaryTable.tsx
index 6150d4e7b7826..adb1bc9d69616 100644
--- a/frontend/src/scenes/experiments/ExperimentView/SummaryTable.tsx
+++ b/frontend/src/scenes/experiments/ExperimentView/SummaryTable.tsx
@@ -10,7 +10,6 @@ import { urls } from 'scenes/urls'
 
 import {
     FilterLogicalOperator,
-    FunnelExperimentVariant,
     InsightType,
     PropertyFilterType,
     PropertyOperator,
@@ -27,7 +26,7 @@ export function SummaryTable(): JSX.Element {
     const {
         experimentId,
         experiment,
-        experimentResults,
+        metricResults,
         tabularExperimentResults,
         getMetricType,
         exposureCountDataForVariant,
@@ -38,14 +37,14 @@ export function SummaryTable(): JSX.Element {
         credibleIntervalForVariant,
     } = useValues(experimentLogic)
     const metricType = getMetricType(0)
-
-    if (!experimentResults) {
+    const result = metricResults?.[0]
+    if (!result) {
         return <></>
     }
 
-    const winningVariant = getHighestProbabilityVariant(experimentResults)
+    const winningVariant = getHighestProbabilityVariant(result)
 
-    const columns: LemonTableColumns<TrendExperimentVariant | FunnelExperimentVariant> = [
+    const columns: LemonTableColumns<any> = [
         {
             key: 'variants',
             title: 'Variant',
@@ -64,14 +63,14 @@ export function SummaryTable(): JSX.Element {
             key: 'counts',
             title: (
                 <div className="flex">
-                    {experimentResults.insight?.[0] && 'action' in experimentResults.insight[0] && (
-                        <EntityFilterInfo filter={experimentResults.insight[0].action} />
+                    {result.insight?.[0] && 'action' in result.insight[0] && (
+                        <EntityFilterInfo filter={result.insight[0].action} />
                     )}
                     <span className="pl-1">{experimentMathAggregationForTrends() ? 'metric' : 'count'}</span>
                 </div>
             ),
             render: function Key(_, variant): JSX.Element {
-                const count = countDataForVariant(experimentResults, variant.key)
+                const count = countDataForVariant(result, variant.key)
                 if (!count) {
                     return <>—</>
                 }
@@ -83,7 +82,7 @@ export function SummaryTable(): JSX.Element {
             key: 'exposure',
             title: 'Exposure',
             render: function Key(_, variant): JSX.Element {
-                const exposure = exposureCountDataForVariant(experimentResults, variant.key)
+                const exposure = exposureCountDataForVariant(result, variant.key)
                 if (!exposure) {
                     return <>—</>
                 }
@@ -120,7 +119,7 @@ export function SummaryTable(): JSX.Element {
                     return <em>Baseline</em>
                 }
 
-                const controlVariant = (experimentResults.variants as TrendExperimentVariant[]).find(
+                const controlVariant = (result.variants as TrendExperimentVariant[]).find(
                     ({ key }) => key === 'control'
                 ) as TrendExperimentVariant
 
@@ -161,7 +160,7 @@ export function SummaryTable(): JSX.Element {
                     return <em>Baseline</em>
                 }
 
-                const credibleInterval = credibleIntervalForVariant(experimentResults || null, variant.key, metricType)
+                const credibleInterval = credibleIntervalForVariant(result || null, variant.key, metricType)
                 if (!credibleInterval) {
                     return <>—</>
                 }
@@ -181,7 +180,7 @@ export function SummaryTable(): JSX.Element {
             key: 'conversionRate',
             title: 'Conversion rate',
             render: function Key(_, item): JSX.Element {
-                const conversionRate = conversionRateForVariant(experimentResults, item.key)
+                const conversionRate = conversionRateForVariant(result, item.key)
                 if (!conversionRate) {
                     return <>—</>
                 }
@@ -204,8 +203,8 @@ export function SummaryTable(): JSX.Element {
                         return <em>Baseline</em>
                     }
 
-                    const controlConversionRate = conversionRateForVariant(experimentResults, 'control')
-                    const variantConversionRate = conversionRateForVariant(experimentResults, item.key)
+                    const controlConversionRate = conversionRateForVariant(result, 'control')
+                    const variantConversionRate = conversionRateForVariant(result, item.key)
 
                     if (!controlConversionRate || !variantConversionRate) {
                         return <>—</>
@@ -235,7 +234,7 @@ export function SummaryTable(): JSX.Element {
                         return <em>Baseline</em>
                     }
 
-                    const credibleInterval = credibleIntervalForVariant(experimentResults || null, item.key, metricType)
+                    const credibleInterval = credibleIntervalForVariant(result || null, item.key, metricType)
                     if (!credibleInterval) {
                         return <>—</>
                     }
@@ -254,15 +253,13 @@ export function SummaryTable(): JSX.Element {
         key: 'winProbability',
         title: 'Win probability',
         sorter: (a, b) => {
-            const aPercentage = (experimentResults?.probability?.[a.key] || 0) * 100
-            const bPercentage = (experimentResults?.probability?.[b.key] || 0) * 100
+            const aPercentage = (result?.probability?.[a.key] || 0) * 100
+            const bPercentage = (result?.probability?.[b.key] || 0) * 100
             return aPercentage - bPercentage
         },
         render: function Key(_, item): JSX.Element {
             const variantKey = item.key
-            const percentage =
-                experimentResults?.probability?.[variantKey] != undefined &&
-                experimentResults.probability?.[variantKey] * 100
+            const percentage = result?.probability?.[variantKey] != undefined && result.probability?.[variantKey] * 100
             const isWinning = variantKey === winningVariant
 
             return (
@@ -351,7 +348,7 @@ export function SummaryTable(): JSX.Element {
 
     return (
         <div className="mb-4">
-            <LemonTable loading={false} columns={columns} dataSource={tabularExperimentResults} />
+            <LemonTable loading={false} columns={columns} dataSource={tabularExperimentResults(0)} />
         </div>
     )
 }
diff --git a/frontend/src/scenes/experiments/ExperimentView/components.tsx b/frontend/src/scenes/experiments/ExperimentView/components.tsx
index 9e5bfb7c2c4b0..87885a3761b79 100644
--- a/frontend/src/scenes/experiments/ExperimentView/components.tsx
+++ b/frontend/src/scenes/experiments/ExperimentView/components.tsx
@@ -62,7 +62,11 @@ export function VariantTag({
     muted?: boolean
     fontSize?: number
 }): JSX.Element {
-    const { experiment, experimentResults, getIndexForVariant } = useValues(experimentLogic({ experimentId }))
+    const { experiment, getIndexForVariant, metricResults } = useValues(experimentLogic({ experimentId }))
+
+    if (!metricResults) {
+        return <></>
+    }
 
     if (experiment.holdout && variantKey === `holdout-${experiment.holdout_id}`) {
         return (
@@ -71,7 +75,7 @@ export function VariantTag({
                     className="w-2 h-2 rounded-full mr-0.5"
                     // eslint-disable-next-line react/forbid-dom-props
                     style={{
-                        backgroundColor: getExperimentInsightColour(getIndexForVariant(experimentResults, variantKey)),
+                        backgroundColor: getExperimentInsightColour(getIndexForVariant(metricResults[0], variantKey)),
                     }}
                 />
                 <LemonTag type="option">{experiment.holdout.name}</LemonTag>
@@ -85,7 +89,7 @@ export function VariantTag({
                 className="w-2 h-2 rounded-full mr-0.5"
                 // eslint-disable-next-line react/forbid-dom-props
                 style={{
-                    backgroundColor: getExperimentInsightColour(getIndexForVariant(experimentResults, variantKey)),
+                    backgroundColor: getExperimentInsightColour(getIndexForVariant(metricResults[0], variantKey)),
                 }}
             />
             <span
@@ -99,15 +103,15 @@ export function VariantTag({
     )
 }
 
-export function ResultsTag(): JSX.Element {
+export function ResultsTag({ metricIndex = 0 }: { metricIndex?: number }): JSX.Element {
     const { areResultsSignificant, significanceDetails } = useValues(experimentLogic)
-    const result: { color: LemonTagType; label: string } = areResultsSignificant
+    const result: { color: LemonTagType; label: string } = areResultsSignificant(metricIndex)
         ? { color: 'success', label: 'Significant' }
         : { color: 'primary', label: 'Not significant' }
 
-    if (significanceDetails) {
+    if (significanceDetails(metricIndex)) {
         return (
-            <Tooltip title={significanceDetails}>
+            <Tooltip title={significanceDetails(metricIndex)}>
                 <LemonTag className="cursor-pointer" type={result.color}>
                     <b className="uppercase">{result.label}</b>
                 </LemonTag>
@@ -205,8 +209,15 @@ export function ResultsQuery({
     )
 }
 
-export function ExploreButton({ icon = <IconAreaChart /> }: { icon?: JSX.Element }): JSX.Element {
-    const { experimentResults, experiment, featureFlags } = useValues(experimentLogic)
+export function ExploreButton({
+    icon = <IconAreaChart />,
+    metricIndex = 0,
+}: {
+    icon?: JSX.Element
+    metricIndex?: number
+}): JSX.Element {
+    const { metricResults, experiment, featureFlags } = useValues(experimentLogic)
+    const result = metricResults?.[metricIndex]
 
     // keep in sync with https://github.com/PostHog/posthog/blob/master/ee/clickhouse/queries/experiments/funnel_experiment_result.py#L71
     // :TRICKY: In the case of no results, we still want users to explore the query, so they can debug further.
@@ -223,7 +234,7 @@ export function ExploreButton({ icon = <IconAreaChart /> }: { icon?: JSX.Element
 
     let query: InsightVizNode
     if (featureFlags[FEATURE_FLAGS.EXPERIMENTS_HOGQL]) {
-        const newQueryResults = experimentResults as unknown as
+        const newQueryResults = result as unknown as
             | CachedExperimentTrendsQueryResponse
             | CachedExperimentFunnelsQueryResponse
 
@@ -237,7 +248,7 @@ export function ExploreButton({ icon = <IconAreaChart /> }: { icon?: JSX.Element
             source: source as InsightQueryNode,
         }
     } else {
-        const oldQueryResults = experimentResults as ExperimentResults['result']
+        const oldQueryResults = result as unknown as ExperimentResults['result']
 
         if (!oldQueryResults?.filters) {
             return <></>
@@ -272,7 +283,9 @@ export function ExploreButton({ icon = <IconAreaChart /> }: { icon?: JSX.Element
 }
 
 export function ResultsHeader(): JSX.Element {
-    const { experimentResults } = useValues(experimentLogic)
+    const { metricResults } = useValues(experimentLogic)
+
+    const result = metricResults?.[0]
 
     return (
         <div className="flex">
@@ -284,16 +297,17 @@ export function ResultsHeader(): JSX.Element {
             </div>
 
             <div className="w-1/2 flex flex-col justify-end">
-                <div className="ml-auto">{experimentResults && <ExploreButton />}</div>
+                <div className="ml-auto">{result && <ExploreButton />}</div>
             </div>
         </div>
     )
 }
 
-export function NoResultsEmptyState(): JSX.Element {
+export function NoResultsEmptyState({ metricIndex = 0 }: { metricIndex?: number }): JSX.Element {
     type ErrorCode = 'no-events' | 'no-flag-info' | 'no-control-variant' | 'no-test-variant'
 
-    const { experimentResultsLoading, experimentResultCalculationError } = useValues(experimentLogic)
+    const { metricResultsLoading, primaryMetricsResultErrors } = useValues(experimentLogic)
+    const metricError = primaryMetricsResultErrors?.[metricIndex]
 
     function ChecklistItem({ errorCode, value }: { errorCode: ErrorCode; value: boolean }): JSX.Element {
         const failureText = {
@@ -327,28 +341,25 @@ export function NoResultsEmptyState(): JSX.Element {
         )
     }
 
-    if (experimentResultsLoading) {
+    if (metricResultsLoading) {
         return <></>
     }
 
     // Validation errors return 400 and are rendered as a checklist
-    if (experimentResultCalculationError?.statusCode === 400) {
-        let parsedDetail: Record<ErrorCode, boolean>
-        try {
-            parsedDetail = JSON.parse(experimentResultCalculationError.detail)
-        } catch (error) {
+    if (metricError?.statusCode === 400) {
+        if (!metricError.hasDiagnostics) {
             return (
                 <div className="border rounded bg-bg-light p-4">
                     <div className="font-semibold leading-tight text-base text-current">
                         Experiment results could not be calculated
                     </div>
-                    <div className="mt-2">{experimentResultCalculationError.detail}</div>
+                    <div className="mt-2">{metricError.detail}</div>
                 </div>
             )
         }
 
         const checklistItems = []
-        for (const [errorCode, value] of Object.entries(parsedDetail)) {
+        for (const [errorCode, value] of Object.entries(metricError.detail as Record<ErrorCode, boolean>)) {
             checklistItems.push(<ChecklistItem key={errorCode} errorCode={errorCode as ErrorCode} value={value} />)
         }
 
@@ -377,14 +388,14 @@ export function NoResultsEmptyState(): JSX.Element {
         )
     }
 
-    if (experimentResultCalculationError?.statusCode === 504) {
+    if (metricError?.statusCode === 504) {
         return (
             <div>
                 <div className="border rounded bg-bg-light py-10">
                     <div className="flex flex-col items-center mx-auto text-muted space-y-2">
                         <IconArchive className="text-4xl text-secondary-3000" />
                         <h2 className="text-xl font-semibold leading-tight">Experiment results timed out</h2>
-                        {!!experimentResultCalculationError && (
+                        {!!metricError && (
                             <div className="text-sm text-center text-balance">
                                 This may occur when the experiment has a large amount of data or is particularly
                                 complex. We are actively working on fixing this. In the meantime, please try refreshing
@@ -404,11 +415,7 @@ export function NoResultsEmptyState(): JSX.Element {
                 <div className="flex flex-col items-center mx-auto text-muted space-y-2">
                     <IconArchive className="text-4xl text-secondary-3000" />
                     <h2 className="text-xl font-semibold leading-tight">Experiment results could not be calculated</h2>
-                    {!!experimentResultCalculationError && (
-                        <div className="text-sm text-center text-balance">
-                            {experimentResultCalculationError.detail}
-                        </div>
-                    )}
+                    {!!metricError && <div className="text-sm text-center text-balance">{metricError.detail}</div>}
                 </div>
             </div>
         </div>
@@ -464,7 +471,7 @@ export function PageHeaderCustom(): JSX.Element {
         launchExperiment,
         endExperiment,
         archiveExperiment,
-        loadExperimentResults,
+        loadMetricResults,
         loadSecondaryMetricResults,
         createExposureCohort,
         openShipVariantModal,
@@ -505,7 +512,7 @@ export function PageHeaderCustom(): JSX.Element {
                                                 {exposureCohortId ? 'View' : 'Create'} exposure cohort
                                             </LemonButton>
                                             <LemonButton
-                                                onClick={() => loadExperimentResults(true)}
+                                                onClick={() => loadMetricResults(true)}
                                                 fullWidth
                                                 data-attr="refresh-experiment"
                                             >
@@ -588,7 +595,7 @@ export function PageHeaderCustom(): JSX.Element {
                         </div>
                     )}
                     {featureFlags[FEATURE_FLAGS.EXPERIMENT_MAKE_DECISION] &&
-                        areResultsSignificant &&
+                        areResultsSignificant(0) &&
                         !isSingleVariantShipped && (
                             <>
                                 <Tooltip title="Choose a variant and roll it out to all users">
@@ -615,7 +622,7 @@ export function ShipVariantModal({ experimentId }: { experimentId: Experiment['i
     const { aggregationLabel } = useValues(groupsModel)
 
     const [selectedVariantKey, setSelectedVariantKey] = useState<string | null>()
-    useEffect(() => setSelectedVariantKey(sortedWinProbabilities[0]?.key), [sortedWinProbabilities])
+    useEffect(() => setSelectedVariantKey(sortedWinProbabilities(0)[0]?.key), [sortedWinProbabilities(0)])
 
     const aggregationTargetName =
         experiment.filters.aggregation_group_type_index != null
@@ -656,12 +663,12 @@ export function ShipVariantModal({ experimentId }: { experimentId: Experiment['i
                             data-attr="metrics-selector"
                             value={selectedVariantKey}
                             onChange={(variantKey) => setSelectedVariantKey(variantKey)}
-                            options={sortedWinProbabilities.map(({ key }) => ({
+                            options={sortedWinProbabilities(0).map(({ key }) => ({
                                 value: key,
                                 label: (
                                     <div className="space-x-2 inline-flex">
                                         <VariantTag experimentId={experimentId} variantKey={key} />
-                                        {key === sortedWinProbabilities[0]?.key && (
+                                        {key === sortedWinProbabilities(0)[0]?.key && (
                                             <LemonTag type="success">
                                                 <b className="uppercase">Winning</b>
                                             </LemonTag>
@@ -693,9 +700,9 @@ export function ActionBanner(): JSX.Element {
     const {
         experiment,
         getMetricType,
-        experimentResults,
+        metricResults,
         experimentLoading,
-        experimentResultsLoading,
+        metricResultsLoading,
         isExperimentRunning,
         areResultsSignificant,
         isExperimentStopped,
@@ -706,6 +713,7 @@ export function ActionBanner(): JSX.Element {
         featureFlags,
     } = useValues(experimentLogic)
 
+    const result = metricResults?.[0]
     const { archiveExperiment } = useActions(experimentLogic)
 
     const { aggregationLabel } = useValues(groupsModel)
@@ -720,7 +728,7 @@ export function ActionBanner(): JSX.Element {
     const recommendedRunningTime = experiment?.parameters?.recommended_running_time || 1
     const recommendedSampleSize = experiment?.parameters?.recommended_sample_size || 100
 
-    if (!experiment || experimentLoading || experimentResultsLoading) {
+    if (!experiment || experimentLoading || metricResultsLoading) {
         return <></>
     }
 
@@ -766,12 +774,12 @@ export function ActionBanner(): JSX.Element {
     }
 
     // Running, results present, not significant
-    if (isExperimentRunning && experimentResults && !isExperimentStopped && !areResultsSignificant) {
+    if (isExperimentRunning && result && !isExperimentStopped && !areResultsSignificant(0)) {
         // Results insignificant, but a large enough sample/running time has been achieved
         // Further collection unlikely to change the result -> recommmend cutting the losses
         if (
             metricType === InsightType.FUNNELS &&
-            funnelResultsPersonsTotal > Math.max(recommendedSampleSize, 500) &&
+            funnelResultsPersonsTotal(0) > Math.max(recommendedSampleSize, 500) &&
             dayjs().diff(experiment.start_date, 'day') > 2 // at least 2 days running
         ) {
             return (
@@ -800,9 +808,9 @@ export function ActionBanner(): JSX.Element {
     }
 
     // Running, results significant
-    if (isExperimentRunning && !isExperimentStopped && areResultsSignificant && experimentResults) {
-        const { probability } = experimentResults
-        const winningVariant = getHighestProbabilityVariant(experimentResults)
+    if (isExperimentRunning && !isExperimentStopped && areResultsSignificant(0) && result) {
+        const { probability } = result
+        const winningVariant = getHighestProbabilityVariant(result)
         if (!winningVariant) {
             return <></>
         }
@@ -812,7 +820,7 @@ export function ActionBanner(): JSX.Element {
         // Win probability only slightly over 0.9 and the recommended sample/time just met -> proceed with caution
         if (
             metricType === InsightType.FUNNELS &&
-            funnelResultsPersonsTotal < recommendedSampleSize + 50 &&
+            funnelResultsPersonsTotal(0) < recommendedSampleSize + 50 &&
             winProbability < 0.93
         ) {
             return (
@@ -848,7 +856,7 @@ export function ActionBanner(): JSX.Element {
     }
 
     // Stopped, results significant
-    if (isExperimentStopped && areResultsSignificant) {
+    if (isExperimentStopped && areResultsSignificant(0)) {
         return (
             <LemonBanner type="success" className="mt-4">
                 You have stopped this experiment, and it is no longer collecting data. With significant results in hand,
@@ -866,7 +874,7 @@ export function ActionBanner(): JSX.Element {
     }
 
     // Stopped, results not significant
-    if (isExperimentStopped && experimentResults && !areResultsSignificant) {
+    if (isExperimentStopped && result && !areResultsSignificant(0)) {
         return (
             <LemonBanner type="info" className="mt-4">
                 You have stopped this experiment, and it is no longer collecting data. Because your results are not
diff --git a/frontend/src/scenes/experiments/experimentLogic.tsx b/frontend/src/scenes/experiments/experimentLogic.tsx
index 6094de7721879..42f6b2cd37652 100644
--- a/frontend/src/scenes/experiments/experimentLogic.tsx
+++ b/frontend/src/scenes/experiments/experimentLogic.tsx
@@ -1,4 +1,3 @@
-import { IconInfo } from '@posthog/icons'
 import { actions, connect, kea, key, listeners, path, props, reducers, selectors } from 'kea'
 import { forms } from 'kea-forms'
 import { loaders } from 'kea-loaders'
@@ -8,11 +7,9 @@ import { EXPERIMENT_DEFAULT_DURATION, FunnelLayout } from 'lib/constants'
 import { FEATURE_FLAGS } from 'lib/constants'
 import { dayjs } from 'lib/dayjs'
 import { lemonToast } from 'lib/lemon-ui/LemonToast/LemonToast'
-import { Tooltip } from 'lib/lemon-ui/Tooltip'
 import { featureFlagLogic } from 'lib/logic/featureFlagLogic'
 import { hasFormErrors, toParams } from 'lib/utils'
 import { eventUsageLogic } from 'lib/utils/eventUsageLogic'
-import { ReactElement } from 'react'
 import { validateFeatureFlagKey } from 'scenes/feature-flags/featureFlagLogic'
 import { funnelDataLogic } from 'scenes/funnels/funnelDataLogic'
 import { insightDataLogic } from 'scenes/insights/insightDataLogic'
@@ -31,6 +28,7 @@ import {
     CachedExperimentFunnelsQueryResponse,
     CachedExperimentTrendsQueryResponse,
     ExperimentFunnelsQuery,
+    ExperimentSignificanceCode,
     ExperimentTrendsQuery,
     NodeKind,
 } from '~/queries/schema'
@@ -55,7 +53,6 @@ import {
     ProductKey,
     PropertyMathType,
     SecondaryMetricResults,
-    SignificanceCode,
     TrendExperimentVariant,
     TrendResult,
     TrendsFilterType,
@@ -177,7 +174,6 @@ export const experimentLogic = kea<experimentLogicType>([
         setExperimentType: (type?: string) => ({ type }),
         removeExperimentGroup: (idx: number) => ({ idx }),
         setEditExperiment: (editing: boolean) => ({ editing }),
-        setExperimentResultCalculationError: (error: ExperimentResultCalculationError) => ({ error }),
         setFlagImplementationWarning: (warning: boolean) => ({ warning }),
         setExposureAndSampleSize: (exposure: number, sampleSize: number) => ({ exposure, sampleSize }),
         updateExperimentGoal: (filters: Partial<FilterType>) => ({ filters }),
@@ -420,12 +416,6 @@ export const experimentLogic = kea<experimentLogicType>([
                 setEditExperiment: (_, { editing }) => editing,
             },
         ],
-        experimentResultCalculationError: [
-            null as ExperimentResultCalculationError | null,
-            {
-                setExperimentResultCalculationError: (_, { error }) => error,
-            },
-        ],
         flagImplementationWarning: [
             false as boolean,
             {
@@ -597,10 +587,7 @@ export const experimentLogic = kea<experimentLogicType>([
             experiment && actions.reportExperimentViewed(experiment)
 
             if (experiment?.start_date) {
-                actions.loadExperimentResults()
-                if (values.featureFlags[FEATURE_FLAGS.EXPERIMENTS_MULTIPLE_METRICS]) {
-                    actions.loadMetricResults()
-                }
+                actions.loadMetricResults()
                 actions.loadSecondaryMetricResults()
             }
         },
@@ -618,7 +605,7 @@ export const experimentLogic = kea<experimentLogicType>([
             actions.updateExperiment({ end_date: endDate.toISOString() })
             const duration = endDate.diff(values.experiment?.start_date, 'second')
             values.experiment &&
-                actions.reportExperimentCompleted(values.experiment, endDate, duration, values.areResultsSignificant)
+                actions.reportExperimentCompleted(values.experiment, endDate, duration, values.areResultsSignificant(0))
         },
         archiveExperiment: async () => {
             actions.updateExperiment({ archived: true })
@@ -683,13 +670,11 @@ export const experimentLogic = kea<experimentLogicType>([
         resetRunningExperiment: async () => {
             actions.updateExperiment({ start_date: null, end_date: null, archived: false })
             values.experiment && actions.reportExperimentReset(values.experiment)
-
-            actions.loadExperimentResultsSuccess(null)
             actions.loadSecondaryMetricResultsSuccess([])
         },
         updateExperimentSuccess: async ({ experiment }) => {
             actions.updateExperiments(experiment)
-            actions.loadExperimentResults()
+            actions.loadMetricResults()
             actions.loadSecondaryMetricResults()
         },
         setExperiment: async ({ experiment }) => {
@@ -838,66 +823,6 @@ export const experimentLogic = kea<experimentLogicType>([
                 return response
             },
         },
-        experimentResults: [
-            null as
-                | ExperimentResults['result']
-                | CachedExperimentTrendsQueryResponse
-                | CachedExperimentFunnelsQueryResponse
-                | null,
-            {
-                loadExperimentResults: async (
-                    refresh?: boolean
-                ): Promise<
-                    | ExperimentResults['result']
-                    | CachedExperimentTrendsQueryResponse
-                    | CachedExperimentFunnelsQueryResponse
-                    | null
-                > => {
-                    try {
-                        // :FLAG: CLEAN UP AFTER MIGRATION
-                        if (values.featureFlags[FEATURE_FLAGS.EXPERIMENTS_HOGQL]) {
-                            // Queries are shareable, so we need to set the experiment_id for the backend to correctly associate the query with the experiment
-                            const queryWithExperimentId = {
-                                ...values.experiment.metrics[0],
-                                experiment_id: values.experimentId,
-                            }
-                            if (values.featureFlags[FEATURE_FLAGS.EXPERIMENT_STATS_V2]) {
-                                queryWithExperimentId.stats_version = 2
-                            }
-
-                            const response = await performQuery(queryWithExperimentId, undefined, refresh)
-
-                            return {
-                                ...response,
-                                fakeInsightId: Math.random().toString(36).substring(2, 15),
-                            } as unknown as CachedExperimentTrendsQueryResponse | CachedExperimentFunnelsQueryResponse
-                        }
-
-                        const refreshParam = refresh ? '?refresh=true' : ''
-                        const response: ExperimentResults = await api.get(
-                            `api/projects/${values.currentProjectId}/experiments/${values.experimentId}/results${refreshParam}`
-                        )
-                        return {
-                            ...response.result,
-                            fakeInsightId: Math.random().toString(36).substring(2, 15),
-                            last_refresh: response.last_refresh,
-                        }
-                    } catch (error: any) {
-                        let errorDetail = error.detail
-                        // :HANDLE FLAG: CLEAN UP AFTER MIGRATION
-                        if (values.featureFlags[FEATURE_FLAGS.EXPERIMENTS_HOGQL]) {
-                            const errorDetailMatch = error.detail.match(/\{.*\}/)
-                            errorDetail = errorDetailMatch ? errorDetailMatch[0] : error.detail
-                        }
-                        actions.setExperimentResultCalculationError({ detail: errorDetail, statusCode: error.status })
-                        if (error.status === 504) {
-                            actions.reportExperimentResultsLoadingTimeout(values.experimentId)
-                        }
-                        return null
-                    }
-                },
-            },
-        ],
         metricResults: [
             null as (CachedExperimentTrendsQueryResponse | CachedExperimentFunnelsQueryResponse | null)[] | null,
             {
@@ -1184,83 +1109,40 @@ export const experimentLogic = kea<experimentLogicType>([
             },
         ],
         areResultsSignificant: [
-            (s) => [s.experimentResults],
-            (experimentResults): boolean => {
-                return experimentResults?.significant || false
-            },
-        ],
-        // TODO: remove with the old UI
-        significanceBannerDetails: [
-            (s) => [s.experimentResults],
-            (experimentResults): string | ReactElement => {
-                if (experimentResults?.significance_code === SignificanceCode.HighLoss) {
-                    return (
-                        <>
-                            This is because the expected loss in conversion is greater than 1%
-                            <Tooltip
-                                placement="right"
-                                title={
-                                    <>Current value is {((experimentResults?.expected_loss || 0) * 100)?.toFixed(2)}%</>
-                                }
-                            >
-                                <IconInfo className="ml-1 text-muted text-xl" />
-                            </Tooltip>
-                            .
-                        </>
-                    )
-                }
-
-                if (experimentResults?.significance_code === SignificanceCode.HighPValue) {
-                    return (
-                        <>
-                            This is because the p value is greater than 0.05
-                            <Tooltip
-                                placement="right"
-                                title={<>Current value is {experimentResults?.p_value?.toFixed(3) || 1}.</>}
-                            >
-                                <IconInfo className="ml-1 text-muted text-xl" />
-                            </Tooltip>
-                            .
-                        </>
-                    )
-                }
-
-                if (experimentResults?.significance_code === SignificanceCode.LowWinProbability) {
-                    return 'This is because the win probability of all test variants combined is less than 90%.'
-                }
-
-                if (experimentResults?.significance_code === SignificanceCode.NotEnoughExposure) {
-                    return 'This is because we need at least 100 people per variant to declare significance.'
-                }
-
-                return ''
-            },
+            (s) => [s.metricResults],
+            (metricResults: (CachedExperimentFunnelsQueryResponse | CachedExperimentTrendsQueryResponse | null)[]) =>
+                (metricIndex: number = 0): boolean => {
+                    return metricResults?.[metricIndex]?.significant || false
+                },
         ],
         significanceDetails: [
-            (s) => [s.experimentResults],
-            (experimentResults): string => {
-                if (experimentResults?.significance_code === SignificanceCode.HighLoss) {
-                    return `This is because the expected loss in conversion is greater than 1% (current value is ${(
-                        (experimentResults?.expected_loss || 0) * 100
-                    )?.toFixed(2)}%).`
-                }
+            (s) => [s.metricResults],
+            (metricResults: (CachedExperimentFunnelsQueryResponse | CachedExperimentTrendsQueryResponse | null)[]) =>
+                (metricIndex: number = 0): string => {
+                    const results = metricResults?.[metricIndex]
+
+                    if (results?.significance_code === ExperimentSignificanceCode.HighLoss) {
+                        return `This is because the expected loss in conversion is greater than 1% (current value is ${(
+                            (results as CachedExperimentFunnelsQueryResponse)?.expected_loss || 0
+                        )?.toFixed(2)}%).`
+                    }
 
-                if (experimentResults?.significance_code === SignificanceCode.HighPValue) {
-                    return `This is because the p value is greater than 0.05 (current value is ${
-                        experimentResults?.p_value?.toFixed(3) || 1
-                    }).`
-                }
+                    if (results?.significance_code === ExperimentSignificanceCode.HighPValue) {
+                        return `This is because the p value is greater than 0.05 (current value is ${
+                            (results as CachedExperimentTrendsQueryResponse)?.p_value?.toFixed(3) || 1
+                        }).`
+                    }
 
-                if (experimentResults?.significance_code === SignificanceCode.LowWinProbability) {
-                    return 'This is because the win probability of all test variants combined is less than 90%.'
-                }
+                    if (results?.significance_code === ExperimentSignificanceCode.LowWinProbability) {
+                        return 'This is because the win probability of all test variants combined is less than 90%.'
+                    }
 
-                if (experimentResults?.significance_code === SignificanceCode.NotEnoughExposure) {
-                    return 'This is because we need at least 100 people per variant to declare significance.'
-                }
+                    if (results?.significance_code === ExperimentSignificanceCode.NotEnoughExposure) {
+                        return 'This is because we need at least 100 people per variant to declare significance.'
+                    }
 
-                return ''
-            },
+                    return ''
+                },
         ],
         recommendedSampleSize: [
             (s) => [s.conversionMetrics, s.minimumSampleSizePerVariant, s.variants],
@@ -1350,17 +1232,17 @@ export const experimentLogic = kea<experimentLogicType>([
             () => [],
             () =>
                 (
-                    experimentResults:
+                    metricResult:
                         | Partial<ExperimentResults['result']>
                         | CachedExperimentFunnelsQueryResponse
                         | CachedExperimentTrendsQueryResponse
                         | null,
                     variantKey: string
                 ): number | null => {
-                    if (!experimentResults || !experimentResults.insight) {
+                    if (!metricResult || !metricResult.insight) {
                         return null
                     }
-                    const variantResults = (experimentResults.insight as FunnelStep[][]).find(
+                    const variantResults = (metricResult.insight as FunnelStep[][]).find(
                         (variantFunnel: FunnelStep[]) => {
                             const breakdownValue = variantFunnel[0]?.breakdown_value
                             return Array.isArray(breakdownValue) && breakdownValue[0] === variantKey
@@ -1377,7 +1259,7 @@ export const experimentLogic = kea<experimentLogicType>([
             () => [],
             () =>
                 (
-                    experimentResults:
+                    metricResult:
                         | Partial<ExperimentResults['result']>
                         | CachedSecondaryMetricExperimentFunnelsQueryResponse
                         | CachedSecondaryMetricExperimentTrendsQueryResponse
@@ -1385,13 +1267,13 @@ export const experimentLogic = kea<experimentLogicType>([
                     variantKey: string,
                     metricType: InsightType
                 ): [number, number] | null => {
-                    const credibleInterval = experimentResults?.credible_intervals?.[variantKey]
+                    const credibleInterval = metricResult?.credible_intervals?.[variantKey]
                     if (!credibleInterval) {
                         return null
                     }
 
                     if (metricType === InsightType.FUNNELS) {
-                        const controlVariant = (experimentResults.variants as FunnelExperimentVariant[]).find(
+                        const controlVariant = (metricResult.variants as FunnelExperimentVariant[]).find(
                             ({ key }) => key === 'control'
                         ) as FunnelExperimentVariant
                         const controlConversionRate =
@@ -1408,7 +1290,7 @@ export const experimentLogic = kea<experimentLogicType>([
                         return [lowerBound, upperBound]
                     }
 
-                    const controlVariant = (experimentResults.variants as TrendExperimentVariant[]).find(
+                    const controlVariant = (metricResult.variants as TrendExperimentVariant[]).find(
                         ({ key }) => key === 'control'
                     ) as TrendExperimentVariant
 
@@ -1425,7 +1307,7 @@ export const experimentLogic = kea<experimentLogicType>([
             (s) => [s.getMetricType],
             (getMetricType) =>
                 (
-                    experimentResults:
+                    metricResult:
                         | Partial<ExperimentResults['result']>
                         | CachedExperimentTrendsQueryResponse
                         | CachedExperimentFunnelsQueryResponse
@@ -1434,14 +1316,14 @@ export const experimentLogic = kea<experimentLogicType>([
                 ): number | null => {
                     // Ensures we get the right index from results, so the UI can
                     // display the right colour for the variant
-                    if (!experimentResults || !experimentResults.insight) {
+                    if (!metricResult || !metricResult.insight) {
                         return null
                     }
 
                     let index = -1
                     if (getMetricType(0) === InsightType.FUNNELS) {
                         // Funnel Insight is displayed in order of decreasing count
-                        index = (Array.isArray(experimentResults.insight) ? [...experimentResults.insight] : [])
+                        index = (Array.isArray(metricResult.insight) ? [...metricResult.insight] : [])
                             .sort((a, b) => {
                                 const aCount = (a && Array.isArray(a) && a[0]?.count) || 0
                                 const bCount = (b && Array.isArray(b) && b[0]?.count) || 0
@@ -1455,7 +1337,7 @@ export const experimentLogic = kea<experimentLogicType>([
                                 return Array.isArray(breakdownValue) && breakdownValue[0] === variant
                             })
                     } else {
-                        index = (experimentResults.insight as TrendResult[]).findIndex(
+                        index = (metricResult.insight as TrendResult[]).findIndex(
                             (variantTrend: TrendResult) => variantTrend.breakdown_value === variant
                         )
                     }
@@ -1471,7 +1353,7 @@ export const experimentLogic = kea<experimentLogicType>([
             (s) => [s.experimentMathAggregationForTrends],
             (experimentMathAggregationForTrends) =>
                 (
-                    experimentResults:
+                    metricResult:
                         | Partial<ExperimentResults['result']>
                         | CachedExperimentTrendsQueryResponse
                         | CachedExperimentFunnelsQueryResponse
@@ -1480,10 +1362,10 @@ export const experimentLogic = kea<experimentLogicType>([
                     type: 'primary' | 'secondary' = 'primary'
                 ): number | null => {
                     const usingMathAggregationType = type === 'primary' ? experimentMathAggregationForTrends() : false
-                    if (!experimentResults || !experimentResults.insight) {
+                    if (!metricResult || !metricResult.insight) {
                         return null
                     }
-                    const variantResults = (experimentResults.insight as TrendResult[]).find(
+                    const variantResults = (metricResult.insight as TrendResult[]).find(
                         (variantTrend: TrendResult) => variantTrend.breakdown_value === variant
                     )
                     if (!variantResults) {
@@ -1521,17 +1403,17 @@ export const experimentLogic = kea<experimentLogicType>([
             () => [],
             () =>
                 (
-                    experimentResults:
+                    metricResult:
                         | Partial<ExperimentResults['result']>
                         | CachedExperimentTrendsQueryResponse
                         | CachedExperimentFunnelsQueryResponse
                         | null,
                     variant: string
                 ): number | null => {
-                    if (!experimentResults || !experimentResults.variants) {
+                    if (!metricResult || !metricResult.variants) {
                         return null
                     }
-                    const variantResults = (experimentResults.variants as TrendExperimentVariant[]).find(
+                    const variantResults = (metricResult.variants as TrendExperimentVariant[]).find(
                         (variantTrend: TrendExperimentVariant) => variantTrend.key === variant
                     )
                     if (!variantResults || !variantResults.absolute_exposure) {
@@ -1561,58 +1443,50 @@ export const experimentLogic = kea<experimentLogicType>([
                     }
                 },
         ],
-        sortedExperimentResultVariants: [
-            (s) => [s.experimentResults, s.experiment],
-            (experimentResults, experiment): string[] => {
-                if (experimentResults) {
-                    const sortedResults = Object.keys(experimentResults.probability).sort(
-                        (a, b) => experimentResults.probability[b] - experimentResults.probability[a]
-                    )
-
-                    experiment?.parameters?.feature_flag_variants?.forEach((variant) => {
-                        if (!sortedResults.includes(variant.key)) {
-                            sortedResults.push(variant.key)
-                        }
-                    })
-                    return sortedResults
-                }
-                return []
-            },
-        ],
         tabularExperimentResults: [
-            (s) => [s.experiment, s.experimentResults, s.getMetricType],
-            (experiment, experimentResults, getMetricType): any => {
-                const tabularResults = []
-                const metricType = getMetricType(0)
-
-                if (experimentResults) {
-                    for (const variantObj of experimentResults.variants) {
-                        if (metricType === InsightType.FUNNELS) {
-                            const { key, success_count, failure_count } = variantObj as FunnelExperimentVariant
-                            tabularResults.push({ key, success_count, failure_count })
-                        } else if (metricType === InsightType.TRENDS) {
-                            const { key, count, exposure, absolute_exposure } = variantObj as TrendExperimentVariant
-                            tabularResults.push({ key, count, exposure, absolute_exposure })
+            (s) => [s.experiment, s.metricResults, s.getMetricType],
+            (
+                    experiment,
+                    metricResults: (
+                        | CachedExperimentFunnelsQueryResponse
+                        | CachedExperimentTrendsQueryResponse
+                        | null
+                    )[],
+                    getMetricType
+                ) =>
+                (metricIndex: number = 0): any[] => {
+                    const tabularResults = []
+                    const metricType = getMetricType(metricIndex)
+                    const result = metricResults?.[metricIndex]
+
+                    if (result) {
+                        for (const variantObj of result.variants) {
+                            if (metricType === InsightType.FUNNELS) {
+                                const { key, success_count, failure_count } = variantObj as FunnelExperimentVariant
+                                tabularResults.push({ key, success_count, failure_count })
+                            } else if (metricType === InsightType.TRENDS) {
+                                const { key, count, exposure, absolute_exposure } = variantObj as TrendExperimentVariant
+                                tabularResults.push({ key, count, exposure, absolute_exposure })
+                            }
                         }
                     }
-                }
 
-                if (experiment.feature_flag?.filters.multivariate?.variants) {
-                    for (const { key } of experiment.feature_flag.filters.multivariate.variants) {
-                        if (tabularResults.find((variantObj) => variantObj.key === key)) {
-                            continue
-                        }
+                    if (experiment.feature_flag?.filters.multivariate?.variants) {
+                        for (const { key } of experiment.feature_flag.filters.multivariate.variants) {
+                            if (tabularResults.find((variantObj) => variantObj.key === key)) {
+                                continue
+                            }
 
-                        if (metricType === InsightType.FUNNELS) {
-                            tabularResults.push({ key, success_count: null, failure_count: null })
-                        } else if (metricType === InsightType.TRENDS) {
-                            tabularResults.push({ key, count: null, exposure: null, absolute_exposure: null })
+                            if (metricType === InsightType.FUNNELS) {
+                                tabularResults.push({ key, success_count: null, failure_count: null })
+                            } else if (metricType === InsightType.TRENDS) {
+                                tabularResults.push({ key, count: null, exposure: null, absolute_exposure: null })
+                            }
                         }
                     }
-                }
 
-                return tabularResults
-            },
+                    return tabularResults
+                },
         ],
         tabularSecondaryMetricResults: [
             (s) => [s.experiment, s.secondaryMetricResults, s.conversionRateForVariant, s.countDataForVariant],
@@ -1652,39 +1526,56 @@ export const experimentLogic = kea<experimentLogicType>([
             },
         ],
         sortedWinProbabilities: [
-            (s) => [s.experimentResults, s.conversionRateForVariant],
+            (s) => [s.metricResults, s.conversionRateForVariant],
             (
-                experimentResults,
-                conversionRateForVariant
-            ): { key: string; winProbability: number; conversionRate: number | null }[] => {
-                if (!experimentResults) {
-                    return []
-                }
+                    metricResults: (
+                        | CachedExperimentFunnelsQueryResponse
+                        | CachedExperimentTrendsQueryResponse
+                        | null
+                    )[],
+                    conversionRateForVariant
+                ) =>
+                (metricIndex: number = 0) => {
+                    const result = metricResults?.[metricIndex]
+
+                    if (!result || !result.probability) {
+                        return []
+                    }
 
-                return Object.keys(experimentResults.probability)
-                    .map((key) => ({
-                        key,
-                        winProbability: experimentResults.probability[key],
-                        conversionRate: conversionRateForVariant(experimentResults, key),
-                    }))
-                    .sort((a, b) => b.winProbability - a.winProbability)
-            },
+                    return Object.keys(result.probability)
+                        .map((key) => ({
+                            key,
+                            winProbability: result.probability[key],
+                            conversionRate: conversionRateForVariant(result, key),
+                        }))
+                        .sort((a, b) => b.winProbability - a.winProbability)
+                },
         ],
         funnelResultsPersonsTotal: [
-            (s) => [s.experimentResults, s.getMetricType],
-            (experimentResults, getMetricType): number => {
-                if (getMetricType(0) !== InsightType.FUNNELS || !experimentResults?.insight) {
-                    return 0
-                }
+            (s) => [s.metricResults, s.getMetricType],
+            (
+                    metricResults: (
+                        | CachedExperimentFunnelsQueryResponse
+                        | CachedExperimentTrendsQueryResponse
+                        | null
+                    )[],
+                    getMetricType
+                ) =>
+                (metricIndex: number = 0): number => {
+                    const result = metricResults?.[metricIndex]
 
-                let sum = 0
-                experimentResults.insight.forEach((variantResult) => {
-                    if (variantResult[0]?.count) {
-                        sum += variantResult[0].count
+                    if (getMetricType(metricIndex) !== InsightType.FUNNELS || !result?.insight) {
+                        return 0
                     }
-                })
-                return sum
-            },
+
+                    let sum = 0
+                    result.insight.forEach((variantResult) => {
+                        if (variantResult[0]?.count) {
+                            sum += variantResult[0].count
+                        }
+                    })
+                    return sum
+                },
         ],
         actualRunningTime: [
             (s) => [s.experiment],
diff --git a/frontend/src/scenes/notebooks/Nodes/NotebookNodeExperiment.tsx b/frontend/src/scenes/notebooks/Nodes/NotebookNodeExperiment.tsx
index e7bc3a324202c..afde3f1836415 100644
--- a/frontend/src/scenes/notebooks/Nodes/NotebookNodeExperiment.tsx
+++ b/frontend/src/scenes/notebooks/Nodes/NotebookNodeExperiment.tsx
@@ -18,7 +18,7 @@ import { INTEGER_REGEX_MATCH_GROUPS } from './utils'
 
 const Component = ({ attributes }: NotebookNodeProps<NotebookNodeExperimentAttributes>): JSX.Element => {
     const { id } = attributes
-    const { experiment, experimentLoading, experimentMissing, isExperimentRunning, experimentResults } = useValues(
+    const { experiment, experimentLoading, experimentMissing, isExperimentRunning, metricResults } = useValues(
         experimentLogic({ experimentId: id })
     )
     const { loadExperiment } = useActions(experimentLogic({ experimentId: id }))
@@ -41,6 +41,10 @@ const Component = ({ attributes }: NotebookNodeProps<NotebookNodeExperimentAttri
         return <NotFound object="experiment" />
     }
 
+    if (!metricResults) {
+        return <></>
+    }
+
     return (
         <div>
             <BindLogic logic={experimentLogic} props={{ experimentId: id }}>
@@ -78,7 +82,7 @@ const Component = ({ attributes }: NotebookNodeProps<NotebookNodeExperimentAttri
                                 <LemonDivider className="my-0" />
                                 <div className="p-2">
                                     <SummaryTable />
-                                    <ResultsQuery targetResults={experimentResults} showTable={true} />
+                                    <ResultsQuery targetResults={metricResults[0]} showTable={true} />
                                 </div>
                             </>
                         )}

From 1b8e69c92bb63b9c9c2f5a8c0979974ddcd43b4e Mon Sep 17 00:00:00 2001
From: Daniel Bachhuber <daniel.b@posthog.com>
Date: Thu, 19 Dec 2024 21:05:12 -0800
Subject: [PATCH 18/26] chore(experiments): Remove old 'new-experiments-ui' ff
 (#27088)

---
 cypress/e2e/experiments.cy.ts  | 6 ------
 frontend/src/lib/constants.tsx | 1 -
 2 files changed, 7 deletions(-)

diff --git a/cypress/e2e/experiments.cy.ts b/cypress/e2e/experiments.cy.ts
index 34898f3146536..e0e8339920bee 100644
--- a/cypress/e2e/experiments.cy.ts
+++ b/cypress/e2e/experiments.cy.ts
@@ -1,5 +1,3 @@
-import { setupFeatureFlags } from '../support/decide'
-
 describe('Experiments', () => {
     let randomNum
     let experimentName
@@ -47,10 +45,6 @@ describe('Experiments', () => {
     })
 
     const createExperimentInNewUi = (): void => {
-        setupFeatureFlags({
-            'new-experiments-ui': true,
-        })
-
         cy.visit('/experiments')
 
         // Name, flag key, description
diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx
index ae93860525488..4ba7745915b41 100644
--- a/frontend/src/lib/constants.tsx
+++ b/frontend/src/lib/constants.tsx
@@ -181,7 +181,6 @@ export const FEATURE_FLAGS = {
     SQL_EDITOR: 'sql-editor', // owner: @EDsCODE #team-data-warehouse
     SESSION_REPLAY_DOCTOR: 'session-replay-doctor', // owner: #team-replay
     SAVED_NOT_PINNED: 'saved-not-pinned', // owner: #team-replay
-    NEW_EXPERIMENTS_UI: 'new-experiments-ui', // owner: @jurajmajerik #team-feature-success
     AUDIT_LOGS_ACCESS: 'audit-logs-access', // owner: #team-growth
     SUBSCRIBE_FROM_PAYGATE: 'subscribe-from-paygate', // owner: #team-growth
     HEATMAPS_UI: 'heatmaps-ui', // owner: @benjackwhite

From 5d7fb8b6dab90942872c3455c9390a1ea3432e80 Mon Sep 17 00:00:00 2001
From: Anders <754494+andehen@users.noreply.github.com>
Date: Fri, 20 Dec 2024 07:47:53 +0100
Subject: [PATCH 19/26] feat(experiments): add mgmt cmd to generate experiment
 data (#26770)

---
 .../commands/generate_experiment_data.py      | 195 ++++++++++++++++++
 1 file changed, 195 insertions(+)
 create mode 100644 posthog/management/commands/generate_experiment_data.py

diff --git a/posthog/management/commands/generate_experiment_data.py b/posthog/management/commands/generate_experiment_data.py
new file mode 100644
index 0000000000000..5116d786be76e
--- /dev/null
+++ b/posthog/management/commands/generate_experiment_data.py
@@ -0,0 +1,195 @@
+from datetime import datetime, timedelta
+import logging
+import random
+import time
+import uuid
+import json
+
+from django.conf import settings
+from django.core.management.base import BaseCommand
+import posthoganalytics
+from pydantic import BaseModel, ValidationError
+
+
+class ActionConfig(BaseModel):
+    event: str
+    probability: float
+    count: int = 1
+    required_for_next: bool = False
+
+    def model_post_init(self, __context) -> None:
+        if self.required_for_next and self.count > 1:
+            raise ValueError("'required_for_next' cannot be used with 'count' greater than 1")
+
+
+class VariantConfig(BaseModel):
+    weight: float
+    actions: list[ActionConfig]
+
+
+class ExperimentConfig(BaseModel):
+    number_of_users: int
+    start_timestamp: datetime
+    end_timestamp: datetime
+    variants: dict[str, VariantConfig]
+
+
+def get_default_funnel_experiment_config() -> ExperimentConfig:
+    return ExperimentConfig(
+        number_of_users=2000,
+        start_timestamp=datetime.now() - timedelta(days=7),
+        end_timestamp=datetime.now(),
+        variants={
+            "control": VariantConfig(
+                weight=0.5,
+                actions=[
+                    ActionConfig(event="signup started", probability=1, required_for_next=True),
+                    ActionConfig(event="signup completed", probability=0.25, required_for_next=True),
+                ],
+            ),
+            "test": VariantConfig(
+                weight=0.5,
+                actions=[
+                    ActionConfig(event="signup started", probability=1, required_for_next=True),
+                    ActionConfig(event="signup completed", probability=0.35, required_for_next=True),
+                ],
+            ),
+        },
+    )
+
+
+def get_default_trend_experiment_config() -> ExperimentConfig:
+    return ExperimentConfig(
+        number_of_users=2000,
+        start_timestamp=datetime.now() - timedelta(days=7),
+        end_timestamp=datetime.now(),
+        variants={
+            "control": VariantConfig(
+                weight=0.5,
+                actions=[ActionConfig(event="$pageview", count=5, probability=0.25)],
+            ),
+            "test": VariantConfig(
+                weight=0.5,
+                actions=[ActionConfig(event="$pageview", count=5, probability=0.35)],
+            ),
+        },
+    )
+
+
+def get_default_config(type) -> ExperimentConfig:
+    match type:
+        case "funnel":
+            return get_default_funnel_experiment_config()
+        case "trend":
+            return get_default_trend_experiment_config()
+        case _:
+            raise ValueError(f"Invalid experiment type: {type}")
+
+
+class Command(BaseCommand):
+    help = "Generate experiment test data"
+
+    def add_arguments(self, parser):
+        parser.add_argument(
+            "--type",
+            type=str,
+            choices=["trend", "funnel"],
+            default="trend",
+            help="Type of experiment data to generate or configuration to initialize.",
+        )
+
+        parser.add_argument(
+            "--init-config",
+            type=str,
+            help="Initialize a new experiment configuration file at the specified path. Does not generate data.",
+        )
+        parser.add_argument("--experiment-id", type=str, help="Experiment ID (feature flag name)")
+        parser.add_argument("--config", type=str, help="Path to experiment config file")
+
+    def handle(self, *args, **options):
+        # Make sure this runs in development environment only
+        if not settings.DEBUG:
+            raise ValueError("This command should only be run in development! DEBUG must be True.")
+
+        experiment_type = options.get("type")
+
+        if init_config_path := options.get("init_config"):
+            with open(init_config_path, "w") as f:
+                f.write(get_default_config(experiment_type).model_dump_json(indent=2))
+            logging.info(f"Created example {experiment_type} configuration file at: {init_config_path}")
+            return
+
+        experiment_id = options.get("experiment_id")
+        config_path = options.get("config")
+
+        # Validate required arguments
+        if not experiment_id:
+            raise ValueError("--experiment-id is missing!")
+
+        if config_path is None and experiment_type is None:
+            raise ValueError("--config <path-to-file> or --type trends|funnel is missing!")
+
+        if config_path:
+            with open(config_path) as config_file:
+                config_data = json.load(config_file)
+
+            try:
+                # Use the ExperimentConfig model to parse and validate the JSON data
+                experiment_config = ExperimentConfig(**config_data)
+            except ValidationError as e:
+                raise ValueError(f"Invalid configuration: {e}")
+        else:
+            experiment_config = get_default_config(experiment_type)
+
+        variants = list(experiment_config.variants.keys())
+        variant_counts = {variant: 0 for variant in variants}
+
+        for _ in range(experiment_config.number_of_users):
+            variant = random.choices(
+                variants,
+                weights=[v.weight for v in experiment_config.variants.values()],
+            )[0]
+            variant_counts[variant] += 1
+            distinct_id = str(uuid.uuid4())
+            random_timestamp = datetime.fromtimestamp(
+                random.uniform(
+                    experiment_config.start_timestamp.timestamp(),
+                    experiment_config.end_timestamp.timestamp() - 3600,
+                )
+            )
+
+            posthoganalytics.capture(
+                distinct_id=distinct_id,
+                event="$feature_flag_called",
+                timestamp=random_timestamp,
+                properties={
+                    "$feature_flag_response": variant,
+                    "$feature_flag": experiment_id,
+                },
+            )
+
+            should_stop = False
+            for action in experiment_config.variants[variant].actions:
+                for _ in range(action.count):
+                    if random.random() < action.probability:
+                        posthoganalytics.capture(
+                            distinct_id=distinct_id,
+                            event=action.event,
+                            timestamp=random_timestamp + timedelta(minutes=1),
+                            properties={
+                                f"$feature/{experiment_id}": variant,
+                            },
+                        )
+                    else:
+                        if action.required_for_next:
+                            should_stop = True
+                            break
+                if should_stop:
+                    break
+
+        # TODO: need to figure out how to wait for the data to be flushed. shutdown() doesn't work as expected.
+        time.sleep(2)
+        posthoganalytics.shutdown()
+
+        logging.info(f"Generated data for {experiment_id}")
+        logging.info(f"Variant counts: {variant_counts}")

From 571e20bc5b819a674772a9e89d94299546f743b3 Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Fri, 20 Dec 2024 08:20:30 +0100
Subject: [PATCH 20/26] fix(data-warehouse): Pop the incremental value when
 changing to/from incremental (#27086)

---
 .../data_imports/workflow_activities/import_data_sync.py      | 3 +++
 posthog/warehouse/api/external_data_schema.py                 | 4 ++++
 2 files changed, 7 insertions(+)

diff --git a/posthog/temporal/data_imports/workflow_activities/import_data_sync.py b/posthog/temporal/data_imports/workflow_activities/import_data_sync.py
index 135d6b8d5fb89..0c51c8db81fcf 100644
--- a/posthog/temporal/data_imports/workflow_activities/import_data_sync.py
+++ b/posthog/temporal/data_imports/workflow_activities/import_data_sync.py
@@ -101,6 +101,9 @@ def import_data_activity_sync(inputs: ImportDataActivityInputs):
                 schema.sync_type_config.get("incremental_field_type"),
             )
 
+        if schema.is_incremental:
+            logger.debug(f"Incremental last value being used is: {processed_incremental_last_value}")
+
         source = None
         if model.pipeline.source_type == ExternalDataSource.Type.STRIPE:
             from posthog.temporal.data_imports.pipelines.stripe import stripe_source
diff --git a/posthog/warehouse/api/external_data_schema.py b/posthog/warehouse/api/external_data_schema.py
index 9391268bb69d0..56208208d5eaf 100644
--- a/posthog/warehouse/api/external_data_schema.py
+++ b/posthog/warehouse/api/external_data_schema.py
@@ -141,12 +141,16 @@ def update(self, instance: ExternalDataSchema, validated_data: dict[str, Any]) -
             payload = instance.sync_type_config
             payload["incremental_field"] = data.get("incremental_field")
             payload["incremental_field_type"] = data.get("incremental_field_type")
+            payload["incremental_field_last_value"] = None
+            payload["incremental_field_last_value_v2"] = None
 
             validated_data["sync_type_config"] = payload
         else:
             payload = instance.sync_type_config
             payload.pop("incremental_field", None)
             payload.pop("incremental_field_type", None)
+            payload.pop("incremental_field_last_value", None)
+            payload.pop("incremental_field_last_value_v2", None)
 
             validated_data["sync_type_config"] = payload
 

From 5b7a31d7e6ba0605bf787d972d9176a90c186f72 Mon Sep 17 00:00:00 2001
From: Tom Owers <tom@posthog.com>
Date: Fri, 20 Dec 2024 08:28:22 +0100
Subject: [PATCH 21/26] chore(data-warehouse): Only execute one workflow at a
 time (#27085)

---
 posthog/temporal/common/worker.py | 42 ++++++++++++++++++++++---------
 1 file changed, 30 insertions(+), 12 deletions(-)

diff --git a/posthog/temporal/common/worker.py b/posthog/temporal/common/worker.py
index 2c78aae3f4a8c..f5db3d6b0417d 100644
--- a/posthog/temporal/common/worker.py
+++ b/posthog/temporal/common/worker.py
@@ -6,6 +6,7 @@
 from temporalio.runtime import PrometheusConfig, Runtime, TelemetryConfig
 from temporalio.worker import UnsandboxedWorkflowRunner, Worker
 
+from posthog.constants import DATA_WAREHOUSE_TASK_QUEUE_V2
 from posthog.temporal.common.client import connect
 from posthog.temporal.common.sentry import SentryInterceptor
 
@@ -34,18 +35,35 @@ async def start_worker(
         client_key,
         runtime=runtime,
     )
-    worker = Worker(
-        client,
-        task_queue=task_queue,
-        workflows=workflows,
-        activities=activities,
-        workflow_runner=UnsandboxedWorkflowRunner(),
-        graceful_shutdown_timeout=timedelta(minutes=5),
-        interceptors=[SentryInterceptor()],
-        activity_executor=ThreadPoolExecutor(max_workers=max_concurrent_activities or 50),
-        max_concurrent_activities=max_concurrent_activities or 50,
-        max_concurrent_workflow_tasks=max_concurrent_workflow_tasks,
-    )
+    if task_queue == DATA_WAREHOUSE_TASK_QUEUE_V2:
+        worker = Worker(
+            client,
+            task_queue=task_queue,
+            workflows=workflows,
+            activities=activities,
+            workflow_runner=UnsandboxedWorkflowRunner(),
+            graceful_shutdown_timeout=timedelta(minutes=5),
+            interceptors=[SentryInterceptor()],
+            activity_executor=ThreadPoolExecutor(max_workers=max_concurrent_activities or 50),
+            # Only run one workflow at a time
+            max_concurrent_activities=1,
+            max_concurrent_workflow_task_polls=1,
+            max_concurrent_workflow_tasks=1,
+            max_cached_workflows=0,
+        )
+    else:
+        worker = Worker(
+            client,
+            task_queue=task_queue,
+            workflows=workflows,
+            activities=activities,
+            workflow_runner=UnsandboxedWorkflowRunner(),
+            graceful_shutdown_timeout=timedelta(minutes=5),
+            interceptors=[SentryInterceptor()],
+            activity_executor=ThreadPoolExecutor(max_workers=max_concurrent_activities or 50),
+            max_concurrent_activities=max_concurrent_activities or 50,
+            max_concurrent_workflow_tasks=max_concurrent_workflow_tasks,
+        )
 
     # catch the TERM signal, and stop the worker gracefully
     # https://github.com/temporalio/sdk-python#worker-shutdown

From f55dca10094b23109058eb3d84ac9e23c760b885 Mon Sep 17 00:00:00 2001
From: Georgiy Tarasov <gtarasov.work@gmail.com>
Date: Fri, 20 Dec 2024 09:59:06 +0100
Subject: [PATCH 22/26] fix(product-assistant): checkpoint blob queries must
 not rely on checkpoint (#27048)

---
 ee/hogai/django_checkpoint/checkpointer.py    |   5 +-
 .../test/test_checkpointer.py                 | 153 +++++++++++++++++-
 ...intblob_unique_checkpoint_blob_and_more.py |  38 +++++
 ee/migrations/max_migration.txt               |   2 +-
 ee/models/assistant.py                        |  10 +-
 5 files changed, 204 insertions(+), 4 deletions(-)
 create mode 100644 ee/migrations/0019_remove_conversationcheckpointblob_unique_checkpoint_blob_and_more.py

diff --git a/ee/hogai/django_checkpoint/checkpointer.py b/ee/hogai/django_checkpoint/checkpointer.py
index 78817dca9df76..a57140fecdc13 100644
--- a/ee/hogai/django_checkpoint/checkpointer.py
+++ b/ee/hogai/django_checkpoint/checkpointer.py
@@ -94,7 +94,9 @@ def _get_checkpoint_channel_values(
         query = Q()
         for channel, version in loaded_checkpoint["channel_versions"].items():
             query |= Q(channel=channel, version=version)
-        return checkpoint.blobs.filter(query)
+        return ConversationCheckpointBlob.objects.filter(
+            Q(thread_id=checkpoint.thread_id, checkpoint_ns=checkpoint.checkpoint_ns) & query
+        )
 
     def list(
         self,
@@ -238,6 +240,7 @@ def put(
                 blobs.append(
                     ConversationCheckpointBlob(
                         checkpoint=updated_checkpoint,
+                        thread_id=thread_id,
                         channel=channel,
                         version=str(version),
                         type=type,
diff --git a/ee/hogai/django_checkpoint/test/test_checkpointer.py b/ee/hogai/django_checkpoint/test/test_checkpointer.py
index 2f8fd7f4a60ed..d7c7a9117862d 100644
--- a/ee/hogai/django_checkpoint/test/test_checkpointer.py
+++ b/ee/hogai/django_checkpoint/test/test_checkpointer.py
@@ -1,6 +1,7 @@
 # type: ignore
 
-from typing import Any, TypedDict
+import operator
+from typing import Annotated, Any, Optional, TypedDict
 
 from langchain_core.runnables import RunnableConfig
 from langgraph.checkpoint.base import (
@@ -13,6 +14,7 @@
 from langgraph.errors import NodeInterrupt
 from langgraph.graph import END, START
 from langgraph.graph.state import CompiledStateGraph, StateGraph
+from pydantic import BaseModel, Field
 
 from ee.hogai.django_checkpoint.checkpointer import DjangoCheckpointer
 from ee.models.assistant import (
@@ -272,3 +274,152 @@ def test_resuming(self):
         self.assertEqual(res, {"val": 3})
         snapshot = graph.get_state(config)
         self.assertFalse(snapshot.next)
+
+    def test_checkpoint_blobs_are_bound_to_thread(self):
+        class State(TypedDict, total=False):
+            messages: Annotated[list[str], operator.add]
+            string: Optional[str]
+
+        graph = StateGraph(State)
+
+        def handle_node1(state: State):
+            return
+
+        def handle_node2(state: State):
+            raise NodeInterrupt("test")
+
+        graph.add_node("node1", handle_node1)
+        graph.add_node("node2", handle_node2)
+
+        graph.add_edge(START, "node1")
+        graph.add_edge("node1", "node2")
+        graph.add_edge("node2", END)
+
+        compiled = graph.compile(checkpointer=DjangoCheckpointer())
+
+        thread = Conversation.objects.create(user=self.user, team=self.team)
+        config = {"configurable": {"thread_id": str(thread.id)}}
+        compiled.invoke({"messages": ["hello"], "string": "world"}, config=config)
+
+        snapshot = compiled.get_state(config)
+        self.assertIsNotNone(snapshot.next)
+        self.assertEqual(snapshot.tasks[0].interrupts[0].value, "test")
+        saved_state = snapshot.values
+        self.assertEqual(saved_state["messages"], ["hello"])
+        self.assertEqual(saved_state["string"], "world")
+
+    def test_checkpoint_can_save_and_load_pydantic_state(self):
+        class State(BaseModel):
+            messages: Annotated[list[str], operator.add]
+            string: Optional[str]
+
+        class PartialState(BaseModel):
+            messages: Optional[list[str]] = Field(default=None)
+            string: Optional[str] = Field(default=None)
+
+        graph = StateGraph(State)
+
+        def handle_node1(state: State):
+            return PartialState()
+
+        def handle_node2(state: State):
+            raise NodeInterrupt("test")
+
+        graph.add_node("node1", handle_node1)
+        graph.add_node("node2", handle_node2)
+
+        graph.add_edge(START, "node1")
+        graph.add_edge("node1", "node2")
+        graph.add_edge("node2", END)
+
+        compiled = graph.compile(checkpointer=DjangoCheckpointer())
+
+        thread = Conversation.objects.create(user=self.user, team=self.team)
+        config = {"configurable": {"thread_id": str(thread.id)}}
+        compiled.invoke({"messages": ["hello"], "string": "world"}, config=config)
+
+        snapshot = compiled.get_state(config)
+        self.assertIsNotNone(snapshot.next)
+        self.assertEqual(snapshot.tasks[0].interrupts[0].value, "test")
+        saved_state = snapshot.values
+        self.assertEqual(saved_state["messages"], ["hello"])
+        self.assertEqual(saved_state["string"], "world")
+
+    def test_saved_blobs(self):
+        class State(TypedDict, total=False):
+            messages: Annotated[list[str], operator.add]
+
+        graph = StateGraph(State)
+
+        def handle_node1(state: State):
+            return {"messages": ["world"]}
+
+        graph.add_node("node1", handle_node1)
+
+        graph.add_edge(START, "node1")
+        graph.add_edge("node1", END)
+
+        checkpointer = DjangoCheckpointer()
+        compiled = graph.compile(checkpointer=checkpointer)
+
+        thread = Conversation.objects.create(user=self.user, team=self.team)
+        config = {"configurable": {"thread_id": str(thread.id)}}
+        compiled.invoke({"messages": ["hello"]}, config=config)
+
+        snapshot = compiled.get_state(config)
+        self.assertFalse(snapshot.next)
+        saved_state = snapshot.values
+        self.assertEqual(saved_state["messages"], ["hello", "world"])
+
+        blobs = list(ConversationCheckpointBlob.objects.filter(thread=thread))
+        self.assertEqual(len(blobs), 7)
+
+        # Set initial state
+        self.assertEqual(blobs[0].channel, "__start__")
+        self.assertEqual(blobs[0].type, "msgpack")
+        self.assertEqual(
+            checkpointer.serde.loads_typed((blobs[0].type, blobs[0].blob)),
+            {"messages": ["hello"]},
+        )
+
+        # Set first node
+        self.assertEqual(blobs[1].channel, "__start__")
+        self.assertEqual(blobs[1].type, "empty")
+        self.assertIsNone(blobs[1].blob)
+
+        # Set value channels before start
+        self.assertEqual(blobs[2].channel, "messages")
+        self.assertEqual(blobs[2].type, "msgpack")
+        self.assertEqual(
+            checkpointer.serde.loads_typed((blobs[2].type, blobs[2].blob)),
+            ["hello"],
+        )
+
+        # Transition to node1
+        self.assertEqual(blobs[3].channel, "start:node1")
+        self.assertEqual(blobs[3].type, "msgpack")
+        self.assertEqual(
+            checkpointer.serde.loads_typed((blobs[3].type, blobs[3].blob)),
+            "__start__",
+        )
+
+        # Set new state for messages
+        self.assertEqual(blobs[4].channel, "messages")
+        self.assertEqual(blobs[4].type, "msgpack")
+        self.assertEqual(
+            checkpointer.serde.loads_typed((blobs[4].type, blobs[4].blob)),
+            ["hello", "world"],
+        )
+
+        # After setting a state
+        self.assertEqual(blobs[5].channel, "start:node1")
+        self.assertEqual(blobs[5].type, "empty")
+        self.assertIsNone(blobs[5].blob)
+
+        # Set last step
+        self.assertEqual(blobs[6].channel, "node1")
+        self.assertEqual(blobs[6].type, "msgpack")
+        self.assertEqual(
+            checkpointer.serde.loads_typed((blobs[6].type, blobs[6].blob)),
+            "node1",
+        )
diff --git a/ee/migrations/0019_remove_conversationcheckpointblob_unique_checkpoint_blob_and_more.py b/ee/migrations/0019_remove_conversationcheckpointblob_unique_checkpoint_blob_and_more.py
new file mode 100644
index 0000000000000..377f85b3d29c2
--- /dev/null
+++ b/ee/migrations/0019_remove_conversationcheckpointblob_unique_checkpoint_blob_and_more.py
@@ -0,0 +1,38 @@
+# Generated by Django 4.2.15 on 2024-12-19 11:00
+
+from django.db import migrations, models
+import django.db.models.deletion
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("ee", "0018_conversation_conversationcheckpoint_and_more"),
+    ]
+
+    operations = [
+        migrations.RemoveConstraint(
+            model_name="conversationcheckpointblob",
+            name="unique_checkpoint_blob",
+        ),
+        migrations.AddField(
+            model_name="conversationcheckpointblob",
+            name="checkpoint_ns",
+            field=models.TextField(
+                default="",
+                help_text='Checkpoint namespace. Denotes the path to the subgraph node the checkpoint originates from, separated by `|` character, e.g. `"child|grandchild"`. Defaults to "" (root graph).',
+            ),
+        ),
+        migrations.AddField(
+            model_name="conversationcheckpointblob",
+            name="thread",
+            field=models.ForeignKey(
+                null=True, on_delete=django.db.models.deletion.CASCADE, related_name="blobs", to="ee.conversation"
+            ),
+        ),
+        migrations.AddConstraint(
+            model_name="conversationcheckpointblob",
+            constraint=models.UniqueConstraint(
+                fields=("thread_id", "checkpoint_ns", "channel", "version"), name="unique_checkpoint_blob"
+            ),
+        ),
+    ]
diff --git a/ee/migrations/max_migration.txt b/ee/migrations/max_migration.txt
index fb889f1cc34cf..aec0628d960c8 100644
--- a/ee/migrations/max_migration.txt
+++ b/ee/migrations/max_migration.txt
@@ -1 +1 @@
-0018_conversation_conversationcheckpoint_and_more
+0019_remove_conversationcheckpointblob_unique_checkpoint_blob_and_more
diff --git a/ee/models/assistant.py b/ee/models/assistant.py
index 390a7ab7a117f..f2a31d938f5d0 100644
--- a/ee/models/assistant.py
+++ b/ee/models/assistant.py
@@ -46,6 +46,14 @@ def pending_writes(self) -> Iterable["ConversationCheckpointWrite"]:
 
 class ConversationCheckpointBlob(UUIDModel):
     checkpoint = models.ForeignKey(ConversationCheckpoint, on_delete=models.CASCADE, related_name="blobs")
+    """
+    The checkpoint that created the blob. Do not use this field to query blobs.
+    """
+    thread = models.ForeignKey(Conversation, on_delete=models.CASCADE, related_name="blobs", null=True)
+    checkpoint_ns = models.TextField(
+        default="",
+        help_text='Checkpoint namespace. Denotes the path to the subgraph node the checkpoint originates from, separated by `|` character, e.g. `"child|grandchild"`. Defaults to "" (root graph).',
+    )
     channel = models.TextField(
         help_text="An arbitrary string defining the channel name. For example, it can be a node name or a reserved LangGraph's enum."
     )
@@ -56,7 +64,7 @@ class ConversationCheckpointBlob(UUIDModel):
     class Meta:
         constraints = [
             models.UniqueConstraint(
-                fields=["checkpoint_id", "channel", "version"],
+                fields=["thread_id", "checkpoint_ns", "channel", "version"],
                 name="unique_checkpoint_blob",
             )
         ]

From f203ab52a6ac4e46a375409d147cc807364561f1 Mon Sep 17 00:00:00 2001
From: Robbie <robbie.coomber@gmail.com>
Date: Fri, 20 Dec 2024 09:49:08 +0000
Subject: [PATCH 23/26] feat(web-analytics): Add a DB field
 cookieless_server_hash_mode to a team, and setting to change it behind a flag
 (#27059)

Co-authored-by: github-actions <41898282+github-actions[bot]@users.noreply.github.com>
---
 ...el-top-to-bottom-breakdown-edit--light.png | Bin 162620 -> 160980 bytes
 frontend/src/lib/constants.tsx                |   1 +
 frontend/src/scenes/settings/SettingsMap.tsx  |   7 ++
 .../environment/CookielessServerHashMode.tsx  |  65 +++++++++++++++++
 frontend/src/scenes/settings/types.ts         |   1 +
 frontend/src/scenes/teamActivityDescriber.tsx |   1 +
 frontend/src/types.ts                         |   7 ++
 plugin-server/src/types.ts                    |  10 ++-
 .../src/worker/ingestion/team-manager.ts      |   9 ++-
 plugin-server/tests/main/db.test.ts           |  11 ++-
 posthog/api/team.py                           |   1 +
 .../api/test/__snapshots__/test_action.ambr   |   3 +
 .../test/__snapshots__/test_annotation.ambr   |   3 +
 .../api/test/__snapshots__/test_decide.ambr   |  64 ++++++++++++++++
 .../test_early_access_feature.ambr            |  17 +++++
 .../api/test/__snapshots__/test_element.ambr  |   1 +
 .../test/__snapshots__/test_feature_flag.ambr |   2 +
 .../api/test/__snapshots__/test_insight.ambr  |  11 +++
 .../test_organization_feature_flag.ambr       |  18 +++++
 .../test/__snapshots__/test_preflight.ambr    |   1 +
 .../api/test/__snapshots__/test_survey.ambr   |  16 ++++
 .../__snapshots__/test_dashboard.ambr         |  69 ++++++++++++++++++
 .../__snapshots__/test_notebook.ambr          |   4 +
 .../0534_team_cookieless_server_hash_mode.py  |  19 +++++
 posthog/migrations/max_migration.txt          |   2 +-
 .../test/__snapshots__/test_filter.ambr       |   5 ++
 posthog/models/team/team.py                   |   9 +++
 .../test_session_recordings.ambr              |  35 +++++++++
 .../test_process_scheduled_changes.ambr       |  11 +++
 .../test/__snapshots__/test_feature_flag.ambr |  18 +++++
 30 files changed, 414 insertions(+), 7 deletions(-)
 create mode 100644 frontend/src/scenes/settings/environment/CookielessServerHashMode.tsx
 create mode 100644 posthog/migrations/0534_team_cookieless_server_hash_mode.py

diff --git a/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown-edit--light.png b/frontend/__snapshots__/scenes-app-insights--funnel-top-to-bottom-breakdown-edit--light.png
index 00916265cd38be97a5f349d4279187b60041756f..6724b2a2d51790906a8343359d17caea2b04c35c 100644
GIT binary patch
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diff --git a/frontend/src/lib/constants.tsx b/frontend/src/lib/constants.tsx
index 4ba7745915b41..f7168483b3e98 100644
--- a/frontend/src/lib/constants.tsx
+++ b/frontend/src/lib/constants.tsx
@@ -235,6 +235,7 @@ export const FEATURE_FLAGS = {
     EXPERIMENT_STATS_V2: 'experiment-stats-v2', // owner: @danielbachhuber #team-experiments
     WEB_ANALYTICS_PERIOD_COMPARISON: 'web-analytics-period-comparison', // owner: @rafaeelaudibert #team-web-analytics
     WEB_ANALYTICS_CONVERSION_GOAL_FILTERS: 'web-analytics-conversion-goal-filters', // owner: @rafaeelaudibert #team-web-analytics
+    COOKIELESS_SERVER_HASH_MODE_SETTING: 'cookieless-server-hash-mode-setting', // owner: @robbie-c #team-web-analytics
 } as const
 export type FeatureFlagKey = (typeof FEATURE_FLAGS)[keyof typeof FEATURE_FLAGS]
 
diff --git a/frontend/src/scenes/settings/SettingsMap.tsx b/frontend/src/scenes/settings/SettingsMap.tsx
index 0a2e3e432a2fb..b7ca139fa3056 100644
--- a/frontend/src/scenes/settings/SettingsMap.tsx
+++ b/frontend/src/scenes/settings/SettingsMap.tsx
@@ -1,4 +1,5 @@
 import { BounceRatePageViewModeSetting } from 'scenes/settings/environment/BounceRatePageViewMode'
+import { CookielessServerHashModeSetting } from 'scenes/settings/environment/CookielessServerHashMode'
 import { CustomChannelTypes } from 'scenes/settings/environment/CustomChannelTypes'
 import { DeadClicksAutocaptureSettings } from 'scenes/settings/environment/DeadClicksAutocaptureSettings'
 import { PersonsJoinMode } from 'scenes/settings/environment/PersonsJoinMode'
@@ -218,6 +219,12 @@ export const SETTINGS_MAP: SettingSection[] = [
                 title: 'Custom channel type',
                 component: <CustomChannelTypes />,
             },
+            {
+                id: 'cookieless-server-hash-mode',
+                title: 'Cookieless server hash mode',
+                component: <CookielessServerHashModeSetting />,
+                flag: 'COOKIELESS_SERVER_HASH_MODE_SETTING',
+            },
         ],
     },
 
diff --git a/frontend/src/scenes/settings/environment/CookielessServerHashMode.tsx b/frontend/src/scenes/settings/environment/CookielessServerHashMode.tsx
new file mode 100644
index 0000000000000..57cd21e0ff709
--- /dev/null
+++ b/frontend/src/scenes/settings/environment/CookielessServerHashMode.tsx
@@ -0,0 +1,65 @@
+import { useActions, useValues } from 'kea'
+import { LemonButton } from 'lib/lemon-ui/LemonButton'
+import { LemonRadio, LemonRadioOption } from 'lib/lemon-ui/LemonRadio'
+import { useState } from 'react'
+import { teamLogic } from 'scenes/teamLogic'
+
+import { CookielessServerHashMode } from '~/types'
+
+const options: LemonRadioOption<CookielessServerHashMode>[] = [
+    {
+        value: CookielessServerHashMode.Stateful,
+        label: (
+            <>
+                <div>Stateful</div>
+            </>
+        ),
+    },
+    {
+        value: CookielessServerHashMode.Stateless,
+        label: (
+            <>
+                <div>Stateless</div>
+            </>
+        ),
+    },
+    {
+        value: CookielessServerHashMode.Disabled,
+        label: (
+            <>
+                <div>Disabled</div>
+            </>
+        ),
+    },
+]
+
+export function CookielessServerHashModeSetting(): JSX.Element {
+    const { updateCurrentTeam } = useActions(teamLogic)
+    const { currentTeam } = useValues(teamLogic)
+
+    const savedSetting = currentTeam?.cookieless_server_hash_mode ?? CookielessServerHashMode.Disabled
+    const [setting, setSetting] = useState<CookielessServerHashMode>(savedSetting)
+
+    const handleChange = (newSetting: CookielessServerHashMode): void => {
+        updateCurrentTeam({ cookieless_server_hash_mode: newSetting })
+    }
+
+    return (
+        <>
+            <p>
+                Use a cookieless server-side hash mode to hash user data. This is an experimental feature preview and
+                may result in dropped events.
+            </p>
+            <LemonRadio value={setting} onChange={setSetting} options={options} />
+            <div className="mt-4">
+                <LemonButton
+                    type="primary"
+                    onClick={() => handleChange(setting)}
+                    disabledReason={setting === savedSetting ? 'No changes to save' : undefined}
+                >
+                    Save
+                </LemonButton>
+            </div>
+        </>
+    )
+}
diff --git a/frontend/src/scenes/settings/types.ts b/frontend/src/scenes/settings/types.ts
index 56db33d95d3cf..4281935f54190 100644
--- a/frontend/src/scenes/settings/types.ts
+++ b/frontend/src/scenes/settings/types.ts
@@ -104,6 +104,7 @@ export type SettingId =
     | 'web-vitals-autocapture'
     | 'dead-clicks-autocapture'
     | 'channel-type'
+    | 'cookieless-server-hash-mode'
 
 type FeatureFlagKey = keyof typeof FEATURE_FLAGS
 
diff --git a/frontend/src/scenes/teamActivityDescriber.tsx b/frontend/src/scenes/teamActivityDescriber.tsx
index 4bde2cf4d8e50..cc20a5a02c6db 100644
--- a/frontend/src/scenes/teamActivityDescriber.tsx
+++ b/frontend/src/scenes/teamActivityDescriber.tsx
@@ -365,6 +365,7 @@ const teamActionsMapping: Record<
     user_access_level: () => null,
     live_events_token: () => null,
     product_intents: () => null,
+    cookieless_server_hash_mode: () => null,
 }
 
 function nameAndLink(logItem?: ActivityLogItem): JSX.Element {
diff --git a/frontend/src/types.ts b/frontend/src/types.ts
index d8e85d4cdc027..f587d1b4b8398 100644
--- a/frontend/src/types.ts
+++ b/frontend/src/types.ts
@@ -543,6 +543,7 @@ export interface TeamType extends TeamBasicType {
     primary_dashboard: number // Dashboard shown on the project homepage
     live_events_columns: string[] | null // Custom columns shown on the Live Events page
     live_events_token: string
+    cookieless_server_hash_mode?: CookielessServerHashMode
 
     /** Effective access level of the user in this specific team. Null if user has no access. */
     effective_membership_level: OrganizationMembershipLevel | null
@@ -4829,6 +4830,12 @@ export type ReplayTemplateVariableType = {
     noTouch?: boolean
 }
 
+export enum CookielessServerHashMode {
+    Disabled = 0,
+    Stateless = 1,
+    Stateful = 2,
+}
+
 /**
  * Assistant Conversation
  */
diff --git a/plugin-server/src/types.ts b/plugin-server/src/types.ts
index 47ac3764a3528..1263a896d04a3 100644
--- a/plugin-server/src/types.ts
+++ b/plugin-server/src/types.ts
@@ -528,6 +528,12 @@ export enum PluginLogLevel {
     Critical = 4, // only error type and system source
 }
 
+export enum CookielessServerHashMode {
+    Disabled = 0,
+    Stateless = 1,
+    Stateful = 2,
+}
+
 export interface PluginLogEntry {
     id: string
     team_id: number
@@ -633,13 +639,15 @@ export interface Team {
     api_token: string
     slack_incoming_webhook: string | null
     session_recording_opt_in: boolean
-    person_processing_opt_out?: boolean
+    person_processing_opt_out: boolean | null
     heatmaps_opt_in: boolean | null
     ingested_event: boolean
     person_display_name_properties: string[] | null
     test_account_filters:
         | (EventPropertyFilter | PersonPropertyFilter | ElementPropertyFilter | CohortPropertyFilter)[]
         | null
+    cookieless_server_hash_mode: CookielessServerHashMode | null
+    timezone: string
 }
 
 /** Properties shared by RawEventMessage and EventMessage. */
diff --git a/plugin-server/src/worker/ingestion/team-manager.ts b/plugin-server/src/worker/ingestion/team-manager.ts
index f70d96a5799a5..d787c50c6c948 100644
--- a/plugin-server/src/worker/ingestion/team-manager.ts
+++ b/plugin-server/src/worker/ingestion/team-manager.ts
@@ -170,7 +170,9 @@ export async function fetchTeam(client: PostgresRouter, teamId: Team['id']): Pro
                 heatmaps_opt_in,
                 ingested_event,
                 person_display_name_properties,
-                test_account_filters
+                test_account_filters,
+                cookieless_server_hash_mode,
+                timezone
             FROM posthog_team
             WHERE id = $1
             `,
@@ -203,7 +205,10 @@ export async function fetchTeamByToken(client: PostgresRouter, token: string): P
                 person_processing_opt_out,
                 heatmaps_opt_in,
                 ingested_event,
-                test_account_filters
+                person_display_name_properties,
+                test_account_filters,
+                cookieless_server_hash_mode,
+                timezone
             FROM posthog_team
             WHERE api_token = $1
             LIMIT 1
diff --git a/plugin-server/tests/main/db.test.ts b/plugin-server/tests/main/db.test.ts
index 10e514d8323c9..cf47cb7ed0167 100644
--- a/plugin-server/tests/main/db.test.ts
+++ b/plugin-server/tests/main/db.test.ts
@@ -855,7 +855,7 @@ describe('DB', () => {
                 anonymize_ips: false,
                 api_token: 'token1',
                 id: teamId,
-                project_id: teamId,
+                project_id: teamId as Team['project_id'],
                 ingested_event: true,
                 name: 'TEST PROJECT',
                 organization_id: organizationId,
@@ -866,6 +866,8 @@ describe('DB', () => {
                 uuid: expect.any(String),
                 person_display_name_properties: [],
                 test_account_filters: {} as any, // NOTE: Test insertion data gets set as an object weirdly
+                cookieless_server_hash_mode: null,
+                timezone: 'UTC',
             } as Team)
         })
 
@@ -885,17 +887,20 @@ describe('DB', () => {
                 anonymize_ips: false,
                 api_token: 'token2',
                 id: teamId,
-                project_id: teamId,
+                project_id: teamId as Team['project_id'],
                 ingested_event: true,
                 name: 'TEST PROJECT',
                 organization_id: organizationId,
                 session_recording_opt_in: true,
                 person_processing_opt_out: null,
+                person_display_name_properties: [],
                 heatmaps_opt_in: null,
                 slack_incoming_webhook: null,
                 uuid: expect.any(String),
                 test_account_filters: {} as any, // NOTE: Test insertion data gets set as an object weirdly
-            })
+                cookieless_server_hash_mode: null,
+                timezone: 'UTC',
+            } as Team)
         })
 
         it('returns null if the team does not exist', async () => {
diff --git a/posthog/api/team.py b/posthog/api/team.py
index d2b9ca018dbdf..4a9e956faf084 100644
--- a/posthog/api/team.py
+++ b/posthog/api/team.py
@@ -201,6 +201,7 @@ class Meta:
             "primary_dashboard",
             "live_events_columns",
             "recording_domains",
+            "cookieless_server_hash_mode",
             "person_on_events_querying_enabled",
             "inject_web_apps",
             "extra_settings",
diff --git a/posthog/api/test/__snapshots__/test_action.ambr b/posthog/api/test/__snapshots__/test_action.ambr
index 8ac1823a033c1..668ee08364e5a 100644
--- a/posthog/api/test/__snapshots__/test_action.ambr
+++ b/posthog/api/test/__snapshots__/test_action.ambr
@@ -82,6 +82,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -385,6 +386,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -896,6 +898,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/__snapshots__/test_annotation.ambr b/posthog/api/test/__snapshots__/test_annotation.ambr
index 9340e03a2a4d8..4637cf6f73ac1 100644
--- a/posthog/api/test/__snapshots__/test_annotation.ambr
+++ b/posthog/api/test/__snapshots__/test_annotation.ambr
@@ -82,6 +82,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -380,6 +381,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -824,6 +826,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/__snapshots__/test_decide.ambr b/posthog/api/test/__snapshots__/test_decide.ambr
index 277d209486401..94fa3c6b59986 100644
--- a/posthog/api/test/__snapshots__/test_decide.ambr
+++ b/posthog/api/test/__snapshots__/test_decide.ambr
@@ -317,6 +317,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -388,6 +389,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -472,6 +474,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -688,6 +691,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -770,6 +774,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -857,6 +862,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1225,6 +1231,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1296,6 +1303,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1382,6 +1390,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1457,6 +1466,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1657,6 +1667,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1866,6 +1877,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2066,6 +2078,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2172,6 +2185,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2263,6 +2277,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2334,6 +2349,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2420,6 +2436,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2495,6 +2512,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2695,6 +2713,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2892,6 +2911,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3092,6 +3112,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3198,6 +3219,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3268,6 +3290,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3391,6 +3414,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3465,6 +3489,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3540,6 +3565,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3756,6 +3782,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3931,6 +3958,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4002,6 +4030,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4077,6 +4106,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4523,6 +4553,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4594,6 +4625,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4678,6 +4710,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4894,6 +4927,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4976,6 +5010,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5063,6 +5098,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5177,6 +5213,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5393,6 +5430,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5536,6 +5574,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5752,6 +5791,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6080,6 +6120,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6151,6 +6192,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6237,6 +6279,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6312,6 +6355,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6512,6 +6556,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6598,6 +6643,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6810,6 +6856,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6937,6 +6984,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7100,6 +7148,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7207,6 +7256,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7554,6 +7604,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7660,6 +7711,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7751,6 +7803,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7822,6 +7875,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7908,6 +7962,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7983,6 +8038,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8183,6 +8239,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8269,6 +8326,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8481,6 +8539,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8604,6 +8663,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8767,6 +8827,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8874,6 +8935,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -9213,6 +9275,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -9319,6 +9382,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/__snapshots__/test_early_access_feature.ambr b/posthog/api/test/__snapshots__/test_early_access_feature.ambr
index 874a79147df2c..dc83f7f4c961a 100644
--- a/posthog/api/test/__snapshots__/test_early_access_feature.ambr
+++ b/posthog/api/test/__snapshots__/test_early_access_feature.ambr
@@ -50,6 +50,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -143,6 +144,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -218,6 +220,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -418,6 +421,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -524,6 +528,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -619,6 +624,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -789,6 +795,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -989,6 +996,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1086,6 +1094,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1156,6 +1165,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1338,6 +1348,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1413,6 +1424,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1613,6 +1625,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1687,6 +1700,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1844,6 +1858,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1919,6 +1934,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2119,6 +2135,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/__snapshots__/test_element.ambr b/posthog/api/test/__snapshots__/test_element.ambr
index e3ce7d60cebca..3d3f1b90bab1a 100644
--- a/posthog/api/test/__snapshots__/test_element.ambr
+++ b/posthog/api/test/__snapshots__/test_element.ambr
@@ -82,6 +82,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/__snapshots__/test_feature_flag.ambr b/posthog/api/test/__snapshots__/test_feature_flag.ambr
index a00efc8ba764b..8db7aa3b58aef 100644
--- a/posthog/api/test/__snapshots__/test_feature_flag.ambr
+++ b/posthog/api/test/__snapshots__/test_feature_flag.ambr
@@ -1361,6 +1361,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1528,6 +1529,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/__snapshots__/test_insight.ambr b/posthog/api/test/__snapshots__/test_insight.ambr
index 01390b5f4b341..f4c9641c28c3a 100644
--- a/posthog/api/test/__snapshots__/test_insight.ambr
+++ b/posthog/api/test/__snapshots__/test_insight.ambr
@@ -721,6 +721,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -784,6 +785,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -854,6 +856,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -924,6 +927,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1064,6 +1068,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1318,6 +1323,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1602,6 +1608,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1747,6 +1754,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1871,6 +1879,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2044,6 +2053,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2142,6 +2152,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/__snapshots__/test_organization_feature_flag.ambr b/posthog/api/test/__snapshots__/test_organization_feature_flag.ambr
index 55bc1f7121eb1..2a2f570ca27b0 100644
--- a/posthog/api/test/__snapshots__/test_organization_feature_flag.ambr
+++ b/posthog/api/test/__snapshots__/test_organization_feature_flag.ambr
@@ -131,6 +131,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -206,6 +207,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -406,6 +408,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -480,6 +483,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -607,6 +611,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -705,6 +710,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -775,6 +781,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -915,6 +922,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1009,6 +1017,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1107,6 +1116,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1177,6 +1187,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1317,6 +1328,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1410,6 +1422,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1511,6 +1524,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1711,6 +1725,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1785,6 +1800,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1930,6 +1946,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2730,6 +2747,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/__snapshots__/test_preflight.ambr b/posthog/api/test/__snapshots__/test_preflight.ambr
index bbb5b5662471e..9c2a535c45915 100644
--- a/posthog/api/test/__snapshots__/test_preflight.ambr
+++ b/posthog/api/test/__snapshots__/test_preflight.ambr
@@ -82,6 +82,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/__snapshots__/test_survey.ambr b/posthog/api/test/__snapshots__/test_survey.ambr
index aa3b526b3c9ee..85ee6dedec403 100644
--- a/posthog/api/test/__snapshots__/test_survey.ambr
+++ b/posthog/api/test/__snapshots__/test_survey.ambr
@@ -86,6 +86,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -149,6 +150,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -224,6 +226,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -449,6 +452,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -546,6 +550,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -633,6 +638,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -858,6 +864,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -955,6 +962,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1030,6 +1038,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1100,6 +1109,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1325,6 +1335,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1411,6 +1422,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1486,6 +1498,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1720,6 +1733,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1826,6 +1840,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2144,6 +2159,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr b/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr
index dfd916657a89b..7a5e77c6be6c6 100644
--- a/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr
+++ b/posthog/api/test/dashboards/__snapshots__/test_dashboard.ambr
@@ -82,6 +82,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -270,6 +271,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -590,6 +592,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -886,6 +889,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1359,6 +1363,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1429,6 +1434,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1557,6 +1563,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1620,6 +1627,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1690,6 +1698,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1760,6 +1769,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1900,6 +1910,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2022,6 +2033,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2236,6 +2248,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2688,6 +2701,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2786,6 +2800,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2916,6 +2931,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2979,6 +2995,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3073,6 +3090,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3195,6 +3213,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3397,6 +3416,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3597,6 +3617,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3695,6 +3716,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3832,6 +3854,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3974,6 +3997,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4044,6 +4068,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4114,6 +4139,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4254,6 +4280,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4376,6 +4403,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4572,6 +4600,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4890,6 +4919,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5186,6 +5216,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5392,6 +5423,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5807,6 +5839,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5930,6 +5963,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6112,6 +6146,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6383,6 +6418,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6481,6 +6517,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6579,6 +6616,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6681,6 +6719,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6751,6 +6790,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6891,6 +6931,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6961,6 +7002,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7031,6 +7073,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7182,6 +7225,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7304,6 +7348,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7518,6 +7563,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7718,6 +7764,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7816,6 +7863,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7926,6 +7974,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7996,6 +8045,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8066,6 +8116,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8206,6 +8257,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8328,6 +8380,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8530,6 +8583,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8737,6 +8791,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8835,6 +8890,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8933,6 +8989,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -9003,6 +9060,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -9073,6 +9131,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -9266,6 +9325,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -9552,6 +9612,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -9738,6 +9799,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -9918,6 +9980,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -9981,6 +10044,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -10104,6 +10168,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -10286,6 +10351,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -10565,6 +10631,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -10688,6 +10755,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -10870,6 +10938,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/api/test/notebooks/__snapshots__/test_notebook.ambr b/posthog/api/test/notebooks/__snapshots__/test_notebook.ambr
index f585776717839..14c0b2cda0953 100644
--- a/posthog/api/test/notebooks/__snapshots__/test_notebook.ambr
+++ b/posthog/api/test/notebooks/__snapshots__/test_notebook.ambr
@@ -82,6 +82,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -235,6 +236,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -466,6 +468,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -864,6 +867,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/migrations/0534_team_cookieless_server_hash_mode.py b/posthog/migrations/0534_team_cookieless_server_hash_mode.py
new file mode 100644
index 0000000000000..9a35fb224f5d8
--- /dev/null
+++ b/posthog/migrations/0534_team_cookieless_server_hash_mode.py
@@ -0,0 +1,19 @@
+# Generated by Django 4.2.15 on 2024-12-19 13:12
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("posthog", "0533_externaldatajob_pipeline_version"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="team",
+            name="cookieless_server_hash_mode",
+            field=models.SmallIntegerField(
+                choices=[(0, "Disabled"), (1, "Stateless"), (2, "Stateful")], default=0, null=True
+            ),
+        ),
+    ]
diff --git a/posthog/migrations/max_migration.txt b/posthog/migrations/max_migration.txt
index 44547aebb012e..43f1f6ffa127f 100644
--- a/posthog/migrations/max_migration.txt
+++ b/posthog/migrations/max_migration.txt
@@ -1 +1 @@
-0533_externaldatajob_pipeline_version
+0534_team_cookieless_server_hash_mode
diff --git a/posthog/models/filters/test/__snapshots__/test_filter.ambr b/posthog/models/filters/test/__snapshots__/test_filter.ambr
index 773730e93858c..12f297b9ca5ac 100644
--- a/posthog/models/filters/test/__snapshots__/test_filter.ambr
+++ b/posthog/models/filters/test/__snapshots__/test_filter.ambr
@@ -50,6 +50,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -120,6 +121,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -190,6 +192,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -260,6 +263,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -330,6 +334,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/models/team/team.py b/posthog/models/team/team.py
index 40bea6d9e089c..1c2809900c156 100644
--- a/posthog/models/team/team.py
+++ b/posthog/models/team/team.py
@@ -177,6 +177,12 @@ def clickhouse_mode(self) -> str:
         return "3" if self == WeekStartDay.MONDAY else "0"
 
 
+class CookielessServerHashMode(models.IntegerChoices):
+    DISABLED = 0, "Disabled"
+    STATELESS = 1, "Stateless"
+    STATEFUL = 2, "Stateful"
+
+
 class Team(UUIDClassicModel):
     """Team means "environment" (historically it meant "project", but now we have the Project model for that)."""
 
@@ -276,6 +282,9 @@ class Meta:
     person_display_name_properties: ArrayField = ArrayField(models.CharField(max_length=400), null=True, blank=True)
     live_events_columns: ArrayField = ArrayField(models.TextField(), null=True, blank=True)
     recording_domains: ArrayField = ArrayField(models.CharField(max_length=200, null=True), blank=True, null=True)
+    cookieless_server_hash_mode = models.SmallIntegerField(
+        default=CookielessServerHashMode.DISABLED, choices=CookielessServerHashMode.choices, null=True
+    )
 
     primary_dashboard = models.ForeignKey(
         "posthog.Dashboard",
diff --git a/posthog/session_recordings/test/__snapshots__/test_session_recordings.ambr b/posthog/session_recordings/test/__snapshots__/test_session_recordings.ambr
index c25bdb4d587b4..db61b8d5663ad 100644
--- a/posthog/session_recordings/test/__snapshots__/test_session_recordings.ambr
+++ b/posthog/session_recordings/test/__snapshots__/test_session_recordings.ambr
@@ -50,6 +50,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -120,6 +121,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -190,6 +192,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -260,6 +263,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -330,6 +334,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -508,6 +513,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -605,6 +611,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1013,6 +1020,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1163,6 +1171,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1233,6 +1242,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1303,6 +1313,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1373,6 +1384,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1443,6 +1455,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1513,6 +1526,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1615,6 +1629,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2170,6 +2185,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2310,6 +2326,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2926,6 +2943,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3066,6 +3084,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3436,6 +3455,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3669,6 +3689,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -3809,6 +3830,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4374,6 +4396,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4514,6 +4537,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -4908,6 +4932,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5138,6 +5163,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -5278,6 +5304,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6339,6 +6366,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -6479,6 +6507,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7052,6 +7081,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7192,6 +7222,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7743,6 +7774,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -7883,6 +7915,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8495,6 +8528,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -8635,6 +8669,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/tasks/test/__snapshots__/test_process_scheduled_changes.ambr b/posthog/tasks/test/__snapshots__/test_process_scheduled_changes.ambr
index 059600098cd50..263314ec6d767 100644
--- a/posthog/tasks/test/__snapshots__/test_process_scheduled_changes.ambr
+++ b/posthog/tasks/test/__snapshots__/test_process_scheduled_changes.ambr
@@ -73,6 +73,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -192,6 +193,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -267,6 +269,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -467,6 +470,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -605,6 +609,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -753,6 +758,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -828,6 +834,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -991,6 +998,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1098,6 +1106,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1224,6 +1233,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1576,6 +1586,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
diff --git a/posthog/test/__snapshots__/test_feature_flag.ambr b/posthog/test/__snapshots__/test_feature_flag.ambr
index 32352422e1f1a..b54b1d98421a6 100644
--- a/posthog/test/__snapshots__/test_feature_flag.ambr
+++ b/posthog/test/__snapshots__/test_feature_flag.ambr
@@ -174,6 +174,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -267,6 +268,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -342,6 +344,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -542,6 +545,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -639,6 +643,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -714,6 +719,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -777,6 +783,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -977,6 +984,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1137,6 +1145,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1337,6 +1346,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1434,6 +1444,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1551,6 +1562,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1626,6 +1638,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -1826,6 +1839,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2139,6 +2153,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2306,6 +2321,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2381,6 +2397,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",
@@ -2581,6 +2598,7 @@
          "posthog_team"."person_display_name_properties",
          "posthog_team"."live_events_columns",
          "posthog_team"."recording_domains",
+         "posthog_team"."cookieless_server_hash_mode",
          "posthog_team"."primary_dashboard_id",
          "posthog_team"."extra_settings",
          "posthog_team"."modifiers",

From 67dfe8d00c26e68e458b805569a1346295e549de Mon Sep 17 00:00:00 2001
From: Ben White <ben@posthog.com>
Date: Fri, 20 Dec 2024 10:57:48 +0100
Subject: [PATCH 24/26] fix: RemoteConfig legacy site apps (#27093)

---
 posthog/models/remote_config.py           | 2 +-
 posthog/models/test/test_remote_config.py | 9 +++------
 2 files changed, 4 insertions(+), 7 deletions(-)

diff --git a/posthog/models/remote_config.py b/posthog/models/remote_config.py
index aa4ed7c59d379..427b3df7ec2de 100644
--- a/posthog/models/remote_config.py
+++ b/posthog/models/remote_config.py
@@ -261,7 +261,7 @@ def _build_site_apps_js(self):
             config = get_site_config_from_schema(site_app.config_schema, site_app.config)
             site_apps_js.append(
                 indent_js(
-                    f"\n{{\n  id: '{site_app.token}',\n  init: function(config) {{\n    {indent_js(site_app.source, indent=4)}().inject({{ config:{json.dumps(config)}, posthog:config.posthog }});\n    config.callback();\n  }}\n}}"
+                    f"\n{{\n  id: '{site_app.token}',\n  init: function(config) {{\n    {indent_js(site_app.source, indent=4)}().inject({{ config:{json.dumps(config)}, posthog:config.posthog }});\n    config.callback(); return {{}}  }}\n}}"
                 )
             )
         site_functions = (
diff --git a/posthog/models/test/test_remote_config.py b/posthog/models/test/test_remote_config.py
index 52bfc71821a79..ddcd23aca2a73 100644
--- a/posthog/models/test/test_remote_config.py
+++ b/posthog/models/test/test_remote_config.py
@@ -541,22 +541,19 @@ def test_renders_js_including_site_apps(self):
       id: 'tokentoken',
       init: function(config) {
             (function () { return { inject: (data) => console.log('injected!', data)}; })().inject({ config:{}, posthog:config.posthog });
-        config.callback();
-      }
+        config.callback(); return {}  }
     },    
     {
       id: 'tokentoken',
       init: function(config) {
             (function () { return { inject: (data) => console.log('injected 2!', data)}; })().inject({ config:{}, posthog:config.posthog });
-        config.callback();
-      }
+        config.callback(); return {}  }
     },    
     {
       id: 'tokentoken',
       init: function(config) {
             (function () { return { inject: (data) => console.log('injected but disabled!', data)}; })().inject({ config:{}, posthog:config.posthog });
-        config.callback();
-      }
+        config.callback(); return {}  }
     }]
   }
 })();\

From 198678df7594dc666dad8508659bcad4d45de470 Mon Sep 17 00:00:00 2001
From: Ben White <ben@posthog.com>
Date: Fri, 20 Dec 2024 11:25:39 +0100
Subject: [PATCH 25/26] fix: Importing inputs from other inputs (#27041)

Co-authored-by: Marius Andra <marius.andra@gmail.com>
---
 ee/api/test/test_hooks.py               |   4 +-
 plugin-server/src/cdp/hog-executor.ts   |  40 +++++----
 plugin-server/src/cdp/types.ts          |   1 +
 posthog/api/hog_function.py             |   2 +-
 posthog/api/test/test_hog_function.py   |   9 +-
 posthog/cdp/site_functions.py           |   5 +-
 posthog/cdp/test/test_site_functions.py |  59 ++++++++++--
 posthog/cdp/test/test_validation.py     | 111 ++++++++++++++++++++++-
 posthog/cdp/validation.py               | 115 +++++++++++++++++++++---
 9 files changed, 305 insertions(+), 41 deletions(-)

diff --git a/ee/api/test/test_hooks.py b/ee/api/test/test_hooks.py
index 0017079f4a77d..3cfa9595ce1c8 100644
--- a/ee/api/test/test_hooks.py
+++ b/ee/api/test/test_hooks.py
@@ -139,8 +139,9 @@ def test_create_hog_function_via_hook(self):
                         "target": "https://hooks.zapier.com/{inputs.hook}",
                     },
                 },
+                "order": 2,
             },
-            "debug": {},
+            "debug": {"order": 1},
             "hook": {
                 "bytecode": [
                     "_H",
@@ -149,6 +150,7 @@ def test_create_hog_function_via_hook(self):
                     "hooks/standard/1234/abcd",
                 ],
                 "value": "hooks/standard/1234/abcd",
+                "order": 0,
             },
         }
 
diff --git a/plugin-server/src/cdp/hog-executor.ts b/plugin-server/src/cdp/hog-executor.ts
index 631f8c8438444..1b843ca04c513 100644
--- a/plugin-server/src/cdp/hog-executor.ts
+++ b/plugin-server/src/cdp/hog-executor.ts
@@ -10,6 +10,7 @@ import { status } from '../utils/status'
 import { HogFunctionManager } from './hog-function-manager'
 import {
     CyclotronFetchFailureInfo,
+    HogFunctionInputType,
     HogFunctionInvocation,
     HogFunctionInvocationGlobals,
     HogFunctionInvocationGlobalsWithInputs,
@@ -103,6 +104,16 @@ const sanitizeLogMessage = (args: any[], sensitiveValues?: string[]): string =>
     return message
 }
 
+const orderInputsByDependency = (hogFunction: HogFunctionType): [string, HogFunctionInputType][] => {
+    const allInputs: HogFunctionType['inputs'] = {
+        ...hogFunction.inputs,
+        ...hogFunction.encrypted_inputs,
+    }
+    return Object.entries(allInputs).sort(([_, input1], [__, input2]) => {
+        return (input1.order ?? -1) - (input2.order ?? -1)
+    })
+}
+
 export class HogExecutor {
     private telemetryMatcher: ValueMatcher<number>
 
@@ -529,30 +540,23 @@ export class HogExecutor {
     }
 
     buildHogFunctionGlobals(invocation: HogFunctionInvocation): HogFunctionInvocationGlobalsWithInputs {
-        const builtInputs: Record<string, any> = {}
+        const newGlobals: HogFunctionInvocationGlobalsWithInputs = {
+            ...invocation.globals,
+            inputs: {},
+        }
 
-        Object.entries(invocation.hogFunction.inputs ?? {}).forEach(([key, item]) => {
-            builtInputs[key] = item.value
+        const orderedInputs = orderInputsByDependency(invocation.hogFunction)
 
-            if (item.bytecode) {
-                // Use the bytecode to compile the field
-                builtInputs[key] = formatInput(item.bytecode, invocation.globals, key)
-            }
-        })
-
-        Object.entries(invocation.hogFunction.encrypted_inputs ?? {}).forEach(([key, item]) => {
-            builtInputs[key] = item.value
+        for (const [key, input] of orderedInputs) {
+            newGlobals.inputs[key] = input.value
 
-            if (item.bytecode) {
+            if (input.bytecode) {
                 // Use the bytecode to compile the field
-                builtInputs[key] = formatInput(item.bytecode, invocation.globals, key)
+                newGlobals.inputs[key] = formatInput(input.bytecode, newGlobals, key)
             }
-        })
-
-        return {
-            ...invocation.globals,
-            inputs: builtInputs,
         }
+
+        return newGlobals
     }
 
     getSensitiveValues(hogFunction: HogFunctionType, inputs: Record<string, any>): string[] {
diff --git a/plugin-server/src/cdp/types.ts b/plugin-server/src/cdp/types.ts
index e9d506a7a7823..dfe0464a1f9ec 100644
--- a/plugin-server/src/cdp/types.ts
+++ b/plugin-server/src/cdp/types.ts
@@ -297,6 +297,7 @@ export type HogFunctionInputType = {
     value: any
     secret?: boolean
     bytecode?: HogBytecode | object
+    order?: number
 }
 
 export type IntegrationType = {
diff --git a/posthog/api/hog_function.py b/posthog/api/hog_function.py
index 9f9d54e7db1af..338f7b8500a6c 100644
--- a/posthog/api/hog_function.py
+++ b/posthog/api/hog_function.py
@@ -79,7 +79,7 @@ class HogFunctionMaskingSerializer(serializers.Serializer):
     bytecode = serializers.JSONField(required=False, allow_null=True)
 
     def validate(self, attrs):
-        attrs["bytecode"] = generate_template_bytecode(attrs["hash"])
+        attrs["bytecode"] = generate_template_bytecode(attrs["hash"], input_collector=set())
 
         return super().validate(attrs)
 
diff --git a/posthog/api/test/test_hog_function.py b/posthog/api/test/test_hog_function.py
index 414f5f19aa51f..169b37e796765 100644
--- a/posthog/api/test/test_hog_function.py
+++ b/posthog/api/test/test_hog_function.py
@@ -479,6 +479,7 @@ def test_secret_inputs_not_returned(self, *args):
                     "I AM SECRET",
                 ],
                 "value": "I AM SECRET",
+                "order": 0,
             },
         }
 
@@ -486,7 +487,7 @@ def test_secret_inputs_not_returned(self, *args):
 
         assert (
             raw_encrypted_inputs
-            == "gAAAAABlkgC8AAAAAAAAAAAAAAAAAAAAAKvzDjuLG689YjjVhmmbXAtZSRoucXuT8VtokVrCotIx3ttPcVufoVt76dyr2phbuotMldKMVv_Y6uzMDZFjX1WLE6eeZEhBJqFv8fQacoHXhDbDh5fvL7DTr1sc2R_DmTwvPQDiSss790vZ6d_vm1Q="
+            == "gAAAAABlkgC8AAAAAAAAAAAAAAAAAAAAAKvzDjuLG689YjjVhmmbXAtZSRoucXuT8VtokVrCotIx3ttPcVufoVt76dyr2phbuotMldKMVv_Y6uzMDZFjX1Uvej4GHsYRbsTN_txcQHNnU7zvLee83DhHIrThEjceoq8i7hbfKrvqjEi7GCGc_k_Gi3V5KFxDOfLKnke4KM4s"
         )
 
     def test_secret_inputs_not_updated_if_not_changed(self, *args):
@@ -642,6 +643,7 @@ def test_generates_inputs_bytecode(self, *args):
                     32,
                     "http://localhost:2080/0e02d917-563f-4050-9725-aad881b69937",
                 ],
+                "order": 0,
             },
             "payload": {
                 "value": {
@@ -651,6 +653,7 @@ def test_generates_inputs_bytecode(self, *args):
                     "person": "{person}",
                     "event_url": "{f'{event.url}-test'}",
                 },
+                "order": 1,
                 "bytecode": {
                     "event": ["_H", HOGQL_BYTECODE_VERSION, 32, "event", 1, 1],
                     "groups": ["_H", HOGQL_BYTECODE_VERSION, 32, "groups", 1, 1],
@@ -673,7 +676,7 @@ def test_generates_inputs_bytecode(self, *args):
                     ],
                 },
             },
-            "method": {"value": "POST"},
+            "method": {"value": "POST", "order": 2},
             "headers": {
                 "value": {"version": "v={event.properties.$lib_version}"},
                 "bytecode": {
@@ -695,6 +698,7 @@ def test_generates_inputs_bytecode(self, *args):
                         2,
                     ]
                 },
+                "order": 3,
             },
         }
 
@@ -1164,6 +1168,7 @@ def test_create_typescript_destination_with_inputs(self):
         inputs["message"]["transpiled"]["stl"].sort()
         assert result["inputs"] == {
             "message": {
+                "order": 0,
                 "transpiled": {
                     "code": 'concat("Hello, TypeScript ", arrayMap(__lambda((a) => a), [1, 2, 3]), "!")',
                     "lang": "ts",
diff --git a/posthog/cdp/site_functions.py b/posthog/cdp/site_functions.py
index fa77c20a8f881..e02895f39d99a 100644
--- a/posthog/cdp/site_functions.py
+++ b/posthog/cdp/site_functions.py
@@ -20,8 +20,9 @@ def get_transpiled_function(hog_function: HogFunction) -> str:
 
     compiler = JavaScriptCompiler()
 
-    # TODO: reorder inputs to make dependencies work
-    for key, input in (hog_function.inputs or {}).items():
+    all_inputs = hog_function.inputs or {}
+    all_inputs = sorted(all_inputs.items(), key=lambda x: x[1].get("order", -1))
+    for key, input in all_inputs:
         value = input.get("value")
         key_string = json.dumps(str(key) or "<empty>")
         if (isinstance(value, str) and "{" in value) or isinstance(value, dict) or isinstance(value, list):
diff --git a/posthog/cdp/test/test_site_functions.py b/posthog/cdp/test/test_site_functions.py
index 658b16ba41be0..c9821435d848c 100644
--- a/posthog/cdp/test/test_site_functions.py
+++ b/posthog/cdp/test/test_site_functions.py
@@ -46,6 +46,12 @@ def compile_and_run(self):
 
         return result
 
+    def _execute_javascript(self, js) -> str:
+        with tempfile.NamedTemporaryFile(delete=False) as f:
+            f.write(js.encode("utf-8"))
+            f.flush()
+            return subprocess.check_output(["node", f.name]).decode("utf-8")
+
     def test_get_transpiled_function_basic(self):
         result = self.compile_and_run()
         assert isinstance(result, str)
@@ -343,8 +349,51 @@ def test_run_function_onevent(self):
         )
         assert "Loaded" == response.strip()
 
-    def _execute_javascript(self, js) -> str:
-        with tempfile.NamedTemporaryFile(delete=False) as f:
-            f.write(js.encode("utf-8"))
-            f.flush()
-            return subprocess.check_output(["node", f.name]).decode("utf-8")
+    def test_get_transpiled_function_with_ordered_inputs(self):
+        self.hog_function.hog = "export function onLoad() { console.log(inputs); }"
+        self.hog_function.inputs = {
+            "first": {"value": "I am first", "order": 0},
+            "second": {"value": "{person.properties.name}", "order": 1},
+            "third": {"value": "{event.properties.url}", "order": 2},
+        }
+
+        result = self.compile_and_run()
+
+        assert '"first": "I am first"' in result
+        idx_first = result.index('"first": "I am first"')
+        idx_second = result.index('inputs["second"] = getInputsKey("second");')
+        idx_third = result.index('inputs["third"] = getInputsKey("third");')
+
+        assert idx_first < idx_second < idx_third
+
+    def test_get_transpiled_function_without_order(self):
+        self.hog_function.hog = "export function onLoad() { console.log(inputs); }"
+        self.hog_function.inputs = {
+            "noOrder": {"value": "I have no order"},
+            "alsoNoOrder": {"value": "{person.properties.name}"},
+            "withOrder": {"value": "{event.properties.url}", "order": 10},
+        }
+
+        result = self.compile_and_run()
+
+        idx_noOrder = result.index('"noOrder": "I have no order"')
+        idx_alsoNoOrder = result.index('inputs["alsoNoOrder"] = getInputsKey("alsoNoOrder");')
+        idx_withOrder = result.index('inputs["withOrder"] = getInputsKey("withOrder");')
+
+        assert idx_noOrder < idx_alsoNoOrder < idx_withOrder
+
+    def test_get_transpiled_function_with_duplicate_orders(self):
+        self.hog_function.hog = "export function onLoad() { console.log(inputs); }"
+        self.hog_function.inputs = {
+            "alpha": {"value": "{person.properties.alpha}", "order": 1},
+            "beta": {"value": "{person.properties.beta}", "order": 1},
+            "gamma": {"value": "Just gamma", "order": 1},
+        }
+
+        result = self.compile_and_run()
+
+        idx_alpha = result.index('inputs["alpha"] = getInputsKey("alpha");')
+        idx_beta = result.index('inputs["beta"] = getInputsKey("beta");')
+        idx_gamma = result.index('"gamma": "Just gamma"')
+
+        assert idx_alpha is not None and idx_beta is not None and idx_gamma is not None
diff --git a/posthog/cdp/test/test_validation.py b/posthog/cdp/test/test_validation.py
index 90a41f8cca653..15f6dbb879cbd 100644
--- a/posthog/cdp/test/test_validation.py
+++ b/posthog/cdp/test/test_validation.py
@@ -85,6 +85,7 @@ def test_validate_inputs(self):
                         32,
                         "http://localhost:2080/0e02d917-563f-4050-9725-aad881b69937",
                     ],
+                    "order": 0,  # Now that we have ordering, url should have some order assigned
                 },
                 "payload": {
                     "value": {
@@ -115,8 +116,12 @@ def test_validate_inputs(self):
                             2,
                         ],
                     },
+                    "order": 1,
+                },
+                "method": {
+                    "value": "POST",
+                    "order": 2,
                 },
-                "method": {"value": "POST"},
                 "headers": {
                     "value": {"version": "v={event.properties.$lib_version}"},
                     "bytecode": {
@@ -138,6 +143,7 @@ def test_validate_inputs(self):
                             2,
                         ]
                     },
+                    "order": 3,
                 },
             }
         )
@@ -180,6 +186,109 @@ def test_validate_inputs_creates_bytecode_for_html(self):
                         3,
                     ],
                     "value": '<html>\n<head>\n<style type="text/css">\n  .css \\{\n    width: 500px !important;\n  }</style>\n</head>\n\n<body>\n    <p>Hi {person.properties.email}</p>\n</body>\n</html>',
+                    "order": 0,
                 },
             }
         )
+
+    # New tests for ordering
+    def test_validate_inputs_with_dependencies_simple_chain(self):
+        # Schema: A->B->C
+        # A has no deps, B uses A, C uses B
+        inputs_schema = [
+            {"key": "A", "type": "string", "required": True},
+            {"key": "C", "type": "string", "required": True},
+            {"key": "B", "type": "string", "required": True},
+        ]
+        # Values: B depends on A, C depends on B
+        # We'll use templates referencing inputs.A, inputs.B
+        inputs = {
+            "A": {"value": "A value"},
+            "C": {"value": "{inputs.B} + C value"},
+            "B": {"value": "{inputs.A} + B value"},
+        }
+
+        validated = validate_inputs(inputs_schema, inputs)
+        # Order should be A=0, B=1, C=2
+        assert validated["A"]["order"] == 0
+        assert validated["B"]["order"] == 1
+        assert validated["C"]["order"] == 2
+
+    def test_validate_inputs_with_multiple_dependencies(self):
+        # Schema: W, X, Y, Z
+        # Z depends on W and Y
+        # Y depends on X
+        # X depends on W
+        # So order: W=0, X=1, Y=2, Z=3
+        inputs_schema = [
+            {"key": "X", "type": "string", "required": True},
+            {"key": "W", "type": "string", "required": True},
+            {"key": "Z", "type": "string", "required": True},
+            {"key": "Y", "type": "string", "required": True},
+        ]
+        inputs = {
+            "X": {"value": "{inputs.W}_x"},
+            "W": {"value": "w"},
+            "Z": {"value": "{inputs.W}{inputs.Y}_z"},  # depends on W and Y
+            "Y": {"value": "{inputs.X}_y"},
+        }
+
+        validated = validate_inputs(inputs_schema, inputs)
+        assert validated["W"]["order"] == 0
+        assert validated["X"]["order"] == 1
+        assert validated["Y"]["order"] == 2
+        assert validated["Z"]["order"] == 3
+
+    def test_validate_inputs_with_no_dependencies(self):
+        # All inputs have no references. Any order is fine but all should start from 0 and increment.
+        inputs_schema = [
+            {"key": "one", "type": "string", "required": True},
+            {"key": "two", "type": "string", "required": True},
+            {"key": "three", "type": "string", "required": True},
+        ]
+        inputs = {
+            "one": {"value": "1"},
+            "two": {"value": "2"},
+            "three": {"value": "3"},
+        }
+
+        validated = validate_inputs(inputs_schema, inputs)
+        # Should just assign order in any stable manner (likely alphabetical since no deps):
+        # Typically: one=0, two=1, three=2
+        # The actual order might depend on dictionary ordering, but given code, it should be alphabetical keys since we topologically sort by dependencies.
+        assert validated["one"]["order"] == 0
+        assert validated["two"]["order"] == 1
+        assert validated["three"]["order"] == 2
+
+    def test_validate_inputs_with_circular_dependencies(self):
+        # A depends on B, B depends on A -> should fail
+        inputs_schema = [
+            {"key": "A", "type": "string", "required": True},
+            {"key": "B", "type": "string", "required": True},
+        ]
+
+        inputs = {
+            "A": {"value": "{inputs.B} + A"},
+            "B": {"value": "{inputs.A} + B"},
+        }
+
+        try:
+            validate_inputs(inputs_schema, inputs)
+            raise AssertionError("Expected circular dependency error")
+        except Exception as e:
+            assert "Circular dependency" in str(e)
+
+    def test_validate_inputs_with_extraneous_dependencies(self):
+        # A depends on a non-existing input X
+        # This should ignore X since it's not defined.
+        # So no error, but A has no real dependencies that matter.
+        inputs_schema = [
+            {"key": "A", "type": "string", "required": True},
+        ]
+        inputs = {
+            "A": {"value": "{inputs.X} + A"},
+        }
+
+        validated = validate_inputs(inputs_schema, inputs)
+        # Only A is present, so A=0
+        assert validated["A"]["order"] == 0
diff --git a/posthog/cdp/validation.py b/posthog/cdp/validation.py
index ac7f19405cfd5..1d4ebf12e2f0b 100644
--- a/posthog/cdp/validation.py
+++ b/posthog/cdp/validation.py
@@ -6,22 +6,46 @@
 from posthog.hogql.compiler.bytecode import create_bytecode
 from posthog.hogql.compiler.javascript import JavaScriptCompiler
 from posthog.hogql.parser import parse_program, parse_string_template
+from posthog.hogql.visitor import TraversingVisitor
 from posthog.models.hog_functions.hog_function import TYPES_WITH_JAVASCRIPT_SOURCE
+from posthog.hogql import ast
 
 logger = logging.getLogger(__name__)
 
 
-def generate_template_bytecode(obj: Any) -> Any:
+class InputCollector(TraversingVisitor):
+    inputs: set[str]
+
+    def __init__(self):
+        super().__init__()
+        self.inputs = set()
+
+    def visit_field(self, node: ast.Field):
+        super().visit_field(node)
+        if node.chain[0] == "inputs":
+            if len(node.chain) > 1:
+                self.inputs.add(str(node.chain[1]))
+
+
+def collect_inputs(node: ast.Expr) -> set[str]:
+    input_collector = InputCollector()
+    input_collector.visit(node)
+    return input_collector.inputs
+
+
+def generate_template_bytecode(obj: Any, input_collector: set[str]) -> Any:
     """
     Clones an object, compiling any string values to bytecode templates
     """
 
     if isinstance(obj, dict):
-        return {key: generate_template_bytecode(value) for key, value in obj.items()}
+        return {key: generate_template_bytecode(value, input_collector) for key, value in obj.items()}
     elif isinstance(obj, list):
-        return [generate_template_bytecode(item) for item in obj]
+        return [generate_template_bytecode(item, input_collector) for item in obj]
     elif isinstance(obj, str):
-        return create_bytecode(parse_string_template(obj)).bytecode
+        node = parse_string_template(obj)
+        input_collector.update(collect_inputs(node))
+        return create_bytecode(node).bytecode
     else:
         return obj
 
@@ -81,6 +105,9 @@ def to_representation(self, value):
 class InputsItemSerializer(serializers.Serializer):
     value = AnyInputField(required=False)
     bytecode = serializers.ListField(required=False, read_only=True)
+    # input_deps = serializers.ListField(required=False)
+    order = serializers.IntegerField(required=False)
+    transpiled = serializers.JSONField(required=False)
 
     def validate(self, attrs):
         schema = self.context["schema"]
@@ -112,9 +139,9 @@ def validate(self, attrs):
         elif item_type == "email":
             if not isinstance(value, dict):
                 raise serializers.ValidationError({"inputs": {name: f"Value must be an Integration ID."}})
-            for key in ["from", "to", "subject"]:
-                if not value.get(key):
-                    raise serializers.ValidationError({"inputs": {name: f"Missing value for '{key}'."}})
+            for key_ in ["from", "to", "subject"]:
+                if not value.get(key_):
+                    raise serializers.ValidationError({"inputs": {name: f"Missing value for '{key_}'."}})
 
             if not value.get("text") and not value.get("html"):
                 raise serializers.ValidationError({"inputs": {name: f"Either 'text' or 'html' is required."}})
@@ -133,7 +160,9 @@ def validate(self, attrs):
                         if "bytecode" in attrs:
                             del attrs["bytecode"]
                     else:
-                        attrs["bytecode"] = generate_template_bytecode(value)
+                        input_collector: set[str] = set()
+                        attrs["bytecode"] = generate_template_bytecode(value, input_collector)
+                        attrs["input_deps"] = list(input_collector)
                         if "transpiled" in attrs:
                             del attrs["transpiled"]
         except Exception as e:
@@ -154,6 +183,41 @@ def validate_inputs_schema(value: list) -> list:
     return serializer.validated_data or []
 
 
+def topological_sort(nodes: list[str], edges: dict[str, list[str]]) -> list[str]:
+    """
+    Perform a topological sort on the given graph.
+    nodes: list of all node identifiers
+    edges: adjacency list where edges[node] = list of nodes that `node` depends on
+    Returns: A list of nodes in topologically sorted order (no cycles).
+    Raises an error if a cycle is detected.
+    """
+    # Build in-degree
+    in_degree = {node: 0 for node in nodes}
+    for node, deps in edges.items():
+        for dep in deps:
+            if dep in in_degree:
+                in_degree[node] = in_degree[node] + 1
+
+    # Find all nodes with in_degree 0
+    queue = [n for n, d in in_degree.items() if d == 0]
+    sorted_list = []
+
+    while queue:
+        current = queue.pop(0)
+        sorted_list.append(current)
+        # Decrease in-degree of dependent nodes
+        for node, deps in edges.items():
+            if current in deps:
+                in_degree[node] -= 1
+                if in_degree[node] == 0:
+                    queue.append(node)
+
+    if len(sorted_list) != len(nodes):
+        raise serializers.ValidationError("Circular dependency detected in input_deps.")
+
+    return sorted_list
+
+
 def validate_inputs(
     inputs_schema: list,
     inputs: dict,
@@ -162,10 +226,13 @@ def validate_inputs(
 ) -> dict:
     """
     Tricky: We want to allow overriding the secret inputs, but not return them.
-    If we have a given input then we use it, otherwise we pull it from the existing secrets
+    If we have a given input then we use it, otherwise we pull it from the existing secrets.
+    Then we do topological sorting based on input_deps to assign order.
     """
+
     validated_inputs = {}
 
+    # Validate each input against the schema
     for schema in inputs_schema:
         value = inputs.get(schema["key"]) or {}
 
@@ -180,9 +247,35 @@ def validate_inputs(
         if not serializer.is_valid():
             raise serializers.ValidationError(serializer.errors)
 
-        validated_inputs[schema["key"]] = serializer.validated_data
+        validated_data = serializer.validated_data
+
+        # If it's a secret input, not required, and no value was provided, don't add it
+        if schema.get("secret", False) and not schema.get("required", False) and "value" not in validated_data:
+            # Skip adding this input entirely
+            continue
+
+        validated_inputs[schema["key"]] = validated_data
+
+    # We'll topologically sort keys based on their input_deps.
+    edges = {}
+    all_keys = list(validated_inputs.keys())
+    for k, v in validated_inputs.items():
+        deps = v.get("input_deps", [])
+        deps = [d for d in deps if d in validated_inputs]
+        edges[k] = deps
+
+    sorted_keys = topological_sort(all_keys, edges)
+
+    # Assign order according to topological sort
+    for i, key in enumerate(sorted_keys):
+        validated_inputs[key]["order"] = i
+        if "input_deps" in validated_inputs[key]:
+            del validated_inputs[key]["input_deps"]
+
+    # Rebuild in sorted order
+    sorted_validated_inputs = {key: validated_inputs[key] for key in sorted_keys}
 
-    return validated_inputs
+    return sorted_validated_inputs
 
 
 def compile_hog(hog: str, hog_type: str, in_repl: Optional[bool] = False) -> list[Any]:

From 3bb43863ee303beb816825f6cce1a9add8c43350 Mon Sep 17 00:00:00 2001
From: PostHog Bot <69588470+posthog-bot@users.noreply.github.com>
Date: Fri, 20 Dec 2024 05:54:21 -0500
Subject: [PATCH 26/26] chore(deps): Update posthog-js to 1.203.0 (#27096)

---
 package.json   | 2 +-
 pnpm-lock.yaml | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/package.json b/package.json
index 58ce1231fde79..2b5b0eb027050 100644
--- a/package.json
+++ b/package.json
@@ -161,7 +161,7 @@
         "pmtiles": "^2.11.0",
         "postcss": "^8.4.31",
         "postcss-preset-env": "^9.3.0",
-        "posthog-js": "1.202.5",
+        "posthog-js": "1.203.0",
         "posthog-js-lite": "3.0.0",
         "prettier": "^2.8.8",
         "prop-types": "^15.7.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index aeaf7828a60e2..2b2c29abd1164 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -305,8 +305,8 @@ dependencies:
     specifier: ^9.3.0
     version: 9.3.0(postcss@8.4.31)
   posthog-js:
-    specifier: 1.202.5
-    version: 1.202.5
+    specifier: 1.203.0
+    version: 1.203.0
   posthog-js-lite:
     specifier: 3.0.0
     version: 3.0.0
@@ -17902,8 +17902,8 @@ packages:
     resolution: {integrity: sha512-dyajjnfzZD1tht4N7p7iwf7nBnR1MjVaVu+MKr+7gBgA39bn28wizCIJZztZPtHy4PY0YwtSGgwfBCuG/hnHgA==}
     dev: false
 
-  /posthog-js@1.202.5:
-    resolution: {integrity: sha512-ZkUPkdO35Di2croJByHvBVp/sACq5KJEIaYRchUrr5lRK/57B/s6d5Y5PV374pbWpKhJdXRkUXd3ZUKJ8bOmfw==}
+  /posthog-js@1.203.0:
+    resolution: {integrity: sha512-f8yvxZDVH30cjZZY8D9D6YyOqFh1S0aFUqi9k94PAQkN6szJTD/84lyjiFlCfJePr8M8C0iedZPev3A68mWbng==}
     dependencies:
       core-js: 3.39.0
       fflate: 0.4.8