diff --git a/docs/api.yml b/docs/api.yml index fc0dd3951..6a9c6a509 100644 --- a/docs/api.yml +++ b/docs/api.yml @@ -147,6 +147,7 @@ sidebar: - "api-reference/expressions/num/ceil" - "api-reference/expressions/num/floor" - "api-reference/expressions/num/round" + - "api-reference/expressions/num/to_string" - slug: "api-reference/expressions/str" title: "String Expressions" diff --git a/docs/examples/api-reference/aggregations/lastk.py b/docs/examples/api-reference/aggregations/lastk.py index 6a186b4eb..cbb632468 100644 --- a/docs/examples/api-reference/aggregations/lastk.py +++ b/docs/examples/api-reference/aggregations/lastk.py @@ -41,6 +41,7 @@ def lastk_pipeline(cls, ds: Dataset): of="amount", limit=10, dedup=False, + dropnull=False, window=Continuous("1d"), ), # docsnip-highlight end @@ -142,6 +143,7 @@ def bad_pipeline(cls, ds: Dataset): of="amount", limit=10, dedup=False, + dropnull=False, window=Continuous("1d"), ), # docsnip-highlight end diff --git a/docs/examples/api-reference/expressions/num.py b/docs/examples/api-reference/expressions/num.py index 05484b8e0..08125dc3e 100644 --- a/docs/examples/api-reference/expressions/num.py +++ b/docs/examples/api-reference/expressions/num.py @@ -123,3 +123,26 @@ def test_round(): with pytest.raises(Exception): expr = col("x").round(1.1) + + +def test_to_string(): + # docsnip to_string + from fennel.expr import col + + # docsnip-highlight next-line + expr = col("x").num.to_string() + + # type is str or optional str + assert expr.typeof(schema={"x": int}) == str + assert expr.typeof(schema={"x": Optional[int]}) == Optional[str] + assert expr.typeof(schema={"x": float}) == str + assert expr.typeof(schema={"x": Optional[float]}) == Optional[str] + + # can be evaluated with a dataframe + df = pd.DataFrame({"x": pd.Series([1.1, -2.3, None])}) + assert expr.eval(df, schema={"x": Optional[float]}).tolist() == [ + "1.1", + "-2.3", + pd.NA, + ] + # /docsnip diff --git a/docs/pages/api-reference/aggregations/average.md b/docs/pages/api-reference/aggregations/average.md index c9328b103..5fbb23dff 100644 --- a/docs/pages/api-reference/aggregations/average.md +++ b/docs/pages/api-reference/aggregations/average.md @@ -22,9 +22,10 @@ The name of the field in the output dataset that should store the result of this aggregation. This field is expected to be of type `float`. - + Average over an empty set of rows isn't well defined - Fennel returns `default` -in such cases. +in such cases. If the default is not set or is None, Fennel returns None and +in that case, the expected type of `into_field` must be `Optional[float]`. 
 
 #### Returns
-
+
 Stores the result of the aggregation in the appropriate field of the output 
 dataset. If there are no rows in the aggregation window, `default` is used.
 
 
 
 #### Errors
-
-The input column denoted by `of` must either be of `int` or `float` types. 
+
+The input column denoted by `of` must either be of `int` or `float` or 
+`decimal` types.
 
-Note that unlike SQL, even aggregations over `Optional[int]` or `Optional[float]` 
-aren't allowed.
+Note that like SQL, aggregations over `Optional[int]` or `Optional[float]` 
+are allowed.
 
 
 
@@ -52,7 +54,7 @@ The type of the field denoted by `into_field` in the output dataset and that of
 
 
 
+    message="Can not take average over string, only int or float or decimal">
 

 
diff --git a/docs/pages/api-reference/aggregations/exponential-decay-sum.md b/docs/pages/api-reference/aggregations/exponential-decay-sum.md
index fd61e5403..6c6be0091 100644
--- a/docs/pages/api-reference/aggregations/exponential-decay-sum.md
+++ b/docs/pages/api-reference/aggregations/exponential-decay-sum.md
@@ -9,7 +9,7 @@ Aggregation to compute a rolling exponential decay for each group within a windo
 #### Parameters
 
 Name of the field in the input dataset over which the decayed sum should be computed. 
-This field can only either be `int` or `float.
+This field can only either be `int` or `float` or `decimal`.
 
 
 
@@ -46,8 +46,8 @@ are no rows to count, by default, it returns 0.0
 The input column denoted by `of` must either be of `int` or `float` types. 
 The output field denoted by `into_field` must always be of type `float`.
 
-Note that unlike SQL, even aggregations over `Optional[int]` or `Optional[float]` 
-aren't allowed.
+Note that like SQL, aggregations over `Optional[int]` or `Optional[float]` 
+are allowed.
 
 
 
 
+
+If set to True, None values are dropped from the result. It expects `of` field
+to be of type `Optional[T]` and `into_field` gets the type `List[T]`.
+
+
 
 

diff --git a/docs/pages/api-reference/aggregations/max.md b/docs/pages/api-reference/aggregations/max.md
index 2c3c2bafd..edb7f7dcf 100644
--- a/docs/pages/api-reference/aggregations/max.md
+++ b/docs/pages/api-reference/aggregations/max.md
@@ -24,10 +24,11 @@ aggregation. This field is expected to be of type `int`, `float`, `date` or
 `of`.
 
 
-
+
 Max over an empty set of rows isn't well defined - Fennel returns `default`
 in such cases. The type of `default` must be same as that of `of` in the input
-dataset.
+dataset. If the default is not set or is None, Fennel returns None and in that case, 
+the expected type of `into_field` must be `Optional[T]`.
 
 
 
-The input column denoted by `of` must be of `int`, `float`, `date` or `datetime`
-types. 
+The input column denoted by `of` must be of `int`, `float`, `decimal`, 
+`date` or `datetime` types. 
 
-Note that unlike SQL, even aggregations over `Optional[int]` or `Optional[float]` 
-aren't allowed.
+Note that like SQL, aggregations over `Optional[int]` or `Optional[float]` 
+are allowed.
 
 
 
diff --git a/docs/pages/api-reference/aggregations/min.md b/docs/pages/api-reference/aggregations/min.md
index 5f001ec79..98cd34304 100644
--- a/docs/pages/api-reference/aggregations/min.md
+++ b/docs/pages/api-reference/aggregations/min.md
@@ -24,10 +24,11 @@ aggregation. This field is expected to be of type `int`, `float`, `date` or
 `of`.
 
 
-
+
 Min over an empty set of rows isn't well defined - Fennel returns `default`
 in such cases. The type of `default` must be same as that of `of` in the input
-dataset.
+dataset. If the default is not set or is None, Fennel returns None and in that case, 
+the expected type of `into_field` must be `Optional[T]`.
 
 
 
-The input column denoted by `of` must be of `int`, `float`, `date` or `datetime`
-types. 
+The input column denoted by `of` must be of `int`, `float`, `decimal`, 
+`date` or `datetime` types. 
 
-Note that unlike SQL, even aggregations over `Optional[int]` or `Optional[float]` 
-aren't allowed.
+Note that like SQL, aggregations over `Optional[int]` or `Optional[float]` 
+are allowed.
 
 
 
diff --git a/docs/pages/api-reference/aggregations/quantile.md b/docs/pages/api-reference/aggregations/quantile.md
index 6901eb777..2391c7982 100644
--- a/docs/pages/api-reference/aggregations/quantile.md
+++ b/docs/pages/api-reference/aggregations/quantile.md
@@ -58,10 +58,11 @@ dataset. If there are no rows in the aggregation window, `default` is used.
 
 #### Errors
 
-The input column denoted by `of` must either be of `int` or `float` types. 
+The input column denoted by `of` must either be of `int` or `float` or 
+`decimal` types.
 
-Note that unlike SQL, even aggregations over `Optional[int]` or `Optional[float]` 
-aren't allowed.
+Note that like SQL, aggregations over `Optional[int]` or `Optional[float]` 
+are allowed.
 
 
 
@@ -81,7 +82,7 @@ right expectations and be compatible with future addition of exact quantiles.
 
 
 
+    message="Can not take quantile over string, only int or float or decimal">
 

 
diff --git a/docs/pages/api-reference/aggregations/stddev.md b/docs/pages/api-reference/aggregations/stddev.md
index 7fe667981..375d8c6ef 100644
--- a/docs/pages/api-reference/aggregations/stddev.md
+++ b/docs/pages/api-reference/aggregations/stddev.md
@@ -22,9 +22,11 @@ The name of the field in the output dataset that should store the result of this
 aggregation. This field is expected to be of type `float`.
 
 
-
+
 Standard deviation over an empty set of rows isn't well defined - Fennel 
-returns `default` in such cases.
+returns `default` in such cases. If the default is not set or is None, 
+Fennel returns None and in that case, the expected type of `into_field` 
+must be `Optional[float]`.
 
 
 
 
 #### Returns
-
+
 Stores the result of the aggregation in the appropriate field of the output 
 dataset. If there are no rows in the aggregation window, `default` is used.
 
@@ -40,10 +42,11 @@ dataset. If there are no rows in the aggregation window, `default` is used.
 
 #### Errors
 
-The input column denoted by `of` must either be of `int` or `float` types. 
+The input column denoted by `of` must either be of `int` or `float` or 
+`decimal` types.
 
-Note that unlike SQL, even aggregations over `Optional[int]` or `Optional[float]` 
-aren't allowed.
+Note that like SQL, aggregations over `Optional[int]` or `Optional[float]` 
+are allowed.
 
 
 
@@ -52,7 +55,7 @@ The type of the field denoted by `into_field` in the output dataset and that of
 
 
 
+    message="Can not take stddev over string, only int or float or decimal">
 

 
 
 
 #### Returns
-
+
 Accumulates the count in the appropriate field of the output dataset. If there 
 are no rows to count, by default, it returns 0 (or 0.0 if `of` is float).
 
@@ -36,10 +36,11 @@ are no rows to count, by default, it returns 0 (or 0.0 if `of` is float).
 
 #### Errors
 
-The input column denoted by `of` must either be of `int` or `float` types. 
+The input column denoted by `of` must either be of `int` or `float` 
+or `decimal` types.
 
-Note that unlike SQL, even aggregations over `Optional[int]` or `Optional[float]` 
-aren't allowed.
+Note that like SQL, aggregations over `Optional[int]` or `Optional[float]` 
+are allowed.
 
 
 
+Returns an expression object denoting the string value of the input data. The
+data type of the resulting expression is `str` (or `Optional[str]` if the input
+is an optional number).
+
+
+
+

+
+#### Errors
+
+Error during `typeof` or `eval` if the input expression is not of type int, 
+float, optional int or optional float.
+
\ No newline at end of file
diff --git a/examples/plaid/__init__.py b/examples/plaid/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/examples/plaid/commit.py b/examples/plaid/commit.py
new file mode 100644
index 000000000..334f27b0f
--- /dev/null
+++ b/examples/plaid/commit.py
@@ -0,0 +1,12 @@
+from features import PlaidReport
+
+TOKEN = "9nWHJMVT6YyaImFotfdCzhzHD30WE3ywh3CQIF0_zUU"
+URL = "https://hoang.aws.fennel.ai/"
+BRANCH = "plaid_test"
+
+if __name__ == "__main__":
+    from fennel.client import Client
+
+    client = Client(url=URL, token=TOKEN)
+    client.checkout(BRANCH, init=True)
+    client.commit("add plaid report features", featuresets=[PlaidReport])
diff --git a/examples/plaid/features.py b/examples/plaid/features.py
new file mode 100644
index 000000000..6af1e0d00
--- /dev/null
+++ b/examples/plaid/features.py
@@ -0,0 +1,96 @@
+from fennel.featuresets import featureset, feature as F
+from fennel.lib import meta
+from fennel.lib.schema import struct
+from typing import Optional, List
+from datetime import datetime
+from fennel.expr import col, var, lit
+
+
+__owner__ = "aditya@fennel.ai"
+
+
+@struct
+class CreditCategory:
+    detailed: str
+    primary: str
+
+
+@struct
+class Transaction:
+    transaction_id: str
+    account_id: str
+    amount: float
+
+    account_owner: Optional[str]
+    check_number: Optional[str]
+    credit_category: Optional[CreditCategory]
+    date: Optional[datetime]
+    date_posted: Optional[datetime]
+    date_transacted: Optional[datetime]
+    iso_currency_code: Optional[str]
+    merchant_name: Optional[str]
+    original_description: Optional[str]
+    unofficial_currency_code: Optional[str]
+
+
+@featureset
+class PlaidReport:
+    payload: str
+    transactions: List[Transaction] = F(
+        col("payload")
+        .str.json_extract("$.report.items[0].accounts[0].transactions")
+        .fillnull("[]")
+        .str.parse(List[Transaction]),
+        version=3,
+    )
+
+    num_transactions: int = F(col("transactions").list.len())
+
+    ecommerce_txns: List[Transaction] = F(
+        col("transactions").list.filter(
+            "t",
+            lit("amazon|walmart|target|bestbuy").str.contains(
+                var("t").struct.get("merchant_name").fillnull("Unknown")
+            ),
+        ),
+        version=1,
+    )
+    num_ecomerce_txns: int = F(col("ecommerce_txns").list.len())
+    any_ecomerce_txn: bool = F(col("ecommerce_txns").list.len() > 0)
+    total_ecomerce_spend: float = F(
+        col("ecommerce_txns").list.map("t", var("t").struct.get("amount")).sum()
+    )
+
+    atm_txns: List[Transaction] = F(
+        col("transactions").list.filter(
+            "t",
+            var("t")
+            .struct.get("credit_category")
+            .struct.get("primary")
+            .fillnull("Unknown")
+            == lit("ATM"),
+        ),
+        version=1,
+    )
+    num_atm_txns: int = F(col("atm_txns").list.len())
+    any_atm_txn: bool = F(col("atm_txns").list.len() > 0)
+    total_atm_spend: float = F(
+        col("atm_txns").list.map("t", var("t").struct.get("amount")).sum()
+    )
+
+    retail_txns: List[Transaction] = F(
+        col("transactions").list.filter(
+            "t",
+            var("t")
+            .struct.get("credit_category")
+            .struct.get("primary")
+            .fillnull("Unknown")
+            == lit("RETAIL"),
+        ),
+        version=1,
+    )
+    num_retail_txns: int = F(col("retail_txns").list.len())
+    any_retail_txn: bool = F(col("retail_txns").list.len() > 0)
+    total_retail_spend: float = F(
+        col("retail_txns").list.map("t", var("t").struct.get("amount")).sum()
+    )
diff --git a/examples/plaid/mini.json b/examples/plaid/mini.json
new file mode 100644
index 000000000..647712051
--- /dev/null
+++ b/examples/plaid/mini.json
@@ -0,0 +1,209 @@
+{
+    "report": {
+        "date_generated": "2024-07-16T01:52:42.912331716Z",
+        "days_requested": 365,
+        "items": [
+            {
+                "accounts": [
+                    {
+                        "transactions": [
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 37.07,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_ONLINE_MARKETPLACES",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-12",
+                                "date_posted": "2024-07-12T00:00:00Z",
+                                "date_transacted": "2024-07-12",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Amazon",
+                                "original_description": "AMZN Mktp US*11111111 Amzn.com/bill WA AM",
+                                "pending": false,
+                                "transaction_id": "XA7ZLy8rXzt7D3j9B6LMIgv5VxyQkAhbKjzmp",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 51.61,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "DINING_DINING",
+                                    "primary": "DINING"
+                                },
+                                "date": "2024-07-12",
+                                "date_posted": "2024-07-12T00:00:00Z",
+                                "date_transacted": "2024-07-12",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Domino's",
+                                "original_description": "DOMINO's XXXX 111-222-3333",
+                                "pending": false,
+                                "transaction_id": "VEPeMbWqRluPVZLQX4MDUkKRw41Ljzf9gyLBW",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 7.55,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_FURNITURE_AND_HARDWARE",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-12",
+                                "date_posted": "2024-07-12T00:00:00Z",
+                                "date_transacted": "2024-07-12",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Chicago",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "IKEA",
+                                "original_description": "IKEA CHICAGO",
+                                "pending": false,
+                                "transaction_id": "6GQZARgvroCAE1eW5wpQT7w3oB6nvzi8DKMBa",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 44.21,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "DINING_DINING",
+                                    "primary": "DINING"
+                                },
+                                "date": "2024-07-12",
+                                "date_posted": "2024-07-12T00:00:00Z",
+                                "date_transacted": "2024-07-12",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": null,
+                                "original_description": "POKE BROS * POKE BRO IL",
+                                "pending": false,
+                                "transaction_id": "RpdN7W8GmRSdjZB9Jm7ATj4M86vdnktapkrgL",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 36.82,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_DISCOUNT_STORES",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-13",
+                                "date_posted": "2024-07-13T00:00:00Z",
+                                "date_transacted": "2024-07-13",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Family Dollar",
+                                "original_description": "FAMILY DOLLAR",
+                                "pending": false,
+                                "transaction_id": "5AeQWvo5KLtAD9wNL68PTdAgPE7VNWf5Kye1G",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 54.24,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-15",
+                                "date_posted": "2024-07-15T00:00:00Z",
+                                "date_transacted": "2024-07-15",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Portland",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": "OR",
+                                    "state": "OR",
+                                    "store_number": "1111",
+                                    "zip": null
+                                },
+                                "merchant_name": "Safeway",
+                                "original_description": "SAFEWAY #1111 PORTLAND OR            111111",
+                                "pending": false,
+                                "transaction_id": "P13aP8b7nmS3WQoxg1PMsdvMK679RNfo65B4G",
+                                "unofficial_currency_code": null
+                            }
+                        ]
+                    }
+                ],
+                "date_last_updated": "2024-07-16T01:52:42.912331716Z",
+                "institution_id": "ins_109512",
+                "institution_name": "Houndstooth Bank",
+                "item_id": "NZzx4oRPkAHzyRekpG4PTZkDNkQW93tWnyGeA"
+            }
+        ],
+        "report_id": "f3bb434f-1c9b-4ef2-b76c-3d1fd08156ec"
+    },
+    "warnings": [],
+    "request_id": "FibfL8t3s71KJnj"
+}
\ No newline at end of file
diff --git a/examples/plaid/query.py b/examples/plaid/query.py
new file mode 100644
index 000000000..1278b583f
--- /dev/null
+++ b/examples/plaid/query.py
@@ -0,0 +1,59 @@
+from fennel.client import Client
+import threading
+import pandas as pd
+import time
+import json
+from typing import Any
+from features import PlaidReport
+
+TOKEN = "9nWHJMVT6YyaImFotfdCzhzHD30WE3ywh3CQIF0_zUU"
+URL = "https://hoang.aws.fennel.ai/"
+BRANCH = "plaid_test"
+
+
+def read_json(path: str) -> Any:
+    with open(path, "r") as f:
+        return f.read()
+
+
+def traffic(t: int):
+    client = Client(url=URL, token=TOKEN)
+    client.checkout(BRANCH)
+    payload = read_json("sample.json")
+    print(f"Thread {t} started")
+    n = 0
+    while True:
+        if n % 100 == 0:
+            print(f"Thread {t} processing {n} requests")
+        once(client, payload)
+        n += 1
+
+
+def once(client: Client, payload: str):
+    start = time.time()
+    df = client.query(
+        inputs=[PlaidReport.payload],
+        outputs=[
+            PlaidReport.num_transactions,
+            PlaidReport.num_ecomerce_txns,
+            PlaidReport.total_ecomerce_spend,
+            PlaidReport.any_ecomerce_txn,
+            PlaidReport.num_atm_txns,
+            PlaidReport.total_atm_spend,
+            PlaidReport.any_atm_txn,
+            PlaidReport.num_retail_txns,
+            PlaidReport.total_retail_spend,
+            PlaidReport.any_retail_txn,
+        ],
+        input_dataframe=pd.DataFrame({"PlaidReport.payload": [payload]}),
+    )
+    end = time.time()
+    print(df)
+    print(f"Time taken: {end - start} seconds")
+
+
+if __name__ == "__main__":
+    client = Client(url=URL, token=TOKEN)
+    client.checkout(BRANCH)
+    payload = read_json("sample.json")
+    once(client, payload)
diff --git a/examples/plaid/sample.json b/examples/plaid/sample.json
new file mode 100644
index 000000000..7b4515e01
--- /dev/null
+++ b/examples/plaid/sample.json
@@ -0,0 +1,36677 @@
+{
+    "report": {
+        "date_generated": "2024-07-16T01:52:42.912331716Z",
+        "days_requested": 365,
+        "items": [
+            {
+                "accounts": [
+                    {
+                        "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                        "account_insights": {
+                            "average_days_between_transactions": 0.15,
+                            "average_inflow_amount": [
+                                {
+                                    "end_date": "2024-07-31",
+                                    "start_date": "2024-07-01",
+                                    "total_amount": {
+                                        "amount": -1077.93,
+                                        "iso_currency_code": "USD",
+                                        "unofficial_currency_code": null
+                                    }
+                                }
+                            ],
+                            "average_inflow_amounts": [
+                                {
+                                    "end_date": "2024-07-31",
+                                    "start_date": "2024-07-01",
+                                    "total_amount": {
+                                        "amount": -1077.93,
+                                        "iso_currency_code": "USD",
+                                        "unofficial_currency_code": null
+                                    }
+                                },
+                                {
+                                    "end_date": "2024-08-31",
+                                    "start_date": "2024-08-01",
+                                    "total_amount": {
+                                        "amount": -1076.93,
+                                        "iso_currency_code": "USD",
+                                        "unofficial_currency_code": null
+                                    }
+                                }
+                            ],
+                            "average_outflow_amount": [
+                                {
+                                    "end_date": "2024-07-31",
+                                    "start_date": "2024-07-01",
+                                    "total_amount": {
+                                        "amount": 34.95,
+                                        "iso_currency_code": "USD",
+                                        "unofficial_currency_code": null
+                                    }
+                                }
+                            ],
+                            "average_outflow_amounts": [
+                                {
+                                    "end_date": "2024-07-31",
+                                    "start_date": "2024-07-01",
+                                    "total_amount": {
+                                        "amount": 34.95,
+                                        "iso_currency_code": "USD",
+                                        "unofficial_currency_code": null
+                                    }
+                                },
+                                {
+                                    "end_date": "2024-08-31",
+                                    "start_date": "2024-08-01",
+                                    "total_amount": {
+                                        "amount": 0,
+                                        "iso_currency_code": "USD",
+                                        "unofficial_currency_code": null
+                                    }
+                                }
+                            ],
+                            "days_available": 365,
+                            "longest_gap_between_transactions": [
+                                {
+                                    "days": 1,
+                                    "end_date": "2024-07-31",
+                                    "start_date": "2024-07-01"
+                                }
+                            ],
+                            "longest_gaps_between_transactions": [
+                                {
+                                    "days": 1,
+                                    "end_date": "2024-07-31",
+                                    "start_date": "2024-07-01"
+                                },
+                                {
+                                    "days": 2,
+                                    "end_date": "2024-08-31",
+                                    "start_date": "2024-08-01"
+                                }
+                            ],
+                            "most_recent_transaction_date": "2024-07-16",
+                            "number_of_days_no_transactions": 0,
+                            "number_of_inflows": [
+                                {
+                                    "count": 1,
+                                    "end_date": "2024-07-31",
+                                    "start_date": "2024-07-01"
+                                }
+                            ],
+                            "number_of_outflows": [
+                                {
+                                    "count": 27,
+                                    "end_date": "2024-07-31",
+                                    "start_date": "2024-07-01"
+                                }
+                            ],
+                            "oldest_transaction_date": "2024-07-12"
+                        },
+                        "balances": {
+                            "available": 5000,
+                            "average_balance": 4956.12,
+                            "average_monthly_balances": [
+                                {
+                                    "average_balance": {
+                                        "amount": 4956.12,
+                                        "iso_currency_code": "USD",
+                                        "unofficial_currency_code": null
+                                    },
+                                    "end_date": "2024-07-31",
+                                    "start_date": "2024-07-01"
+                                }
+                            ],
+                            "current": 5000,
+                            "iso_currency_code": "USD",
+                            "limit": null,
+                            "most_recent_thirty_day_average_balance": 4956.125,
+                            "unofficial_currency_code": null
+                        },
+                        "consumer_disputes": [],
+                        "days_available": 365,
+                        "mask": "1208",
+                        "metadata": {
+                            "start_date": "2024-01-01",
+                            "end_date": "2024-07-16"
+                        },
+                        "name": "Checking",
+                        "official_name": "Plaid checking",
+                        "owners": [
+                            {
+                                "addresses": [
+                                    {
+                                        "data": {
+                                            "city": "Malakoff",
+                                            "country": "US",
+                                            "postal_code": "14236",
+                                            "region": "NY",
+                                            "street": "2992 Cameron Road"
+                                        },
+                                        "primary": true
+                                    },
+                                    {
+                                        "data": {
+                                            "city": "San Matias",
+                                            "country": "US",
+                                            "postal_code": "93405-2255",
+                                            "region": "CA",
+                                            "street": "2493 Leisure Lane"
+                                        },
+                                        "primary": false
+                                    }
+                                ],
+                                "emails": [
+                                    {
+                                        "data": "accountholder0@example.com",
+                                        "primary": true,
+                                        "type": "primary"
+                                    },
+                                    {
+                                        "data": "accountholder1@example.com",
+                                        "primary": false,
+                                        "type": "secondary"
+                                    },
+                                    {
+                                        "data": "extraordinarily.long.email.username.123456@reallylonghostname.com",
+                                        "primary": false,
+                                        "type": "other"
+                                    }
+                                ],
+                                "names": [
+                                    "Alberta Bobbeth Charleson"
+                                ],
+                                "phone_numbers": [
+                                    {
+                                        "data": "+1 111-555-3333",
+                                        "primary": false,
+                                        "type": "home"
+                                    },
+                                    {
+                                        "data": "+1 111-555-4444",
+                                        "primary": false,
+                                        "type": "work"
+                                    },
+                                    {
+                                        "data": "+1 111-555-5555",
+                                        "primary": false,
+                                        "type": "mobile"
+                                    }
+                                ]
+                            }
+                        ],
+                        "ownership_type": null,
+                        "subtype": "checking",
+                        "transactions": [
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 37.07,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_ONLINE_MARKETPLACES",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-12",
+                                "date_posted": "2024-07-12T00:00:00Z",
+                                "date_transacted": "2024-07-12",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Amazon",
+                                "original_description": "AMZN Mktp US*11111111 Amzn.com/bill WA AM",
+                                "pending": false,
+                                "transaction_id": "XA7ZLy8rXzt7D3j9B6LMIgv5VxyQkAhbKjzmp",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 51.61,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "DINING_DINING",
+                                    "primary": "DINING"
+                                },
+                                "date": "2024-07-12",
+                                "date_posted": "2024-07-12T00:00:00Z",
+                                "date_transacted": "2024-07-12",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Domino's",
+                                "original_description": "DOMINO's XXXX 111-222-3333",
+                                "pending": false,
+                                "transaction_id": "VEPeMbWqRluPVZLQX4MDUkKRw41Ljzf9gyLBW",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 7.55,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_FURNITURE_AND_HARDWARE",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-12",
+                                "date_posted": "2024-07-12T00:00:00Z",
+                                "date_transacted": "2024-07-12",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Chicago",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "IKEA",
+                                "original_description": "IKEA CHICAGO",
+                                "pending": false,
+                                "transaction_id": "6GQZARgvroCAE1eW5wpQT7w3oB6nvzi8DKMBa",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 12.87,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_SPORTING_GOODS",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-12",
+                                "date_posted": "2024-07-12T00:00:00Z",
+                                "date_transacted": "2024-07-12",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Redlands",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": "CA",
+                                    "state": "CA",
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Nike",
+                                "original_description": "NIKE REDLANDS CA",
+                                "pending": false,
+                                "transaction_id": "DkbmlP8BZxibzADqNplKTeL8aZJVQ1c3WR95z",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 44.21,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "DINING_DINING",
+                                    "primary": "DINING"
+                                },
+                                "date": "2024-07-12",
+                                "date_posted": "2024-07-12T00:00:00Z",
+                                "date_transacted": "2024-07-12",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": null,
+                                "original_description": "POKE BROS * POKE BRO IL",
+                                "pending": false,
+                                "transaction_id": "RpdN7W8GmRSdjZB9Jm7ATj4M86vdnktapkrgL",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 36.82,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_DISCOUNT_STORES",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-13",
+                                "date_posted": "2024-07-13T00:00:00Z",
+                                "date_transacted": "2024-07-13",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Family Dollar",
+                                "original_description": "FAMILY DOLLAR",
+                                "pending": false,
+                                "transaction_id": "5AeQWvo5KLtAD9wNL68PTdAgPE7VNWf5Kye1G",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 13.27,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-13",
+                                "date_posted": "2024-07-13T00:00:00Z",
+                                "date_transacted": "2024-07-13",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Instacart",
+                                "original_description": "INSTACART HTTPSINSTACAR CA",
+                                "pending": false,
+                                "transaction_id": "Jjlr3MEVg1HlKbdkZj39ij5a7eg9MqtB6MWDo",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 36.03,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "DINING_DINING",
+                                    "primary": "DINING"
+                                },
+                                "date": "2024-07-13",
+                                "date_posted": "2024-07-13T00:00:00Z",
+                                "date_transacted": "2024-07-13",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": null,
+                                "original_description": "POKE BROS * POKE BRO IL",
+                                "pending": false,
+                                "transaction_id": "kN9KV7yAZJUMPn93KDXqsG9MrpjlyLUL6Dgl8",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 54.74,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-13",
+                                "date_posted": "2024-07-13T00:00:00Z",
+                                "date_transacted": "2024-07-13",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Whittier",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": "CA",
+                                    "state": "CA",
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Smart & Final",
+                                "original_description": "POS SMART AND FINAL 111 WHITTIER CA",
+                                "pending": false,
+                                "transaction_id": "lPvrweZAMqHDar43vwWKs547kLZVEzfpogGVJ",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 37.5,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "DINING_DINING",
+                                    "primary": "DINING"
+                                },
+                                "date": "2024-07-13",
+                                "date_posted": "2024-07-13T00:00:00Z",
+                                "date_transacted": "2024-07-13",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": "1627 N 24th St",
+                                    "city": "Phoenix",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": "85008",
+                                    "region": "AZ",
+                                    "state": "AZ",
+                                    "store_number": null,
+                                    "zip": "85008"
+                                },
+                                "merchant_name": "Taqueria El Guerrerense",
+                                "original_description": "TAQUERIA EL GUERRERO PHOENIX AZ",
+                                "pending": false,
+                                "transaction_id": "wka74WKqngiyJ3pj7dl5SbpLGQBZqyCPZRDbP",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 41.42,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_ONLINE_MARKETPLACES",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-14",
+                                "date_posted": "2024-07-14T00:00:00Z",
+                                "date_transacted": "2024-07-14",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Amazon",
+                                "original_description": "AMZN Mktp US*11111111 Amzn.com/bill WA AM",
+                                "pending": false,
+                                "transaction_id": "BBGnV4RkerHjn8WVavGyiJbQ95VNDaC4M56bJ",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": -1077.93,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "INCOME_OTHER",
+                                    "primary": "INCOME"
+                                },
+                                "date": "2024-07-14",
+                                "date_posted": "2024-07-14T00:00:00Z",
+                                "date_transacted": "2024-07-14",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Lyft",
+                                "original_description": "LYFT TRANSFER",
+                                "pending": false,
+                                "transaction_id": "3Ej78yKJlQu1Abw7xzo4U4JR6pmwzntZlbKDK",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 47.17,
+                                "check_number": null,
+                                "credit_category": {
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+                                "date_posted": "2024-07-14T00:00:00Z",
+                                "date_transacted": "2024-07-14",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Lyft",
+                                "original_description": "LYFT TRANSFER",
+                                "pending": false,
+                                "transaction_id": "3Ej78yKJlQu1Abw7xzo4U4JR6pmwzntZlbKDK",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 47.17,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-14",
+                                "date_posted": "2024-07-14T00:00:00Z",
+                                "date_transacted": "2024-07-14",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Whittier",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": "CA",
+                                    "state": "CA",
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Smart & Final",
+                                "original_description": "POS SMART AND FINAL 111 WHITTIER CA",
+                                "pending": false,
+                                "transaction_id": "rMzaBpJw8jSZRJQBabKdteQBwd5EaWc7J9qem",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 12.37,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-14",
+                                "date_posted": "2024-07-14T00:00:00Z",
+                                "date_transacted": "2024-07-14",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Whittier",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": "CA",
+                                    "state": "CA",
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Smart & Final",
+                                "original_description": "POS SMART AND FINAL 111 WHITTIER CA",
+                                "pending": false,
+                                "transaction_id": "zWPZjkmzynTyel89ZjExS59DV6WAaZflNBJ56",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 44.18,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-14",
+                                "date_posted": "2024-07-14T00:00:00Z",
+                                "date_transacted": "2024-07-14",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Portland",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": "OR",
+                                    "state": "OR",
+                                    "store_number": "1111",
+                                    "zip": null
+                                },
+                                "merchant_name": "Safeway",
+                                "original_description": "SAFEWAY #1111 PORTLAND OR            111111",
+                                "pending": false,
+                                "transaction_id": "K7qzx1nP8ptqgwaRMbxyI86XrqADMluRpkWx5",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 45.37,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "DINING_DINING",
+                                    "primary": "DINING"
+                                },
+                                "date": "2024-07-14",
+                                "date_posted": "2024-07-14T00:00:00Z",
+                                "date_transacted": "2024-07-14",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Uber Eats",
+                                "original_description": "UBER EATS",
+                                "pending": false,
+                                "transaction_id": "qZrdzLRAgNHo5peMdD9xIzELl3a1NvcgrPAzL",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 15.22,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_ONLINE_MARKETPLACES",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-15",
+                                "date_posted": "2024-07-15T00:00:00Z",
+                                "date_transacted": "2024-07-15",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Amazon",
+                                "original_description": "AMZN Mktp US*11111111 Amzn.com/bill WA AM",
+                                "pending": false,
+                                "transaction_id": "NZzx4oRPkAHzyRekpG4PTZkWnBPqEyiy6pB1M",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 26.33,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "DINING_DINING",
+                                    "primary": "DINING"
+                                },
+                                "date": "2024-07-15",
+                                "date_posted": "2024-07-15T00:00:00Z",
+                                "date_transacted": "2024-07-15",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Domino's",
+                                "original_description": "DOMINO's XXXX 111-222-3333",
+                                "pending": false,
+                                "transaction_id": "x84eNArKbESz8Woden6LT3nvyogeJXc64Pp35",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 39.8,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_DISCOUNT_STORES",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-15",
+                                "date_posted": "2024-07-15T00:00:00Z",
+                                "date_transacted": "2024-07-15",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Family Dollar",
+                                "original_description": "FAMILY DOLLAR",
+                                "pending": false,
+                                "transaction_id": "dzWnyxwZ4GHlZPGgrNyxiMG7qd5jDgCJEz5jL",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 45.06,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-15",
+                                "date_posted": "2024-07-15T00:00:00Z",
+                                "date_transacted": "2024-07-15",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Instacart",
+                                "original_description": "INSTACART HTTPSINSTACAR CA",
+                                "pending": false,
+                                "transaction_id": "4W7eE9rZqMToDArbPeLNIREoKpdgBMcJbVNQD",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 34.91,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-15",
+                                "date_posted": "2024-07-15T00:00:00Z",
+                                "date_transacted": "2024-07-15",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Whittier",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": "CA",
+                                    "state": "CA",
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Smart & Final",
+                                "original_description": "POS SMART AND FINAL 111 WHITTIER CA",
+                                "pending": false,
+                                "transaction_id": "j4yqDjb7QwS7woGzqrgDIEG1NaQVZwf6Wmz3D",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 49.78,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-15",
+                                "date_posted": "2024-07-15T00:00:00Z",
+                                "date_transacted": "2024-07-15",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Portland",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": "OR",
+                                    "state": "OR",
+                                    "store_number": "1111",
+                                    "zip": null
+                                },
+                                "merchant_name": "Safeway",
+                                "original_description": "SAFEWAY #1111 PORTLAND OR            111111",
+                                "pending": false,
+                                "transaction_id": "aqgWnze7xoHd6DQwLPnzT5dgPKjB1NfZ5JlBy",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 54.24,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-15",
+                                "date_posted": "2024-07-15T00:00:00Z",
+                                "date_transacted": "2024-07-15",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": "Portland",
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": "OR",
+                                    "state": "OR",
+                                    "store_number": "1111",
+                                    "zip": null
+                                },
+                                "merchant_name": "Safeway",
+                                "original_description": "SAFEWAY #1111 PORTLAND OR            111111",
+                                "pending": false,
+                                "transaction_id": "P13aP8b7nmS3WQoxg1PMsdvMK679RNfo65B4G",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 41.79,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_ONLINE_MARKETPLACES",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-16",
+                                "date_posted": "2024-07-16T00:00:00Z",
+                                "date_transacted": "2024-07-16",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Amazon",
+                                "original_description": "AMZN Mktp US*11111111 Amzn.com/bill WA AM",
+                                "pending": false,
+                                "transaction_id": "7nZMG6pXz8SADylMqzx7TraE4qjJm7udJyAGm",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 33.86,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "FOOD_RETAIL_GROCERIES",
+                                    "primary": "FOOD_RETAIL"
+                                },
+                                "date": "2024-07-16",
+                                "date_posted": "2024-07-16T00:00:00Z",
+                                "date_transacted": "2024-07-16",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "Instacart",
+                                "original_description": "INSTACART HTTPSINSTACAR CA",
+                                "pending": false,
+                                "transaction_id": "MQr3ap7PWEIrQG7bLdaNsxyBV7g1KqCL6pwoy",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 27.08,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "DINING_DINING",
+                                    "primary": "DINING"
+                                },
+                                "date": "2024-07-16",
+                                "date_posted": "2024-07-16T00:00:00Z",
+                                "date_transacted": "2024-07-16",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": null,
+                                "original_description": "POKE BROS * POKE BRO IL",
+                                "pending": false,
+                                "transaction_id": "eBAk9dvwNbHPZpr8W69dU3rekJz47Kcr9BRwl",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 25.94,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_FURNITURE_AND_HARDWARE",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-16",
+                                "date_posted": "2024-07-16T00:00:00Z",
+                                "date_transacted": "2024-07-16",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": "The Home Depot",
+                                "original_description": "THE HOME DEPOT",
+                                "pending": false,
+                                "transaction_id": "QLx4jEJZb9SxRm7aWbjAio3LrgZ5vPswm64dE",
+                                "unofficial_currency_code": null
+                            },
+                            {
+                                "account_id": "NZzx4oRPkAHzyRekpG4PTZkoGpNAR4uypaj1E",
+                                "account_owner": null,
+                                "amount": 27.57,
+                                "check_number": null,
+                                "credit_category": {
+                                    "detailed": "GENERAL_MERCHANDISE_OTHER_GENERAL_MERCHANDISE",
+                                    "primary": "GENERAL_MERCHANDISE"
+                                },
+                                "date": "2024-07-16",
+                                "date_posted": "2024-07-16T00:00:00Z",
+                                "date_transacted": "2024-07-16",
+                                "iso_currency_code": "USD",
+                                "location": {
+                                    "address": null,
+                                    "city": null,
+                                    "country": null,
+                                    "lat": null,
+                                    "lon": null,
+                                    "postal_code": null,
+                                    "region": null,
+                                    "state": null,
+                                    "store_number": null,
+                                    "zip": null
+                                },
+                                "merchant_name": null,
+                                "original_description": "The Press Club",
+                                "pending": false,
+                                "transaction_id": "ZnQ1ovqBldSQ6GzRbroAHLdQP68BrKceqmAjX",
+                                "unofficial_currency_code": null
+                            }
+                        ],
+                        "type": "depository"
+                    }
+                ],
+                "date_last_updated": "2024-07-16T01:52:42.912331716Z",
+                "institution_id": "ins_109512",
+                "institution_name": "Houndstooth Bank",
+                "item_id": "NZzx4oRPkAHzyRekpG4PTZkDNkQW93tWnyGeA"
+            }
+        ],
+        "report_id": "f3bb434f-1c9b-4ef2-b76c-3d1fd08156ec"
+    },
+    "warnings": [],
+    "request_id": "FibfL8t3s71KJnj"
+}
\ No newline at end of file
diff --git a/fennel/CHANGELOG.md b/fennel/CHANGELOG.md
index f897e44f8..66cb5034d 100644
--- a/fennel/CHANGELOG.md
+++ b/fennel/CHANGELOG.md
@@ -1,5 +1,26 @@
 # Changelog
 
+## [1.5.62] - 2024-12-16
+- Fix casting for empty dataframes.
+
+## [1.5.61] - 2024-12-12
+- Add appropriate warnings for aggregations on top of keyed datasets.
+
+## [1.5.60] - 2024-12-10
+- Add support for indirections in preproc ref type for Avro format
+
+## [1.5.59] - 2024-12-10
+- Allow None as default value for min/max/avg/stddev aggregations.
+
+## [1.5.58] - 2024-11-24
+- Allow min/max aggregation on date, datetime and decimal dtypes
+
+## [1.5.57] - 2024-12-02
+- Fix signature method for filter class
+
+## [1.5.56] - 2024-11-24
+- Add to_string method to num namespace in expressions
+
 ## [1.5.55] - 2024-11-14
 - Add print visitor for couple missing string operations
 
diff --git a/fennel/client_tests/test_complex_aggregation.py b/fennel/client_tests/test_complex_aggregation.py
new file mode 100644
index 000000000..0adbe6e8f
--- /dev/null
+++ b/fennel/client_tests/test_complex_aggregation.py
@@ -0,0 +1,331 @@
+from datetime import datetime, timezone, date
+from decimal import Decimal as PythonDecimal
+from typing import Optional
+
+import pandas as pd
+import pytest
+
+from fennel._vendor import requests
+from fennel.connectors import Webhook, source
+from fennel.datasets import (
+    dataset,
+    field,
+    pipeline,
+    Dataset,
+    Max,
+    Min,
+    Average,
+    Stddev,
+)
+from fennel.dtypes import Decimal, Continuous
+from fennel.featuresets import featureset, feature as F
+from fennel.lib import inputs
+from fennel.testing import mock
+
+webhook = Webhook(name="fennel_webhook")
+__owner__ = "eng@fennel.ai"
+
+
+@pytest.mark.integration
+@mock
+def test_complex_min_max(client):
+    @source(webhook.endpoint("UserInfoDataset"), disorder="14d", cdc="append")
+    @dataset
+    class UserInfoDataset:
+        user_id: int
+        birthdate: date
+        birthtime: datetime
+        country: str
+        income: Decimal[2]
+        timestamp: datetime = field(timestamp=True)
+
+    @dataset(index=True)
+    class CountryDS:
+        country: str = field(key=True)
+        min_income: Decimal[2]
+        max_income: Decimal[2]
+        min_birthdate: date
+        max_birthdate: date
+        min_birthtime: datetime
+        max_birthtime: datetime
+        timestamp: datetime = field(timestamp=True)
+
+        @pipeline
+        @inputs(UserInfoDataset)
+        def avg_income_pipeline(cls, event: Dataset):
+            return event.groupby("country").aggregate(
+                min_income=Min(
+                    of="income",
+                    window=Continuous("forever"),
+                    default=PythonDecimal("1.20"),
+                ),
+                max_income=Max(
+                    of="income",
+                    window=Continuous("forever"),
+                    default=PythonDecimal("2.20"),
+                ),
+                min_birthdate=Min(
+                    of="birthdate",
+                    window=Continuous("forever"),
+                    default=date(1970, 1, 1),
+                ),
+                max_birthdate=Max(
+                    of="birthdate",
+                    window=Continuous("forever"),
+                    default=date(1970, 1, 2),
+                ),
+                min_birthtime=Min(
+                    of="birthtime",
+                    window=Continuous("forever"),
+                    default=datetime(1970, 1, 1, tzinfo=timezone.utc),
+                ),
+                max_birthtime=Max(
+                    of="birthtime",
+                    window=Continuous("forever"),
+                    default=datetime(1970, 1, 2, tzinfo=timezone.utc),
+                ),
+            )
+
+    @featureset
+    class CountryFeatures:
+        country: str
+        min_income: Decimal[2] = F(
+            CountryDS.min_income, default=PythonDecimal("1.20")
+        )
+        max_income: Decimal[2] = F(
+            CountryDS.max_income, default=PythonDecimal("2.20")
+        )
+        min_birthdate: date = F(
+            CountryDS.min_birthdate, default=date(1970, 1, 1)
+        )
+        max_birthdate: date = F(
+            CountryDS.max_birthdate, default=date(1970, 1, 2)
+        )
+        min_birthtime: datetime = F(
+            CountryDS.min_birthtime,
+            default=datetime(1970, 1, 1, tzinfo=timezone.utc),
+        )
+        max_birthtime: datetime = F(
+            CountryDS.max_birthtime,
+            default=datetime(1970, 1, 2, tzinfo=timezone.utc),
+        )
+
+    # Sync the dataset
+    response = client.commit(
+        message="msg",
+        datasets=[UserInfoDataset, CountryDS],
+        featuresets=[CountryFeatures],
+    )
+    assert response.status_code == requests.codes.OK, response.json()
+
+    client.sleep(30)
+
+    now = datetime.now(timezone.utc)
+    df = pd.DataFrame(
+        {
+            "user_id": [1, 2, 3, 4, 5],
+            "country": ["India", "USA", "India", "USA", "UK"],
+            "birthdate": [
+                date(1980, 1, 1),
+                date(1990, 2, 11),
+                date(2000, 3, 15),
+                date(1997, 5, 22),
+                date(1987, 6, 6),
+            ],
+            "birthtime": [
+                datetime(1980, 1, 1, tzinfo=timezone.utc),
+                datetime(1990, 2, 11, tzinfo=timezone.utc),
+                datetime(2000, 3, 15, tzinfo=timezone.utc),
+                datetime(1997, 5, 22, tzinfo=timezone.utc),
+                datetime(1987, 6, 6, tzinfo=timezone.utc),
+            ],
+            "income": [
+                PythonDecimal("1200.10"),
+                PythonDecimal("1000.10"),
+                PythonDecimal("1400.10"),
+                PythonDecimal("90.10"),
+                PythonDecimal("1100.10"),
+            ],
+            "timestamp": [now, now, now, now, now],
+        }
+    )
+    response = client.log("fennel_webhook", "UserInfoDataset", df)
+    assert response.status_code == requests.codes.OK, response.json()
+
+    client.sleep()
+
+    # Querying UserInfoFeatures
+    df = client.query(
+        inputs=[CountryFeatures.country],
+        outputs=[CountryFeatures],
+        input_dataframe=pd.DataFrame(
+            {"CountryFeatures.country": ["India", "USA", "UK", "China"]}
+        ),
+    )
+    assert df.shape == (4, 7)
+    assert df["CountryFeatures.country"].tolist() == [
+        "India",
+        "USA",
+        "UK",
+        "China",
+    ]
+    assert df["CountryFeatures.min_income"].tolist() == [
+        PythonDecimal("1200.10"),
+        PythonDecimal("90.10"),
+        PythonDecimal("1100.10"),
+        PythonDecimal("1.20"),
+    ]
+    assert df["CountryFeatures.max_income"].tolist() == [
+        PythonDecimal("1400.10"),
+        PythonDecimal("1000.10"),
+        PythonDecimal("1100.10"),
+        PythonDecimal("2.20"),
+    ]
+    assert df["CountryFeatures.min_birthdate"].tolist() == [
+        date(1980, 1, 1),
+        date(1990, 2, 11),
+        date(1987, 6, 6),
+        date(1970, 1, 1),
+    ]
+    assert df["CountryFeatures.max_birthdate"].tolist() == [
+        date(2000, 3, 15),
+        date(1997, 5, 22),
+        date(1987, 6, 6),
+        date(1970, 1, 2),
+    ]
+    assert df["CountryFeatures.min_birthtime"].tolist() == [
+        datetime(1980, 1, 1, tzinfo=timezone.utc),
+        datetime(1990, 2, 11, tzinfo=timezone.utc),
+        datetime(1987, 6, 6, tzinfo=timezone.utc),
+        datetime(1970, 1, 1, tzinfo=timezone.utc),
+    ]
+    assert df["CountryFeatures.max_birthtime"].tolist() == [
+        datetime(2000, 3, 15, tzinfo=timezone.utc),
+        datetime(1997, 5, 22, tzinfo=timezone.utc),
+        datetime(1987, 6, 6, tzinfo=timezone.utc),
+        datetime(1970, 1, 2, tzinfo=timezone.utc),
+    ]
+
+
+@pytest.mark.integration
+@mock
+def test_none_default(client):
+    @source(webhook.endpoint("UserInfoDataset"), disorder="14d", cdc="append")
+    @dataset
+    class UserInfoDataset:
+        user_id: int
+        country: str
+        income: float
+        timestamp: datetime = field(timestamp=True)
+
+    @dataset(index=True)
+    class CountryDS:
+        country: str = field(key=True)
+        min_income: Optional[float]
+        max_income: Optional[float]
+        avg_income: Optional[float]
+        stddev_income: Optional[float]
+        timestamp: datetime = field(timestamp=True)
+
+        @pipeline
+        @inputs(UserInfoDataset)
+        def avg_income_pipeline(cls, event: Dataset):
+            return event.groupby("country").aggregate(
+                min_income=Min(
+                    of="income",
+                    window=Continuous("forever"),
+                    default=None,
+                ),
+                max_income=Max(
+                    of="income",
+                    window=Continuous("forever"),
+                    default=None,
+                ),
+                avg_income=Average(
+                    of="income",
+                    window=Continuous("forever"),
+                    default=None,
+                ),
+                stddev_income=Stddev(
+                    of="income",
+                    window=Continuous("forever"),
+                    default=None,
+                ),
+            )
+
+    @featureset
+    class CountryFeatures:
+        country: str
+        min_income: float = F(CountryDS.min_income, default=1.20)
+        max_income: float = F(CountryDS.max_income, default=2.20)
+        avg_income: float = F(CountryDS.avg_income, default=1.20)
+        stddev_income: Optional[float] = F(CountryDS.stddev_income)
+
+    # Sync the dataset
+    response = client.commit(
+        message="msg",
+        datasets=[UserInfoDataset, CountryDS],
+        featuresets=[CountryFeatures],
+    )
+    assert response.status_code == requests.codes.OK, response.json()
+
+    client.sleep(30)
+
+    now = datetime.now(timezone.utc)
+    df = pd.DataFrame(
+        {
+            "user_id": [1, 2, 3, 4, 5],
+            "country": ["India", "USA", "India", "USA", "UK"],
+            "income": [
+                1200.10,
+                1000.10,
+                1400.10,
+                90.10,
+                1100.10,
+            ],
+            "timestamp": [now, now, now, now, now],
+        }
+    )
+    response = client.log("fennel_webhook", "UserInfoDataset", df)
+    assert response.status_code == requests.codes.OK, response.json()
+
+    client.sleep()
+
+    df = client.query(
+        inputs=[CountryFeatures.country],
+        outputs=[CountryFeatures],
+        input_dataframe=pd.DataFrame(
+            {"CountryFeatures.country": ["India", "USA", "UK", "China"]}
+        ),
+    )
+    assert df.shape == (4, 5)
+    assert df["CountryFeatures.country"].tolist() == [
+        "India",
+        "USA",
+        "UK",
+        "China",
+    ]
+    assert df["CountryFeatures.min_income"].tolist() == [
+        1200.10,
+        90.10,
+        1100.10,
+        1.20,
+    ]
+    assert df["CountryFeatures.max_income"].tolist() == [
+        1400.10,
+        1000.10,
+        1100.10,
+        2.20,
+    ]
+    assert df["CountryFeatures.avg_income"].tolist() == [
+        1300.1,
+        545.1,
+        1100.1,
+        1.2,
+    ]
+    assert df["CountryFeatures.stddev_income"].tolist() == [
+        100.0,
+        455.0,
+        0,
+        pd.NA,
+    ]
diff --git a/fennel/client_tests/test_date_type.py b/fennel/client_tests/test_date_type.py
index 278e17012..a65f8b55c 100644
--- a/fennel/client_tests/test_date_type.py
+++ b/fennel/client_tests/test_date_type.py
@@ -90,25 +90,25 @@ def pipeline(cls, event: Dataset):
                     of="transaction_ts",
                     into_field="earliest_transaction_ts",
                     window=Continuous("forever"),
-                    default=0.0,
+                    default=datetime(1970, 1, 1, tzinfo=timezone.utc),
                 ),
                 Max(
                     of="transaction_ts",
                     into_field="latest_transaction_ts",
                     window=Continuous("forever"),
-                    default=0.0,
+                    default=datetime(1970, 1, 1, tzinfo=timezone.utc),
                 ),
                 Min(
                     of="transaction_date",
                     into_field="earliest_transaction_date",
                     window=Continuous("forever"),
-                    default=0.0,
+                    default=date(1970, 1, 1),
                 ),
                 Max(
                     of="transaction_date",
                     into_field="latest_transaction_date",
                     window=Continuous("forever"),
-                    default=0.0,
+                    default=date(1970, 1, 1),
                 ),
                 Stddev(
                     of="amount",
diff --git a/fennel/connectors/connectors.py b/fennel/connectors/connectors.py
index a5c65c611..f6155c3ab 100644
--- a/fennel/connectors/connectors.py
+++ b/fennel/connectors/connectors.py
@@ -174,9 +174,10 @@ def source(
                 conn.format is not None
                 and conn.format != "json"
                 and not isinstance(conn.format, Protobuf)
+                and not isinstance(conn.format, Avro)
             ):
                 raise ValueError(
-                    "Preproc of type ref('A[B][C]') is applicable only for data in JSON and Protobuf formats"
+                    "Preproc of type ref('A[B][C]') is applicable only for data in JSON, Protobuf and Avro formats"
                 )
         else:
             raise ValueError(
diff --git a/fennel/connectors/test_connectors.py b/fennel/connectors/test_connectors.py
index d4f008b86..7f8829cc6 100644
--- a/fennel/connectors/test_connectors.py
+++ b/fennel/connectors/test_connectors.py
@@ -4130,7 +4130,7 @@ class UserInfoDataset:
 
 
 def test_valid_preproc_value():
-    # Preproc value of type A[B][C] can be set for data in JSON and Protobuf formats
+    # Preproc value of type A[B][C] can be set for data in JSON, Avro Protobuf formats
     source(
         s3.bucket(
             bucket_name="all_ratings", prefix="prod/apac/", format="json"
@@ -4151,13 +4151,20 @@ def test_valid_preproc_value():
         preproc={"C": "A[B][C]", "D": "A[B][C]"},
     )
 
+    avro = Avro(
+        registry="confluent",
+        url="http://localhost:8000",
+        username="user",
+        password="pwd",
+    )
     source(
-        kafka.topic(topic="topic", format="Avro"),
+        kafka.topic(topic="topic", format=avro),
         every="1h",
         disorder="14d",
         cdc="debezium",
-        preproc={"C": "A[B][C]", "D": "A[B][C]"},
+        preproc={"C": ref("A[B][C]"), "D": ref("A[B][C]")},
     )
+
     source(
         kafka.topic(topic="topic"),
         every="1h",
diff --git a/fennel/connectors/test_invalid_connectors.py b/fennel/connectors/test_invalid_connectors.py
index b0037083c..4e91cc52b 100644
--- a/fennel/connectors/test_invalid_connectors.py
+++ b/fennel/connectors/test_invalid_connectors.py
@@ -709,20 +709,6 @@ def test_invalid_preproc_value():
         == str(e.value)
     )
 
-    # Preproc value of type A[B][C] cannot be set for data other than JSON and Protobuf formats
-    with pytest.raises(ValueError) as e:
-        source(
-            kafka.topic(topic="topic", format="Avro"),
-            every="1h",
-            disorder="14d",
-            cdc="debezium",
-            preproc={"C": ref("A[B][C]"), "D": "A[B][C]"},
-        )
-    assert (
-        "Preproc of type ref('A[B][C]') is applicable only for data in JSON and Protobuf formats"
-        == str(e.value)
-    )
-
     # Preproc value of type A[B][C] cannot be set for table sources
     with pytest.raises(ValueError) as e:
         source(
diff --git a/fennel/datasets/aggregate.py b/fennel/datasets/aggregate.py
index 4ddb3f835..c70fb6632 100644
--- a/fennel/datasets/aggregate.py
+++ b/fennel/datasets/aggregate.py
@@ -1,9 +1,17 @@
-from typing import List, Union, Optional
+from datetime import date, datetime
+from decimal import Decimal as PythonDecimal
+from typing import List, Union, Optional, Any
 
 import fennel.gen.spec_pb2 as spec_proto
+import fennel.gen.schema_pb2 as schema_proto
 from fennel._vendor.pydantic import BaseModel, Extra, validator  # type: ignore
 from fennel.dtypes import Continuous, Tumbling, Hopping
 from fennel.internal_lib.duration import Duration, duration_to_timedelta
+from fennel.internal_lib.utils.utils import (
+    to_timestamp_proto,
+    to_date_proto,
+    to_decimal_proto,
+)
 
 ItemType = Union[str, List[str]]
 
@@ -107,7 +115,7 @@ class Sum(AggregateType):
 
     def to_proto(self):
         if self.window is None:
-            raise ValueError("Window must be specified for Distinct")
+            raise ValueError("Window must be specified for Sum")
         return spec_proto.PreSpec(
             sum=spec_proto.Sum(
                 window=self.window.to_proto(),
@@ -122,17 +130,24 @@ def signature(self):
 
 class Average(AggregateType):
     of: str
-    default: float = 0.0
+    default: Optional[float] = 0.0
 
     def to_proto(self):
         if self.window is None:
-            raise ValueError("Window must be specified for Distinct")
+            raise ValueError("Window must be specified for Average")
+        if self.default is None:
+            default = 0.0
+            default_null = True
+        else:
+            default = self.default
+            default_null = False
         return spec_proto.PreSpec(
             average=spec_proto.Average(
                 window=self.window.to_proto(),
                 name=self.into_field,
                 of=self.of,
-                default=self.default,
+                default=default,
+                default_null=default_null,
             )
         )
 
@@ -148,7 +163,7 @@ class Quantile(AggregateType):
 
     def to_proto(self):
         if self.window is None:
-            raise ValueError("Window must be specified for Distinct")
+            raise ValueError("Window must be specified for Quantile")
         return spec_proto.PreSpec(
             quantile=spec_proto.Quantile(
                 window=self.window.to_proto(),
@@ -181,6 +196,8 @@ class ExpDecaySum(AggregateType):
     half_life: Duration
 
     def to_proto(self):
+        if self.window is None:
+            raise ValueError("Window must be specified for ExpDecaySum")
         half_life = duration_to_timedelta(self.half_life)
         return spec_proto.PreSpec(
             exp_decay=spec_proto.ExponentialDecayAggregate(
@@ -212,17 +229,34 @@ def validate(self):
 
 class Max(AggregateType):
     of: str
-    default: float
+    default: Any
 
     def to_proto(self):
         if self.window is None:
-            raise ValueError("Window must be specified for Distinct")
+            raise ValueError("Window must be specified for Max")
+        default_null = False
+        if isinstance(self.default, datetime):
+            default = float(self.default.timestamp() * 1000000.0)
+        elif isinstance(self.default, date):
+            default = float((self.default - date(1970, 1, 1)).days)
+        elif isinstance(self.default, PythonDecimal):
+            default = float(self.default)
+        elif isinstance(self.default, float):
+            default = self.default
+        elif isinstance(self.default, int):
+            default = float(self.default)
+        elif self.default is None:
+            default = 0.0
+            default_null = True
+        else:
+            raise ValueError(f"invalid default value for Min: `{self.default}`")
         return spec_proto.PreSpec(
             max=spec_proto.Max(
                 window=self.window.to_proto(),
                 name=self.into_field,
                 of=self.of,
-                default=self.default,
+                default=default,
+                default_null=default_null,
             )
         )
 
@@ -235,17 +269,34 @@ def agg_type(self):
 
 class Min(AggregateType):
     of: str
-    default: float
+    default: Any
 
     def to_proto(self):
         if self.window is None:
-            raise ValueError("Window must be specified for Distinct")
+            raise ValueError("Window must be specified for Min")
+        default_null = False
+        if isinstance(self.default, datetime):
+            default = float(self.default.timestamp() * 1000000.0)
+        elif isinstance(self.default, date):
+            default = float((self.default - date(1970, 1, 1)).days)
+        elif isinstance(self.default, PythonDecimal):
+            default = float(self.default)
+        elif isinstance(self.default, float):
+            default = self.default
+        elif isinstance(self.default, int):
+            default = float(self.default)
+        elif self.default is None:
+            default = 0.0
+            default_null = True
+        else:
+            raise ValueError(f"invalid default value for Min: `{self.default}`")
         return spec_proto.PreSpec(
             min=spec_proto.Min(
                 window=self.window.to_proto(),
                 name=self.into_field,
                 of=self.of,
-                default=self.default,
+                default=default,
+                default_null=default_null,
             )
         )
 
@@ -306,16 +357,23 @@ def signature(self):
 
 class Stddev(AggregateType):
     of: str
-    default: float = -1.0
+    default: Optional[float] = -1.0
 
     def to_proto(self):
         if self.window is None:
-            raise ValueError("Window must be specified for Distinct")
+            raise ValueError("Window must be specified for Stddev")
+        if self.default is None:
+            default = 0.0
+            default_null = True
+        else:
+            default = self.default
+            default_null = False
         return spec_proto.PreSpec(
             stddev=spec_proto.Stddev(
                 window=self.window.to_proto(),
                 name=self.into_field,
-                default=self.default,
+                default=default,
+                default_null=default_null,
                 of=self.of,
             )
         )
diff --git a/fennel/datasets/datasets.py b/fennel/datasets/datasets.py
index b49d9ac78..9b74f478c 100644
--- a/fennel/datasets/datasets.py
+++ b/fennel/datasets/datasets.py
@@ -5,6 +5,7 @@
 import functools
 import inspect
 import sys
+from decimal import Decimal as PythonDecimal
 from dataclasses import dataclass
 from enum import Enum
 from typing import (
@@ -575,9 +576,15 @@ def __init__(self, node: _Node, fiter_fn: Callable | Expr):
             )
 
     def signature(self):
-        if isinstance(self.node, Dataset):
-            return fhash(self.node._name, self.func)
-        return fhash(self.node.signature(), self.func)
+        item = (
+            self.node._name
+            if isinstance(self.node, Dataset)
+            else self.node.signature()
+        )
+        if self.func is not None:
+            return fhash(item, self.func)
+        else:
+            return fhash(item, self.filter_expr)
 
     def dsschema(self):
         return self.node.dsschema()
@@ -2665,8 +2672,9 @@ def visitAggregate(self, obj) -> DSSchema:
                 )
 
         values: Dict[str, Type] = {}
-        found_discrete = False
-        found_non_discrete = False
+        all_discrete = False
+        all_continuous = False
+        all_discrete_forever = True
         lookback = None
         for agg in obj.aggregates:
             # If default window is present in groupby then each aggregate spec cannot have window different from
@@ -2680,21 +2688,27 @@ def visitAggregate(self, obj) -> DSSchema:
                 if not agg.window:
                     agg.window = obj.window_field
 
-            # Check if all specs are either discrete or non-discrete
+            # Check if all specs are either discrete or continuous
             if isinstance(agg.window, (Hopping, Tumbling, Session)):
-                if found_non_discrete:
+                if all_continuous:
                     raise ValueError(
                         f"Windows in all specs have to be either discrete (Hopping/Tumbling/Session) or"
                         f" non-discrete (Continuous/Forever) not both in pipeline `{self.pipeline_name}`."
                     )
-                found_discrete = True
+                if (
+                    isinstance(agg.window, Session)
+                    or agg.window.duration != "forever"
+                ):
+                    all_discrete_forever = False
+                all_discrete = True
             else:
-                if found_discrete:
+                if all_discrete:
                     raise ValueError(
                         f"Windows in all specs have to be either discrete (Hopping/Tumbling/Session) or"
                         f" non-discrete (Continuous/Forever) not both in pipeline `{self.pipeline_name}`."
                     )
-                found_non_discrete = True
+                all_discrete_forever = False
+                all_continuous = True
 
             # Check lookback in all windows are same
             if isinstance(agg.window, (Hopping, Tumbling)):
@@ -2793,7 +2807,10 @@ def visitAggregate(self, obj) -> DSSchema:
                     raise TypeError(
                         f"Cannot take average of field `{agg.of}` of type `{dtype_to_string(dtype)}`"
                     )
-                values[agg.into_field] = pd.Float64Dtype  # type: ignore
+                if agg.default is None:
+                    values[agg.into_field] = Optional[pd.Float64Dtype]  # type: ignore
+                else:
+                    values[agg.into_field] = pd.Float64Dtype  # type: ignore
             elif isinstance(agg, LastK):
                 dtype = input_schema.get_type(agg.of)
                 if agg.dropnull:
@@ -2825,15 +2842,37 @@ def visitAggregate(self, obj) -> DSSchema:
                 ]
                 if primtive_dtype not in allowed_types:
                     raise TypeError(
-                        f"invalid min: type of field `{agg.of}` is not int, float, date or datetime"
+                        f"invalid min: type of field `{agg.of}` is not int, float, decimal, date or datetime"
                     )
-                if primtive_dtype == pd.Int64Dtype and (
-                    int(agg.default) != agg.default
-                ):
-                    raise TypeError(
-                        f"invalid min: default value `{agg.default}` not of type `int`"
-                    )
-                values[agg.into_field] = fennel_get_optional_inner(dtype)  # type: ignore
+                if agg.default is not None:
+                    if primtive_dtype == pd.Int64Dtype and (
+                        int(agg.default) != agg.default  # type: ignore
+                    ):
+                        raise TypeError(
+                            f"invalid min: default value `{agg.default}` not of type `int`"
+                        )
+                    if isinstance(primtive_dtype, Decimal) and not isinstance(
+                        agg.default, PythonDecimal
+                    ):
+                        raise TypeError(
+                            f"invalid min: default value `{agg.default}` not of type `Decimal`"
+                        )
+                    if primtive_dtype == datetime.date and not isinstance(
+                        agg.default, datetime.date
+                    ):
+                        raise TypeError(
+                            f"invalid min: default value `{agg.default}` not of type `date`"
+                        )
+                    if primtive_dtype == datetime.datetime and not isinstance(
+                        agg.default, datetime.datetime
+                    ):
+                        raise TypeError(
+                            f"invalid min: default value `{agg.default}` not of type `datetime`"
+                        )
+                if agg.default is None:
+                    values[agg.into_field] = Optional[fennel_get_optional_inner(dtype)]  # type: ignore
+                else:
+                    values[agg.into_field] = fennel_get_optional_inner(dtype)  # type: ignore
             elif isinstance(agg, Max):
                 dtype = input_schema.get_type(agg.of)
                 primtive_dtype = get_primitive_dtype_with_optional(dtype)
@@ -2843,15 +2882,37 @@ def visitAggregate(self, obj) -> DSSchema:
                 ]
                 if primtive_dtype not in allowed_types:
                     raise TypeError(
-                        f"invalid max: type of field `{agg.of}` is not int, float, date or datetime"
+                        f"invalid max: type of field `{agg.of}` is not int, float, decimal, date or datetime"
                     )
-                if primtive_dtype == pd.Int64Dtype and (
-                    int(agg.default) != agg.default
-                ):
-                    raise TypeError(
-                        f"invalid max: default value `{agg.default}` not of type `int`"
-                    )
-                values[agg.into_field] = fennel_get_optional_inner(dtype)  # type: ignore
+                if agg.default is not None:
+                    if primtive_dtype == pd.Int64Dtype and (
+                        int(agg.default) != agg.default  # type: ignore
+                    ):
+                        raise TypeError(
+                            f"invalid max: default value `{agg.default}` not of type `int`"
+                        )
+                    if isinstance(primtive_dtype, Decimal) and not isinstance(
+                        agg.default, PythonDecimal
+                    ):
+                        raise TypeError(
+                            f"invalid max: default value `{agg.default}` not of type `Decimal`"
+                        )
+                    if primtive_dtype == datetime.date and not isinstance(
+                        agg.default, datetime.date
+                    ):
+                        raise TypeError(
+                            f"invalid max: default value `{agg.default}` not of type `date`"
+                        )
+                    if primtive_dtype == datetime.datetime and not isinstance(
+                        agg.default, datetime.datetime
+                    ):
+                        raise TypeError(
+                            f"invalid max: default value `{agg.default}` not of type `datetime`"
+                        )
+                if agg.default is None:
+                    values[agg.into_field] = Optional[fennel_get_optional_inner(dtype)]  # type: ignore
+                else:
+                    values[agg.into_field] = fennel_get_optional_inner(dtype)  # type: ignore
             elif isinstance(agg, Stddev):
                 dtype = input_schema.get_type(agg.of)
                 if (
@@ -2861,7 +2922,10 @@ def visitAggregate(self, obj) -> DSSchema:
                     raise TypeError(
                         f"Cannot get standard deviation of field {agg.of} of type {dtype_to_string(dtype)}"
                     )
-                values[agg.into_field] = pd.Float64Dtype  # type: ignore
+                if agg.default is None:
+                    values[agg.into_field] = Optional[pd.Float64Dtype]  # type: ignore
+                else:
+                    values[agg.into_field] = pd.Float64Dtype  # type: ignore
             elif isinstance(agg, Quantile):
                 dtype = input_schema.get_type(agg.of)
                 if (
@@ -2904,9 +2968,20 @@ def visitAggregate(self, obj) -> DSSchema:
                 "'along' param can not be used with emit=\"final\" strategy"
             )
 
-        is_terminal = (
-            found_non_discrete and obj.emit_strategy == EmitStrategy.Eager
-        )
+        is_terminal = all_continuous and obj.emit_strategy == EmitStrategy.Eager
+
+        # If input_schema is keyed then we allow aggregation only if all the windows are discrete forever or along is
+        # set
+        if len(input_schema.keys) > 0:
+            if (
+                obj.along is None
+                or not all_discrete_forever
+                or obj.along == input_schema.timestamp
+            ):
+                warnings.warn(
+                    "aggregation on keyed dataset will be deprecated in coming release. It will be allowed if either "
+                    "all the windows are discrete forever or along is set."
+                )
 
         return DSSchema(
             keys=keys,
diff --git a/fennel/datasets/test_dataset.py b/fennel/datasets/test_dataset.py
index c1cdf6a7f..d63b10e94 100644
--- a/fennel/datasets/test_dataset.py
+++ b/fennel/datasets/test_dataset.py
@@ -22,7 +22,7 @@
     FirstK,
 )
 from fennel.dtypes import Embedding, Window, Continuous, Session
-from fennel.expr import lit
+from fennel.expr import lit, col
 from fennel.gen.services_pb2 import SyncRequest
 from fennel.lib import includes, meta, inputs, desc
 from fennel.testing import *
@@ -3705,3 +3705,158 @@ def my_pipeline(cls, views: Dataset, clicks: Dataset):
     assert operators[6] == expected_operator_request, error_message(
         operators[6], expected_operator_request
     )
+
+
+def test_multiple_filters():
+    @source(webhook.endpoint("Events"), cdc="append", disorder="14d")
+    @dataset
+    class Events:
+        user_id: int
+        event_id: int
+        event_name: str
+        ts: datetime
+
+    @dataset
+    class DedupedEvents:
+        user_id: int
+        event_id: int
+        event_name: str
+        ts: datetime
+
+        @pipeline
+        @inputs(Events)
+        def pipeline(cls, raw_events: Dataset):
+            """Cleans the raw events from duplicates. The cut event is firing many times per cut
+            images so we need to deduplicate that.
+
+            Other events are deduplicated by event_id
+            """
+            end_events = raw_events.filter(col("event_name") == "end").dedup(
+                "user_id", "event_id"
+            )
+
+            start_events = raw_events.filter(
+                col("event_name") == "start"
+            ).dedup("user_id", "event_id")
+            return end_events + start_events
+
+    view = InternalTestClient()
+    view.add(Events)
+    view.add(DedupedEvents)
+    sync_request = view._get_sync_request_proto()
+    assert len(sync_request.datasets) == 2
+    assert len(sync_request.pipelines) == 1
+    assert len(sync_request.operators) == 6
+
+    operators = sync_request.operators
+    ds_ref = {
+        "id": "Events",
+        "pipelineName": "pipeline",
+        "datasetName": "DedupedEvents",
+        "datasetRef": {"referringDatasetName": "Events"},
+        "dsVersion": 1,
+    }
+    expected_operator_request = ParseDict(ds_ref, ds_proto.Operator())
+    assert operators[0] == expected_operator_request, error_message(
+        operators[0], expected_operator_request
+    )
+
+    filter_1 = {
+        "id": "04a92ad1fbc5ad921e04c8677be2c773",
+        "pipelineName": "pipeline",
+        "datasetName": "DedupedEvents",
+        "filterExpr": {
+            "operandId": "Events",
+            "expr": {
+                "binary": {
+                    "left": {"ref": {"name": "event_name"}},
+                    "right": {
+                        "jsonLiteral": {
+                            "dtype": {"stringType": {}},
+                            "literal": '"end"',
+                        }
+                    },
+                    "op": "EQ",
+                }
+            },
+        },
+        "dsVersion": 1,
+    }
+    expected_operator_request = ParseDict(filter_1, ds_proto.Operator())
+    assert operators[1] == expected_operator_request, error_message(
+        operators[1], expected_operator_request
+    )
+
+    dedup_1 = {
+        "id": "57552c0b8d1ffe5f0a83d77e148040cb",
+        "pipelineName": "pipeline",
+        "datasetName": "DedupedEvents",
+        "dedup": {
+            "operand_id": "04a92ad1fbc5ad921e04c8677be2c773",
+            "columns": ["user_id", "event_id"],
+        },
+        "dsVersion": 1,
+    }
+    expected_operator_request = ParseDict(dedup_1, ds_proto.Operator())
+    assert operators[2] == expected_operator_request, error_message(
+        operators[2], expected_operator_request
+    )
+
+    filter_2 = {
+        "id": "25b244bbd82b8302d371c3e5a561b716",
+        "pipelineName": "pipeline",
+        "datasetName": "DedupedEvents",
+        "filterExpr": {
+            "operandId": "Events",
+            "expr": {
+                "binary": {
+                    "left": {"ref": {"name": "event_name"}},
+                    "right": {
+                        "jsonLiteral": {
+                            "dtype": {"stringType": {}},
+                            "literal": '"start"',
+                        }
+                    },
+                    "op": "EQ",
+                }
+            },
+        },
+        "dsVersion": 1,
+    }
+    expected_operator_request = ParseDict(filter_2, ds_proto.Operator())
+    assert operators[3] == expected_operator_request, error_message(
+        operators[3], expected_operator_request
+    )
+
+    dedup_2 = {
+        "id": "8a5c8880f9443773aee08debf9808da6",
+        "pipelineName": "pipeline",
+        "datasetName": "DedupedEvents",
+        "dedup": {
+            "operand_id": "25b244bbd82b8302d371c3e5a561b716",
+            "columns": ["user_id", "event_id"],
+        },
+        "dsVersion": 1,
+    }
+    expected_operator_request = ParseDict(dedup_2, ds_proto.Operator())
+    assert operators[4] == expected_operator_request, error_message(
+        operators[4], expected_operator_request
+    )
+
+    union = {
+        "id": "d2065e2e0e90c55afb55a84bb3cc8d43",
+        "pipelineName": "pipeline",
+        "datasetName": "DedupedEvents",
+        "union": {
+            "operand_ids": [
+                "57552c0b8d1ffe5f0a83d77e148040cb",
+                "8a5c8880f9443773aee08debf9808da6",
+            ],
+        },
+        "dsVersion": 1,
+        "is_root": True,
+    }
+    expected_operator_request = ParseDict(union, ds_proto.Operator())
+    assert operators[5] == expected_operator_request, error_message(
+        operators[5], expected_operator_request
+    )
diff --git a/fennel/datasets/test_schema_validator.py b/fennel/datasets/test_schema_validator.py
index 265f689dd..70568f76c 100644
--- a/fennel/datasets/test_schema_validator.py
+++ b/fennel/datasets/test_schema_validator.py
@@ -460,7 +460,7 @@ def pipeline(cls, a: Dataset):
 
     assert (
         str(e.value)
-        == """invalid max: type of field `b` is not int, float, date or datetime"""
+        == """invalid max: type of field `b` is not int, float, decimal, date or datetime"""
     )
 
 
diff --git a/fennel/expr/expr.py b/fennel/expr/expr.py
index abe799ab6..b41ece1cb 100644
--- a/fennel/expr/expr.py
+++ b/fennel/expr/expr.py
@@ -482,6 +482,10 @@ class Floor(MathOp):
     pass
 
 
+class NumToStr(MathOp):
+    pass
+
+
 class MathNoop(MathOp):
     pass
 
@@ -504,6 +508,9 @@ def ceil(self) -> _Number:
     def floor(self) -> _Number:
         return _Number(self, Floor())
 
+    def to_string(self) -> _String:
+        return _String(_Number(self, NumToStr()), StringNoop())
+
 
 #########################################################
 #                   String Functions
diff --git a/fennel/expr/serializer.py b/fennel/expr/serializer.py
index 88cc2d6e9..784a2445b 100644
--- a/fennel/expr/serializer.py
+++ b/fennel/expr/serializer.py
@@ -47,6 +47,7 @@
     MathNoop,
     Round,
     Ceil,
+    NumToStr,
     Abs,
     Floor,
     StringNoop,
@@ -231,6 +232,8 @@ def visitNumber(self, obj):
             expr.math_fn.fn.CopyFrom(proto.MathOp(abs=proto.Abs()))
         elif isinstance(obj.op, Floor):
             expr.math_fn.fn.CopyFrom(proto.MathOp(floor=proto.Floor()))
+        elif isinstance(obj.op, NumToStr):
+            expr.math_fn.fn.CopyFrom(proto.MathOp(to_string=proto.ToString()))
         else:
             raise InvalidExprException("invalid number operation: %s" % obj.op)
         expr.math_fn.operand.CopyFrom(self.visit(obj.operand))
diff --git a/fennel/expr/test_expr.py b/fennel/expr/test_expr.py
index 45f6d7ffb..4b9a02b16 100644
--- a/fennel/expr/test_expr.py
+++ b/fennel/expr/test_expr.py
@@ -165,6 +165,17 @@ def test_math_expr():
     assert ref_extractor.refs == {"a", "b", "d"}
 
 
+def test_math_expr_to_string():
+    expr = col("a").num.to_string()
+    printer = ExprPrinter()
+    assert printer.print(expr.root) == 'TO_STRING(col("a"))'
+
+    df = pd.DataFrame({"a": [1.1232, 2.1232, 3.1232]})
+    ret = expr.eval(df, {"a": float})
+    assert ret.tolist() == ["1.1232", "2.1232", "3.1232"]
+    assert expr.typeof({"a": float}) == str
+
+
 def test_bool_expr():
     expr = (col("a") == 5) | ((col("b") == "random") & (col("c") == 3.2))
     printer = ExprPrinter()
diff --git a/fennel/expr/visitor.py b/fennel/expr/visitor.py
index dec1f7f4c..b2cf16aa4 100644
--- a/fennel/expr/visitor.py
+++ b/fennel/expr/visitor.py
@@ -35,6 +35,7 @@
     MathNoop,
     Round,
     Ceil,
+    NumToStr,
     Abs,
     Floor,
     StringNoop,
@@ -267,6 +268,8 @@ def visitNumber(self, obj):
             return "CEIL(%s)" % self.visit(obj.operand)
         elif isinstance(obj.op, Abs):
             return "ABS(%s)" % self.visit(obj.operand)
+        elif isinstance(obj.op, NumToStr):
+            return f"TO_STRING({self.visit(obj.operand)})"
         else:
             raise InvalidExprException("invalid number operation: %s" % obj.op)
 
diff --git a/fennel/featuresets/featureset.py b/fennel/featuresets/featureset.py
index 7cf6831ec..7a5742d56 100644
--- a/fennel/featuresets/featureset.py
+++ b/fennel/featuresets/featureset.py
@@ -610,7 +610,7 @@ def _get_expression_extractors(self) -> List[Extractor]:
             extractor.inputs = inputs
             input_types = {inp.name: inp.dtype for inp in inputs}
             computed_dtype = expr.typeof(input_types)
-            if computed_dtype != feature.dtype:
+            if not expr.matches_type(feature.dtype, input_types):  # type: ignore
                 raise TypeError(
                     f"expression '{expr}' for feature '{feature.name}' is of type '{dtype_to_string(feature.dtype)}' not '{dtype_to_string(computed_dtype)}'"
                 )
diff --git a/fennel/gen/connector_pb2.py b/fennel/gen/connector_pb2.py
index 19ef8a407..373917836 100644
--- a/fennel/gen/connector_pb2.py
+++ b/fennel/gen/connector_pb2.py
@@ -7,18 +7,13 @@
 from google.protobuf import descriptor_pool as _descriptor_pool
 from google.protobuf import symbol_database as _symbol_database
 from google.protobuf.internal import builder as _builder
-
 # @@protoc_insertion_point(imports)
 
 _sym_db = _symbol_database.Default()
 
 
-from google.protobuf import (
-    duration_pb2 as google_dot_protobuf_dot_duration__pb2,
-)
-from google.protobuf import (
-    timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2,
-)
+from google.protobuf import duration_pb2 as google_dot_protobuf_dot_duration__pb2
+from google.protobuf import timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2
 import fennel.gen.expression_pb2 as expression__pb2
 import fennel.gen.kinesis_pb2 as kinesis__pb2
 import fennel.gen.pycode_pb2 as pycode__pb2
@@ -27,127 +22,121 @@
 import fennel.gen.secret_pb2 as secret__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
-    b'\n\x0f\x63onnector.proto\x12\x16\x66\x65nnel.proto.connector\x1a\x1egoogle/protobuf/duration.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x10\x65xpression.proto\x1a\rkinesis.proto\x1a\x0cpycode.proto\x1a\x15schema_registry.proto\x1a\x0cschema.proto\x1a\x0csecret.proto"\xba\x05\n\x0b\x45xtDatabase\x12\x0c\n\x04name\x18\x01 \x01(\t\x12.\n\x05mysql\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.connector.MySQLH\x00\x12\x34\n\x08postgres\x18\x03 \x01(\x0b\x32 .fennel.proto.connector.PostgresH\x00\x12\x36\n\treference\x18\x04 \x01(\x0b\x32!.fennel.proto.connector.ReferenceH\x00\x12(\n\x02s3\x18\x05 \x01(\x0b\x32\x1a.fennel.proto.connector.S3H\x00\x12\x34\n\x08\x62igquery\x18\x06 \x01(\x0b\x32 .fennel.proto.connector.BigqueryH\x00\x12\x36\n\tsnowflake\x18\x07 \x01(\x0b\x32!.fennel.proto.connector.SnowflakeH\x00\x12.\n\x05kafka\x18\x08 \x01(\x0b\x32\x1d.fennel.proto.connector.KafkaH\x00\x12\x32\n\x07webhook\x18\t 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 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
-_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, "connector_pb2", _globals)
+_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'connector_pb2', _globals)
 if not _descriptor._USE_C_DESCRIPTORS:
-    DESCRIPTOR._loaded_options = None
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-    _globals["_KAFKA"].fields_by_name[
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-    _globals["_KAFKA"].fields_by_name["group_id"]._loaded_options = None
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-    _globals["_SOURCE_PREPROCENTRY"]._serialized_options = b"8\001"
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-    _globals["_EXTDATABASE"]._serialized_start = 207
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-    _globals["_SAMPLINGSTRATEGY"]._serialized_start = 907
-    _globals["_SAMPLINGSTRATEGY"]._serialized_end = 970
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-    _globals["_DEBEZIUMFORMAT"]._serialized_start = 1242
-    _globals["_DEBEZIUMFORMAT"]._serialized_end = 1258
-    _globals["_JSONFORMAT"]._serialized_start = 1260
-    _globals["_JSONFORMAT"]._serialized_end = 1272
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-    _globals["_AVROFORMAT"]._serialized_end = 1357
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-    _globals["_REFERENCE"]._serialized_end = 1671
-    _globals["_REFERENCE_EXTDBTYPE"]._serialized_start = 1524
-    _globals["_REFERENCE_EXTDBTYPE"]._serialized_end = 1671
-    _globals["_WEBHOOK"]._serialized_start = 1673
-    _globals["_WEBHOOK"]._serialized_end = 1742
-    _globals["_MYSQL"]._serialized_start = 1745
-    _globals["_MYSQL"]._serialized_end = 2013
-    _globals["_POSTGRES"]._serialized_start = 2016
-    _globals["_POSTGRES"]._serialized_end = 2287
-    _globals["_S3"]._serialized_start = 2290
-    _globals["_S3"]._serialized_end = 2594
-    _globals["_BIGQUERY"]._serialized_start = 2597
-    _globals["_BIGQUERY"]._serialized_end = 2779
-    _globals["_SNOWFLAKE"]._serialized_start = 2782
-    _globals["_SNOWFLAKE"]._serialized_end = 3071
-    _globals["_KAFKA"]._serialized_start = 3074
-    _globals["_KAFKA"]._serialized_end = 3451
-    _globals["_KINESIS"]._serialized_start = 3453
-    _globals["_KINESIS"]._serialized_end = 3480
-    _globals["_CREDENTIALS"]._serialized_start = 3483
-    _globals["_CREDENTIALS"]._serialized_end = 3694
-    _globals["_REDSHIFTAUTHENTICATION"]._serialized_start = 3696
-    _globals["_REDSHIFTAUTHENTICATION"]._serialized_end = 3821
-    _globals["_REDSHIFT"]._serialized_start = 3824
-    _globals["_REDSHIFT"]._serialized_end = 3977
-    _globals["_MONGO"]._serialized_start = 3980
-    _globals["_MONGO"]._serialized_end = 4213
-    _globals["_PUBSUB"]._serialized_start = 4216
-    _globals["_PUBSUB"]._serialized_end = 4376
-    _globals["_SENSITIVEDATUM"]._serialized_start = 4378
-    _globals["_SENSITIVEDATUM"]._serialized_end = 4493
-    _globals["_HTTP"]._serialized_start = 4496
-    _globals["_HTTP"]._serialized_end = 4680
-    _globals["_EXTTABLE"]._serialized_start = 4683
-    _globals["_EXTTABLE"]._serialized_end = 5442
-    _globals["_MYSQLTABLE"]._serialized_start = 5444
-    _globals["_MYSQLTABLE"]._serialized_end = 5525
-    _globals["_POSTGRESTABLE"]._serialized_start = 5527
-    _globals["_POSTGRESTABLE"]._serialized_end = 5649
-    _globals["_S3TABLE"]._serialized_start = 5652
-    _globals["_S3TABLE"]._serialized_end = 5899
-    _globals["_KAFKATOPIC"]._serialized_start = 5902
-    _globals["_KAFKATOPIC"]._serialized_end = 6031
-    _globals["_BIGQUERYTABLE"]._serialized_start = 6033
-    _globals["_BIGQUERYTABLE"]._serialized_end = 6117
-    _globals["_SNOWFLAKETABLE"]._serialized_start = 6119
-    _globals["_SNOWFLAKETABLE"]._serialized_end = 6204
-    _globals["_WEBHOOKENDPOINT"]._serialized_start = 6207
-    _globals["_WEBHOOKENDPOINT"]._serialized_end = 6336
-    _globals["_KINESISSTREAM"]._serialized_start = 6339
-    _globals["_KINESISSTREAM"]._serialized_end = 6550
-    _globals["_REDSHIFTTABLE"]._serialized_start = 6552
-    _globals["_REDSHIFTTABLE"]._serialized_end = 6636
-    _globals["_PUBSUBTOPIC"]._serialized_start = 6639
-    _globals["_PUBSUBTOPIC"]._serialized_end = 6773
-    _globals["_HTTPPATH"]._serialized_start = 6776
-    _globals["_HTTPPATH"]._serialized_end = 6995
-    _globals["_HTTPPATH_HEADERSENTRY"]._serialized_start = 6939
-    _globals["_HTTPPATH_HEADERSENTRY"]._serialized_end = 6985
-    _globals["_EVAL"]._serialized_start = 6998
-    _globals["_EVAL"]._serialized_end = 7156
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-    _globals["_PREPROCVALUE"]._serialized_end = 7290
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-    _globals["_MONGOCOLLECTION"]._serialized_end = 7383
-    _globals["_SNAPSHOTDATA"]._serialized_start = 7385
-    _globals["_SNAPSHOTDATA"]._serialized_end = 7435
-    _globals["_INCREMENTAL"]._serialized_start = 7437
-    _globals["_INCREMENTAL"]._serialized_end = 7450
-    _globals["_RECREATE"]._serialized_start = 7452
-    _globals["_RECREATE"]._serialized_end = 7462
-    _globals["_STYLE"]._serialized_start = 7465
-    _globals["_STYLE"]._serialized_end = 7653
-    _globals["_SOURCE"]._serialized_start = 7656
-    _globals["_SOURCE"]._serialized_end = 8589
-    _globals["_SOURCE_PREPROCENTRY"]._serialized_start = 8414
-    _globals["_SOURCE_PREPROCENTRY"]._serialized_end = 8498
-    _globals["_SINK"]._serialized_start = 8592
-    _globals["_SINK"]._serialized_end = 9086
-    _globals["_SINK_RENAMESENTRY"]._serialized_start = 9004
-    _globals["_SINK_RENAMESENTRY"]._serialized_end = 9050
+  DESCRIPTOR._loaded_options = None
+  _globals['_KAFKA'].fields_by_name['sasl_jaas_config']._loaded_options = None
+  _globals['_KAFKA'].fields_by_name['sasl_jaas_config']._serialized_options = b'\030\001'
+  _globals['_KAFKA'].fields_by_name['group_id']._loaded_options = None
+  _globals['_KAFKA'].fields_by_name['group_id']._serialized_options = b'\030\001'
+  _globals['_HTTPPATH_HEADERSENTRY']._loaded_options = None
+  _globals['_HTTPPATH_HEADERSENTRY']._serialized_options = b'8\001'
+  _globals['_SOURCE_PREPROCENTRY']._loaded_options = None
+  _globals['_SOURCE_PREPROCENTRY']._serialized_options = b'8\001'
+  _globals['_SINK_RENAMESENTRY']._loaded_options = None
+  _globals['_SINK_RENAMESENTRY']._serialized_options = b'8\001'
+  _globals['_CDCSTRATEGY']._serialized_start=9122
+  _globals['_CDCSTRATEGY']._serialized_end=9197
+  _globals['_EXTDATABASE']._serialized_start=207
+  _globals['_EXTDATABASE']._serialized_end=905
+  _globals['_SAMPLINGSTRATEGY']._serialized_start=907
+  _globals['_SAMPLINGSTRATEGY']._serialized_end=970
+  _globals['_PUBSUBFORMAT']._serialized_start=972
+  _globals['_PUBSUBFORMAT']._serialized_end=1049
+  _globals['_KAFKAFORMAT']._serialized_start=1052
+  _globals['_KAFKAFORMAT']._serialized_end=1240
+  _globals['_DEBEZIUMFORMAT']._serialized_start=1242
+  _globals['_DEBEZIUMFORMAT']._serialized_end=1258
+  _globals['_JSONFORMAT']._serialized_start=1260
+  _globals['_JSONFORMAT']._serialized_end=1272
+  _globals['_AVROFORMAT']._serialized_start=1274
+  _globals['_AVROFORMAT']._serialized_end=1357
+  _globals['_PROTOBUFFORMAT']._serialized_start=1359
+  _globals['_PROTOBUFFORMAT']._serialized_end=1446
+  _globals['_REFERENCE']._serialized_start=1449
+  _globals['_REFERENCE']._serialized_end=1671
+  _globals['_REFERENCE_EXTDBTYPE']._serialized_start=1524
+  _globals['_REFERENCE_EXTDBTYPE']._serialized_end=1671
+  _globals['_WEBHOOK']._serialized_start=1673
+  _globals['_WEBHOOK']._serialized_end=1742
+  _globals['_MYSQL']._serialized_start=1745
+  _globals['_MYSQL']._serialized_end=2013
+  _globals['_POSTGRES']._serialized_start=2016
+  _globals['_POSTGRES']._serialized_end=2287
+  _globals['_S3']._serialized_start=2290
+  _globals['_S3']._serialized_end=2594
+  _globals['_BIGQUERY']._serialized_start=2597
+  _globals['_BIGQUERY']._serialized_end=2779
+  _globals['_SNOWFLAKE']._serialized_start=2782
+  _globals['_SNOWFLAKE']._serialized_end=3071
+  _globals['_KAFKA']._serialized_start=3074
+  _globals['_KAFKA']._serialized_end=3451
+  _globals['_KINESIS']._serialized_start=3453
+  _globals['_KINESIS']._serialized_end=3480
+  _globals['_CREDENTIALS']._serialized_start=3483
+  _globals['_CREDENTIALS']._serialized_end=3694
+  _globals['_REDSHIFTAUTHENTICATION']._serialized_start=3696
+  _globals['_REDSHIFTAUTHENTICATION']._serialized_end=3821
+  _globals['_REDSHIFT']._serialized_start=3824
+  _globals['_REDSHIFT']._serialized_end=3977
+  _globals['_MONGO']._serialized_start=3980
+  _globals['_MONGO']._serialized_end=4213
+  _globals['_PUBSUB']._serialized_start=4216
+  _globals['_PUBSUB']._serialized_end=4376
+  _globals['_SENSITIVEDATUM']._serialized_start=4378
+  _globals['_SENSITIVEDATUM']._serialized_end=4493
+  _globals['_HTTP']._serialized_start=4496
+  _globals['_HTTP']._serialized_end=4680
+  _globals['_EXTTABLE']._serialized_start=4683
+  _globals['_EXTTABLE']._serialized_end=5442
+  _globals['_MYSQLTABLE']._serialized_start=5444
+  _globals['_MYSQLTABLE']._serialized_end=5525
+  _globals['_POSTGRESTABLE']._serialized_start=5527
+  _globals['_POSTGRESTABLE']._serialized_end=5649
+  _globals['_S3TABLE']._serialized_start=5652
+  _globals['_S3TABLE']._serialized_end=5899
+  _globals['_KAFKATOPIC']._serialized_start=5902
+  _globals['_KAFKATOPIC']._serialized_end=6031
+  _globals['_BIGQUERYTABLE']._serialized_start=6033
+  _globals['_BIGQUERYTABLE']._serialized_end=6117
+  _globals['_SNOWFLAKETABLE']._serialized_start=6119
+  _globals['_SNOWFLAKETABLE']._serialized_end=6204
+  _globals['_WEBHOOKENDPOINT']._serialized_start=6207
+  _globals['_WEBHOOKENDPOINT']._serialized_end=6336
+  _globals['_KINESISSTREAM']._serialized_start=6339
+  _globals['_KINESISSTREAM']._serialized_end=6550
+  _globals['_REDSHIFTTABLE']._serialized_start=6552
+  _globals['_REDSHIFTTABLE']._serialized_end=6636
+  _globals['_PUBSUBTOPIC']._serialized_start=6639
+  _globals['_PUBSUBTOPIC']._serialized_end=6773
+  _globals['_HTTPPATH']._serialized_start=6776
+  _globals['_HTTPPATH']._serialized_end=6995
+  _globals['_HTTPPATH_HEADERSENTRY']._serialized_start=6939
+  _globals['_HTTPPATH_HEADERSENTRY']._serialized_end=6985
+  _globals['_EVAL']._serialized_start=6998
+  _globals['_EVAL']._serialized_end=7156
+  _globals['_PREPROCVALUE']._serialized_start=7159
+  _globals['_PREPROCVALUE']._serialized_end=7290
+  _globals['_MONGOCOLLECTION']._serialized_start=7292
+  _globals['_MONGOCOLLECTION']._serialized_end=7383
+  _globals['_SNAPSHOTDATA']._serialized_start=7385
+  _globals['_SNAPSHOTDATA']._serialized_end=7435
+  _globals['_INCREMENTAL']._serialized_start=7437
+  _globals['_INCREMENTAL']._serialized_end=7450
+  _globals['_RECREATE']._serialized_start=7452
+  _globals['_RECREATE']._serialized_end=7462
+  _globals['_STYLE']._serialized_start=7465
+  _globals['_STYLE']._serialized_end=7653
+  _globals['_SOURCE']._serialized_start=7656
+  _globals['_SOURCE']._serialized_end=8589
+  _globals['_SOURCE_PREPROCENTRY']._serialized_start=8414
+  _globals['_SOURCE_PREPROCENTRY']._serialized_end=8498
+  _globals['_SINK']._serialized_start=8592
+  _globals['_SINK']._serialized_end=9120
+  _globals['_SINK_RENAMESENTRY']._serialized_start=9026
+  _globals['_SINK_RENAMESENTRY']._serialized_end=9072
 # @@protoc_insertion_point(module_scope)
diff --git a/fennel/gen/connector_pb2.pyi b/fennel/gen/connector_pb2.pyi
index 551e7ed68..763b39aa6 100644
--- a/fennel/gen/connector_pb2.pyi
+++ b/fennel/gen/connector_pb2.pyi
@@ -11,7 +11,6 @@ database
 4. Sink refers to a (table, dataset) along with some config
 5. This whole module is called connector.
 """
-
 import builtins
 import collections.abc
 import expression_pb2
@@ -40,12 +39,7 @@ class _CDCStrategy:
     ValueType = typing.NewType("ValueType", builtins.int)
     V: typing_extensions.TypeAlias = ValueType
 
-class _CDCStrategyEnumTypeWrapper(
-    google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[
-        _CDCStrategy.ValueType
-    ],
-    builtins.type,
-):
+class _CDCStrategyEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[_CDCStrategy.ValueType], builtins.type):
     DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
     Append: _CDCStrategy.ValueType  # 0
     Upsert: _CDCStrategy.ValueType  # 1
@@ -95,7 +89,6 @@ class ExtDatabase(google.protobuf.message.Message):
         """When a source has already been created on the console
         Or via code and is specified by name ONLY.
         """
-
     @property
     def s3(self) -> global___S3: ...
     @property
@@ -134,94 +127,9 @@ class ExtDatabase(google.protobuf.message.Message):
         pubsub: global___PubSub | None = ...,
         http: global___Http | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "bigquery",
-            b"bigquery",
-            "http",
-            b"http",
-            "kafka",
-            b"kafka",
-            "kinesis",
-            b"kinesis",
-            "mongo",
-            b"mongo",
-            "mysql",
-            b"mysql",
-            "postgres",
-            b"postgres",
-            "pubsub",
-            b"pubsub",
-            "redshift",
-            b"redshift",
-            "reference",
-            b"reference",
-            "s3",
-            b"s3",
-            "snowflake",
-            b"snowflake",
-            "variant",
-            b"variant",
-            "webhook",
-            b"webhook",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "bigquery",
-            b"bigquery",
-            "http",
-            b"http",
-            "kafka",
-            b"kafka",
-            "kinesis",
-            b"kinesis",
-            "mongo",
-            b"mongo",
-            "mysql",
-            b"mysql",
-            "name",
-            b"name",
-            "postgres",
-            b"postgres",
-            "pubsub",
-            b"pubsub",
-            "redshift",
-            b"redshift",
-            "reference",
-            b"reference",
-            "s3",
-            b"s3",
-            "snowflake",
-            b"snowflake",
-            "variant",
-            b"variant",
-            "webhook",
-            b"webhook",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["variant", b"variant"]
-    ) -> (
-        typing_extensions.Literal[
-            "mysql",
-            "postgres",
-            "reference",
-            "s3",
-            "bigquery",
-            "snowflake",
-            "kafka",
-            "webhook",
-            "kinesis",
-            "redshift",
-            "mongo",
-            "pubsub",
-            "http",
-        ]
-        | None
-    ): ...
+    def HasField(self, field_name: typing_extensions.Literal["bigquery", b"bigquery", "http", b"http", "kafka", b"kafka", "kinesis", b"kinesis", "mongo", b"mongo", "mysql", b"mysql", "postgres", b"postgres", "pubsub", b"pubsub", "redshift", b"redshift", "reference", b"reference", "s3", b"s3", "snowflake", b"snowflake", "variant", b"variant", "webhook", b"webhook"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["bigquery", b"bigquery", "http", b"http", "kafka", b"kafka", "kinesis", b"kinesis", "mongo", b"mongo", "mysql", b"mysql", "name", b"name", "postgres", b"postgres", "pubsub", b"pubsub", "redshift", b"redshift", "reference", b"reference", "s3", b"s3", "snowflake", b"snowflake", "variant", b"variant", "webhook", b"webhook"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["variant", b"variant"]) -> typing_extensions.Literal["mysql", "postgres", "reference", "s3", "bigquery", "snowflake", "kafka", "webhook", "kinesis", "redshift", "mongo", "pubsub", "http"] | None: ...
 
 global___ExtDatabase = ExtDatabase
 
@@ -233,25 +141,15 @@ class SamplingStrategy(google.protobuf.message.Message):
     COLUMNS_USED_FIELD_NUMBER: builtins.int
     sampling_rate: builtins.float
     @property
-    def columns_used(
-        self,
-    ) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[
-        builtins.str
-    ]:
+    def columns_used(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """columns_used is a list of columns used for sampling"""
-
     def __init__(
         self,
         *,
         sampling_rate: builtins.float = ...,
         columns_used: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "columns_used", b"columns_used", "sampling_rate", b"sampling_rate"
-        ],
-    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["columns_used", b"columns_used", "sampling_rate", b"sampling_rate"]) -> None: ...
 
 global___SamplingStrategy = SamplingStrategy
 
@@ -267,21 +165,9 @@ class PubSubFormat(google.protobuf.message.Message):
         *,
         json: global___JsonFormat | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "json", b"json", "variant", b"variant"
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "json", b"json", "variant", b"variant"
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["variant", b"variant"]
-    ) -> typing_extensions.Literal["json"] | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["json", b"json", "variant", b"variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["json", b"json", "variant", b"variant"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["variant", b"variant"]) -> typing_extensions.Literal["json"] | None: ...
 
 global___PubSubFormat = PubSubFormat
 
@@ -305,35 +191,9 @@ class KafkaFormat(google.protobuf.message.Message):
         avro: global___AvroFormat | None = ...,
         protobuf: global___ProtobufFormat | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "avro",
-            b"avro",
-            "json",
-            b"json",
-            "protobuf",
-            b"protobuf",
-            "variant",
-            b"variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "avro",
-            b"avro",
-            "json",
-            b"json",
-            "protobuf",
-            b"protobuf",
-            "variant",
-            b"variant",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["variant", b"variant"]
-    ) -> typing_extensions.Literal["json", "avro", "protobuf"] | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["avro", b"avro", "json", b"json", "protobuf", b"protobuf", "variant", b"variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["avro", b"avro", "json", b"json", "protobuf", b"protobuf", "variant", b"variant"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["variant", b"variant"]) -> typing_extensions.Literal["json", "avro", "protobuf"] | None: ...
 
 global___KafkaFormat = KafkaFormat
 
@@ -369,18 +229,8 @@ class AvroFormat(google.protobuf.message.Message):
         *,
         schema_registry: schema_registry_pb2.SchemaRegistry | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "schema_registry", b"schema_registry"
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "schema_registry", b"schema_registry"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["schema_registry", b"schema_registry"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["schema_registry", b"schema_registry"]) -> None: ...
 
 global___AvroFormat = AvroFormat
 
@@ -396,18 +246,8 @@ class ProtobufFormat(google.protobuf.message.Message):
         *,
         schema_registry: schema_registry_pb2.SchemaRegistry | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "schema_registry", b"schema_registry"
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "schema_registry", b"schema_registry"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["schema_registry", b"schema_registry"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["schema_registry", b"schema_registry"]) -> None: ...
 
 global___ProtobufFormat = ProtobufFormat
 
@@ -419,12 +259,7 @@ class Reference(google.protobuf.message.Message):
         ValueType = typing.NewType("ValueType", builtins.int)
         V: typing_extensions.TypeAlias = ValueType
 
-    class _ExtDBTypeEnumTypeWrapper(
-        google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[
-            Reference._ExtDBType.ValueType
-        ],
-        builtins.type,
-    ):  # noqa: F821
+    class _ExtDBTypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[Reference._ExtDBType.ValueType], builtins.type):  # noqa: F821
         DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
         MYSQL: Reference._ExtDBType.ValueType  # 0
         POSTGRES: Reference._ExtDBType.ValueType  # 1
@@ -458,9 +293,7 @@ class Reference(google.protobuf.message.Message):
         *,
         dbtype: global___Reference.ExtDBType.ValueType = ...,
     ) -> None: ...
-    def ClearField(
-        self, field_name: typing_extensions.Literal["dbtype", b"dbtype"]
-    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["dbtype", b"dbtype"]) -> None: ...
 
 global___Reference = Reference
 
@@ -479,15 +312,8 @@ class Webhook(google.protobuf.message.Message):
         name: builtins.str = ...,
         retention: google.protobuf.duration_pb2.Duration | None = ...,
     ) -> None: ...
-    def HasField(
-        self, field_name: typing_extensions.Literal["retention", b"retention"]
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "name", b"name", "retention", b"retention"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["retention", b"retention"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["name", b"name", "retention", b"retention"]) -> None: ...
 
 global___Webhook = Webhook
 
@@ -526,62 +352,12 @@ class MySQL(google.protobuf.message.Message):
         port: builtins.int = ...,
         jdbc_params: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "password",
-            b"password",
-            "password_secret",
-            b"password_secret",
-            "password_variant",
-            b"password_variant",
-            "user",
-            b"user",
-            "username_secret",
-            b"username_secret",
-            "username_variant",
-            b"username_variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "database",
-            b"database",
-            "host",
-            b"host",
-            "jdbc_params",
-            b"jdbc_params",
-            "password",
-            b"password",
-            "password_secret",
-            b"password_secret",
-            "password_variant",
-            b"password_variant",
-            "port",
-            b"port",
-            "user",
-            b"user",
-            "username_secret",
-            b"username_secret",
-            "username_variant",
-            b"username_variant",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["password", b"password", "password_secret", b"password_secret", "password_variant", b"password_variant", "user", b"user", "username_secret", b"username_secret", "username_variant", b"username_variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["database", b"database", "host", b"host", "jdbc_params", b"jdbc_params", "password", b"password", "password_secret", b"password_secret", "password_variant", b"password_variant", "port", b"port", "user", b"user", "username_secret", b"username_secret", "username_variant", b"username_variant"]) -> None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "password_variant", b"password_variant"
-        ],
-    ) -> typing_extensions.Literal["password", "password_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["password_variant", b"password_variant"]) -> typing_extensions.Literal["password", "password_secret"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "username_variant", b"username_variant"
-        ],
-    ) -> typing_extensions.Literal["user", "username_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["username_variant", b"username_variant"]) -> typing_extensions.Literal["user", "username_secret"] | None: ...
 
 global___MySQL = MySQL
 
@@ -620,62 +396,12 @@ class Postgres(google.protobuf.message.Message):
         port: builtins.int = ...,
         jdbc_params: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "password",
-            b"password",
-            "password_secret",
-            b"password_secret",
-            "password_variant",
-            b"password_variant",
-            "user",
-            b"user",
-            "username_secret",
-            b"username_secret",
-            "username_variant",
-            b"username_variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "database",
-            b"database",
-            "host",
-            b"host",
-            "jdbc_params",
-            b"jdbc_params",
-            "password",
-            b"password",
-            "password_secret",
-            b"password_secret",
-            "password_variant",
-            b"password_variant",
-            "port",
-            b"port",
-            "user",
-            b"user",
-            "username_secret",
-            b"username_secret",
-            "username_variant",
-            b"username_variant",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["password", b"password", "password_secret", b"password_secret", "password_variant", b"password_variant", "user", b"user", "username_secret", b"username_secret", "username_variant", b"username_variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["database", b"database", "host", b"host", "jdbc_params", b"jdbc_params", "password", b"password", "password_secret", b"password_secret", "password_variant", b"password_variant", "port", b"port", "user", b"user", "username_secret", b"username_secret", "username_variant", b"username_variant"]) -> None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "password_variant", b"password_variant"
-        ],
-    ) -> typing_extensions.Literal["password", "password_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["password_variant", b"password_variant"]) -> typing_extensions.Literal["password", "password_secret"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "username_variant", b"username_variant"
-        ],
-    ) -> typing_extensions.Literal["user", "username_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["username_variant", b"username_variant"]) -> typing_extensions.Literal["user", "username_secret"] | None: ...
 
 global___Postgres = Postgres
 
@@ -705,76 +431,14 @@ class S3(google.protobuf.message.Message):
         aws_access_key_id_secret: secret_pb2.SecretRef | None = ...,
         role_arn: builtins.str | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_role_arn",
-            b"_role_arn",
-            "aws_access_key_id",
-            b"aws_access_key_id",
-            "aws_access_key_id_secret",
-            b"aws_access_key_id_secret",
-            "aws_access_key_id_variant",
-            b"aws_access_key_id_variant",
-            "aws_secret_access_key",
-            b"aws_secret_access_key",
-            "aws_secret_access_key_secret",
-            b"aws_secret_access_key_secret",
-            "aws_secret_access_key_variant",
-            b"aws_secret_access_key_variant",
-            "role_arn",
-            b"role_arn",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_role_arn",
-            b"_role_arn",
-            "aws_access_key_id",
-            b"aws_access_key_id",
-            "aws_access_key_id_secret",
-            b"aws_access_key_id_secret",
-            "aws_access_key_id_variant",
-            b"aws_access_key_id_variant",
-            "aws_secret_access_key",
-            b"aws_secret_access_key",
-            "aws_secret_access_key_secret",
-            b"aws_secret_access_key_secret",
-            "aws_secret_access_key_variant",
-            b"aws_secret_access_key_variant",
-            "role_arn",
-            b"role_arn",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["_role_arn", b"_role_arn", "aws_access_key_id", b"aws_access_key_id", "aws_access_key_id_secret", b"aws_access_key_id_secret", "aws_access_key_id_variant", b"aws_access_key_id_variant", "aws_secret_access_key", b"aws_secret_access_key", "aws_secret_access_key_secret", b"aws_secret_access_key_secret", "aws_secret_access_key_variant", b"aws_secret_access_key_variant", "role_arn", b"role_arn"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["_role_arn", b"_role_arn", "aws_access_key_id", b"aws_access_key_id", "aws_access_key_id_secret", b"aws_access_key_id_secret", "aws_access_key_id_variant", b"aws_access_key_id_variant", "aws_secret_access_key", b"aws_secret_access_key", "aws_secret_access_key_secret", b"aws_secret_access_key_secret", "aws_secret_access_key_variant", b"aws_secret_access_key_variant", "role_arn", b"role_arn"]) -> None: ...
     @typing.overload
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_role_arn", b"_role_arn"]
-    ) -> typing_extensions.Literal["role_arn"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_role_arn", b"_role_arn"]) -> typing_extensions.Literal["role_arn"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "aws_access_key_id_variant", b"aws_access_key_id_variant"
-        ],
-    ) -> (
-        typing_extensions.Literal[
-            "aws_access_key_id", "aws_access_key_id_secret"
-        ]
-        | None
-    ): ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["aws_access_key_id_variant", b"aws_access_key_id_variant"]) -> typing_extensions.Literal["aws_access_key_id", "aws_access_key_id_secret"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "aws_secret_access_key_variant", b"aws_secret_access_key_variant"
-        ],
-    ) -> (
-        typing_extensions.Literal[
-            "aws_secret_access_key", "aws_secret_access_key_secret"
-        ]
-        | None
-    ): ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["aws_secret_access_key_variant", b"aws_secret_access_key_variant"]) -> typing_extensions.Literal["aws_secret_access_key", "aws_secret_access_key_secret"] | None: ...
 
 global___S3 = S3
 
@@ -800,43 +464,9 @@ class Bigquery(google.protobuf.message.Message):
         dataset_id: builtins.str = ...,
         project_id: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "service_account_key",
-            b"service_account_key",
-            "service_account_key_secret",
-            b"service_account_key_secret",
-            "service_account_key_variant",
-            b"service_account_key_variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "dataset_id",
-            b"dataset_id",
-            "project_id",
-            b"project_id",
-            "service_account_key",
-            b"service_account_key",
-            "service_account_key_secret",
-            b"service_account_key_secret",
-            "service_account_key_variant",
-            b"service_account_key_variant",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "service_account_key_variant", b"service_account_key_variant"
-        ],
-    ) -> (
-        typing_extensions.Literal[
-            "service_account_key", "service_account_key_secret"
-        ]
-        | None
-    ): ...
+    def HasField(self, field_name: typing_extensions.Literal["service_account_key", b"service_account_key", "service_account_key_secret", b"service_account_key_secret", "service_account_key_variant", b"service_account_key_variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["dataset_id", b"dataset_id", "project_id", b"project_id", "service_account_key", b"service_account_key", "service_account_key_secret", b"service_account_key_secret", "service_account_key_variant", b"service_account_key_variant"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["service_account_key_variant", b"service_account_key_variant"]) -> typing_extensions.Literal["service_account_key", "service_account_key_secret"] | None: ...
 
 global___Bigquery = Bigquery
 
@@ -878,64 +508,12 @@ class Snowflake(google.protobuf.message.Message):
         role: builtins.str = ...,
         database: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "password",
-            b"password",
-            "password_secret",
-            b"password_secret",
-            "password_variant",
-            b"password_variant",
-            "user",
-            b"user",
-            "username_secret",
-            b"username_secret",
-            "username_variant",
-            b"username_variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "account",
-            b"account",
-            "database",
-            b"database",
-            "password",
-            b"password",
-            "password_secret",
-            b"password_secret",
-            "password_variant",
-            b"password_variant",
-            "role",
-            b"role",
-            "schema",
-            b"schema",
-            "user",
-            b"user",
-            "username_secret",
-            b"username_secret",
-            "username_variant",
-            b"username_variant",
-            "warehouse",
-            b"warehouse",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["password", b"password", "password_secret", b"password_secret", "password_variant", b"password_variant", "user", b"user", "username_secret", b"username_secret", "username_variant", b"username_variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["account", b"account", "database", b"database", "password", b"password", "password_secret", b"password_secret", "password_variant", b"password_variant", "role", b"role", "schema", b"schema", "user", b"user", "username_secret", b"username_secret", "username_variant", b"username_variant", "warehouse", b"warehouse"]) -> None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "password_variant", b"password_variant"
-        ],
-    ) -> typing_extensions.Literal["password", "password_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["password_variant", b"password_variant"]) -> typing_extensions.Literal["password", "password_secret"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "username_variant", b"username_variant"
-        ],
-    ) -> typing_extensions.Literal["user", "username_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["username_variant", b"username_variant"]) -> typing_extensions.Literal["user", "username_secret"] | None: ...
 
 global___Snowflake = Snowflake
 
@@ -977,70 +555,12 @@ class Kafka(google.protobuf.message.Message):
         sasl_jaas_config: builtins.str = ...,
         group_id: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "sasl_password_secret",
-            b"sasl_password_secret",
-            "sasl_password_variant",
-            b"sasl_password_variant",
-            "sasl_plain_password",
-            b"sasl_plain_password",
-            "sasl_plain_username",
-            b"sasl_plain_username",
-            "sasl_username_secret",
-            b"sasl_username_secret",
-            "sasl_username_variant",
-            b"sasl_username_variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "bootstrap_servers",
-            b"bootstrap_servers",
-            "group_id",
-            b"group_id",
-            "sasl_jaas_config",
-            b"sasl_jaas_config",
-            "sasl_mechanism",
-            b"sasl_mechanism",
-            "sasl_password_secret",
-            b"sasl_password_secret",
-            "sasl_password_variant",
-            b"sasl_password_variant",
-            "sasl_plain_password",
-            b"sasl_plain_password",
-            "sasl_plain_username",
-            b"sasl_plain_username",
-            "sasl_username_secret",
-            b"sasl_username_secret",
-            "sasl_username_variant",
-            b"sasl_username_variant",
-            "security_protocol",
-            b"security_protocol",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["sasl_password_secret", b"sasl_password_secret", "sasl_password_variant", b"sasl_password_variant", "sasl_plain_password", b"sasl_plain_password", "sasl_plain_username", b"sasl_plain_username", "sasl_username_secret", b"sasl_username_secret", "sasl_username_variant", b"sasl_username_variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["bootstrap_servers", b"bootstrap_servers", "group_id", b"group_id", "sasl_jaas_config", b"sasl_jaas_config", "sasl_mechanism", b"sasl_mechanism", "sasl_password_secret", b"sasl_password_secret", "sasl_password_variant", b"sasl_password_variant", "sasl_plain_password", b"sasl_plain_password", "sasl_plain_username", b"sasl_plain_username", "sasl_username_secret", b"sasl_username_secret", "sasl_username_variant", b"sasl_username_variant", "security_protocol", b"security_protocol"]) -> None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "sasl_password_variant", b"sasl_password_variant"
-        ],
-    ) -> (
-        typing_extensions.Literal["sasl_plain_password", "sasl_password_secret"]
-        | None
-    ): ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["sasl_password_variant", b"sasl_password_variant"]) -> typing_extensions.Literal["sasl_plain_password", "sasl_password_secret"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "sasl_username_variant", b"sasl_username_variant"
-        ],
-    ) -> (
-        typing_extensions.Literal["sasl_plain_username", "sasl_username_secret"]
-        | None
-    ): ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["sasl_username_variant", b"sasl_username_variant"]) -> typing_extensions.Literal["sasl_plain_username", "sasl_username_secret"] | None: ...
 
 global___Kafka = Kafka
 
@@ -1055,9 +575,7 @@ class Kinesis(google.protobuf.message.Message):
         *,
         role_arn: builtins.str = ...,
     ) -> None: ...
-    def ClearField(
-        self, field_name: typing_extensions.Literal["role_arn", b"role_arn"]
-    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["role_arn", b"role_arn"]) -> None: ...
 
 global___Kinesis = Kinesis
 
@@ -1085,54 +603,12 @@ class Credentials(google.protobuf.message.Message):
         password: builtins.str = ...,
         password_secret: secret_pb2.SecretRef | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "password",
-            b"password",
-            "password_secret",
-            b"password_secret",
-            "password_variant",
-            b"password_variant",
-            "username",
-            b"username",
-            "username_secret",
-            b"username_secret",
-            "username_variant",
-            b"username_variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "password",
-            b"password",
-            "password_secret",
-            b"password_secret",
-            "password_variant",
-            b"password_variant",
-            "username",
-            b"username",
-            "username_secret",
-            b"username_secret",
-            "username_variant",
-            b"username_variant",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["password", b"password", "password_secret", b"password_secret", "password_variant", b"password_variant", "username", b"username", "username_secret", b"username_secret", "username_variant", b"username_variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["password", b"password", "password_secret", b"password_secret", "password_variant", b"password_variant", "username", b"username", "username_secret", b"username_secret", "username_variant", b"username_variant"]) -> None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "password_variant", b"password_variant"
-        ],
-    ) -> typing_extensions.Literal["password", "password_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["password_variant", b"password_variant"]) -> typing_extensions.Literal["password", "password_secret"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "username_variant", b"username_variant"
-        ],
-    ) -> typing_extensions.Literal["username", "username_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["username_variant", b"username_variant"]) -> typing_extensions.Literal["username", "username_secret"] | None: ...
 
 global___Credentials = Credentials
 
@@ -1151,33 +627,9 @@ class RedshiftAuthentication(google.protobuf.message.Message):
         s3_access_role_arn: builtins.str = ...,
         credentials: global___Credentials | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "credentials",
-            b"credentials",
-            "s3_access_role_arn",
-            b"s3_access_role_arn",
-            "variant",
-            b"variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "credentials",
-            b"credentials",
-            "s3_access_role_arn",
-            b"s3_access_role_arn",
-            "variant",
-            b"variant",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["variant", b"variant"]
-    ) -> (
-        typing_extensions.Literal["s3_access_role_arn", "credentials"] | None
-    ): ...
+    def HasField(self, field_name: typing_extensions.Literal["credentials", b"credentials", "s3_access_role_arn", b"s3_access_role_arn", "variant", b"variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["credentials", b"credentials", "s3_access_role_arn", b"s3_access_role_arn", "variant", b"variant"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["variant", b"variant"]) -> typing_extensions.Literal["s3_access_role_arn", "credentials"] | None: ...
 
 global___RedshiftAuthentication = RedshiftAuthentication
 
@@ -1205,27 +657,8 @@ class Redshift(google.protobuf.message.Message):
         schema: builtins.str = ...,
         redshift_authentication: global___RedshiftAuthentication | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "redshift_authentication", b"redshift_authentication"
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "database",
-            b"database",
-            "host",
-            b"host",
-            "port",
-            b"port",
-            "redshift_authentication",
-            b"redshift_authentication",
-            "schema",
-            b"schema",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["redshift_authentication", b"redshift_authentication"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["database", b"database", "host", b"host", "port", b"port", "redshift_authentication", b"redshift_authentication", "schema", b"schema"]) -> None: ...
 
 global___Redshift = Redshift
 
@@ -1258,58 +691,12 @@ class Mongo(google.protobuf.message.Message):
         host: builtins.str = ...,
         database: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "password",
-            b"password",
-            "password_secret",
-            b"password_secret",
-            "password_variant",
-            b"password_variant",
-            "user",
-            b"user",
-            "username_secret",
-            b"username_secret",
-            "username_variant",
-            b"username_variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "database",
-            b"database",
-            "host",
-            b"host",
-            "password",
-            b"password",
-            "password_secret",
-            b"password_secret",
-            "password_variant",
-            b"password_variant",
-            "user",
-            b"user",
-            "username_secret",
-            b"username_secret",
-            "username_variant",
-            b"username_variant",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["password", b"password", "password_secret", b"password_secret", "password_variant", b"password_variant", "user", b"user", "username_secret", b"username_secret", "username_variant", b"username_variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["database", b"database", "host", b"host", "password", b"password", "password_secret", b"password_secret", "password_variant", b"password_variant", "user", b"user", "username_secret", b"username_secret", "username_variant", b"username_variant"]) -> None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "password_variant", b"password_variant"
-        ],
-    ) -> typing_extensions.Literal["password", "password_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["password_variant", b"password_variant"]) -> typing_extensions.Literal["password", "password_secret"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "username_variant", b"username_variant"
-        ],
-    ) -> typing_extensions.Literal["user", "username_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["username_variant", b"username_variant"]) -> typing_extensions.Literal["user", "username_secret"] | None: ...
 
 global___Mongo = Mongo
 
@@ -1332,41 +719,9 @@ class PubSub(google.protobuf.message.Message):
         service_account_key_secret: secret_pb2.SecretRef | None = ...,
         project_id: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "service_account_key",
-            b"service_account_key",
-            "service_account_key_secret",
-            b"service_account_key_secret",
-            "service_account_key_variant",
-            b"service_account_key_variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "project_id",
-            b"project_id",
-            "service_account_key",
-            b"service_account_key",
-            "service_account_key_secret",
-            b"service_account_key_secret",
-            "service_account_key_variant",
-            b"service_account_key_variant",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "service_account_key_variant", b"service_account_key_variant"
-        ],
-    ) -> (
-        typing_extensions.Literal[
-            "service_account_key", "service_account_key_secret"
-        ]
-        | None
-    ): ...
+    def HasField(self, field_name: typing_extensions.Literal["service_account_key", b"service_account_key", "service_account_key_secret", b"service_account_key_secret", "service_account_key_variant", b"service_account_key_variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["project_id", b"project_id", "service_account_key", b"service_account_key", "service_account_key_secret", b"service_account_key_secret", "service_account_key_variant", b"service_account_key_variant"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["service_account_key_variant", b"service_account_key_variant"]) -> typing_extensions.Literal["service_account_key", "service_account_key_secret"] | None: ...
 
 global___PubSub = PubSub
 
@@ -1385,34 +740,9 @@ class SensitiveDatum(google.protobuf.message.Message):
         secret: builtins.str = ...,
         secret_ref: secret_pb2.SecretRef | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "secret",
-            b"secret",
-            "secret_ref",
-            b"secret_ref",
-            "sensitive_datum_variant",
-            b"sensitive_datum_variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "secret",
-            b"secret",
-            "secret_ref",
-            b"secret_ref",
-            "sensitive_datum_variant",
-            b"sensitive_datum_variant",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "sensitive_datum_variant", b"sensitive_datum_variant"
-        ],
-    ) -> typing_extensions.Literal["secret", "secret_ref"] | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["secret", b"secret", "secret_ref", b"secret_ref", "sensitive_datum_variant", b"sensitive_datum_variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["secret", b"secret", "secret_ref", b"secret_ref", "sensitive_datum_variant", b"sensitive_datum_variant"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["sensitive_datum_variant", b"sensitive_datum_variant"]) -> typing_extensions.Literal["secret", "secret_ref"] | None: ...
 
 global___SensitiveDatum = SensitiveDatum
 
@@ -1433,7 +763,6 @@ class Http(google.protobuf.message.Message):
         """Making this optional for now since local testing doesn't require it
         Next id: 5
         """
-
     def __init__(
         self,
         *,
@@ -1442,47 +771,12 @@ class Http(google.protobuf.message.Message):
         healthz: builtins.str = ...,
         ca_cert: global___SensitiveDatum | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_ca_cert",
-            b"_ca_cert",
-            "ca_cert",
-            b"ca_cert",
-            "host",
-            b"host",
-            "host_secret",
-            b"host_secret",
-            "host_variant",
-            b"host_variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_ca_cert",
-            b"_ca_cert",
-            "ca_cert",
-            b"ca_cert",
-            "healthz",
-            b"healthz",
-            "host",
-            b"host",
-            "host_secret",
-            b"host_secret",
-            "host_variant",
-            b"host_variant",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["_ca_cert", b"_ca_cert", "ca_cert", b"ca_cert", "host", b"host", "host_secret", b"host_secret", "host_variant", b"host_variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["_ca_cert", b"_ca_cert", "ca_cert", b"ca_cert", "healthz", b"healthz", "host", b"host", "host_secret", b"host_secret", "host_variant", b"host_variant"]) -> None: ...
     @typing.overload
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_ca_cert", b"_ca_cert"]
-    ) -> typing_extensions.Literal["ca_cert"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_ca_cert", b"_ca_cert"]) -> typing_extensions.Literal["ca_cert"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal["host_variant", b"host_variant"],
-    ) -> typing_extensions.Literal["host", "host_secret"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["host_variant", b"host_variant"]) -> typing_extensions.Literal["host", "host_secret"] | None: ...
 
 global___Http = Http
 
@@ -1547,87 +841,9 @@ class ExtTable(google.protobuf.message.Message):
         pubsub_topic: global___PubSubTopic | None = ...,
         http_path: global___HttpPath | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "bigquery_table",
-            b"bigquery_table",
-            "endpoint",
-            b"endpoint",
-            "http_path",
-            b"http_path",
-            "kafka_topic",
-            b"kafka_topic",
-            "kinesis_stream",
-            b"kinesis_stream",
-            "mongo_collection",
-            b"mongo_collection",
-            "mysql_table",
-            b"mysql_table",
-            "pg_table",
-            b"pg_table",
-            "pubsub_topic",
-            b"pubsub_topic",
-            "redshift_table",
-            b"redshift_table",
-            "s3_table",
-            b"s3_table",
-            "snowflake_table",
-            b"snowflake_table",
-            "variant",
-            b"variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "bigquery_table",
-            b"bigquery_table",
-            "endpoint",
-            b"endpoint",
-            "http_path",
-            b"http_path",
-            "kafka_topic",
-            b"kafka_topic",
-            "kinesis_stream",
-            b"kinesis_stream",
-            "mongo_collection",
-            b"mongo_collection",
-            "mysql_table",
-            b"mysql_table",
-            "pg_table",
-            b"pg_table",
-            "pubsub_topic",
-            b"pubsub_topic",
-            "redshift_table",
-            b"redshift_table",
-            "s3_table",
-            b"s3_table",
-            "snowflake_table",
-            b"snowflake_table",
-            "variant",
-            b"variant",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["variant", b"variant"]
-    ) -> (
-        typing_extensions.Literal[
-            "mysql_table",
-            "pg_table",
-            "s3_table",
-            "kafka_topic",
-            "snowflake_table",
-            "bigquery_table",
-            "endpoint",
-            "kinesis_stream",
-            "redshift_table",
-            "mongo_collection",
-            "pubsub_topic",
-            "http_path",
-        ]
-        | None
-    ): ...
+    def HasField(self, field_name: typing_extensions.Literal["bigquery_table", b"bigquery_table", "endpoint", b"endpoint", "http_path", b"http_path", "kafka_topic", b"kafka_topic", "kinesis_stream", b"kinesis_stream", "mongo_collection", b"mongo_collection", "mysql_table", b"mysql_table", "pg_table", b"pg_table", "pubsub_topic", b"pubsub_topic", "redshift_table", b"redshift_table", "s3_table", b"s3_table", "snowflake_table", b"snowflake_table", "variant", b"variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["bigquery_table", b"bigquery_table", "endpoint", b"endpoint", "http_path", b"http_path", "kafka_topic", b"kafka_topic", "kinesis_stream", b"kinesis_stream", "mongo_collection", b"mongo_collection", "mysql_table", b"mysql_table", "pg_table", b"pg_table", "pubsub_topic", b"pubsub_topic", "redshift_table", b"redshift_table", "s3_table", b"s3_table", "snowflake_table", b"snowflake_table", "variant", b"variant"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["variant", b"variant"]) -> typing_extensions.Literal["mysql_table", "pg_table", "s3_table", "kafka_topic", "snowflake_table", "bigquery_table", "endpoint", "kinesis_stream", "redshift_table", "mongo_collection", "pubsub_topic", "http_path"] | None: ...
 
 global___ExtTable = ExtTable
 
@@ -1646,15 +862,8 @@ class MySQLTable(google.protobuf.message.Message):
         db: global___ExtDatabase | None = ...,
         table_name: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self, field_name: typing_extensions.Literal["db", b"db"]
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "db", b"db", "table_name", b"table_name"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["db", b"db"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["db", b"db", "table_name", b"table_name"]) -> None: ...
 
 global___MySQLTable = MySQLTable
 
@@ -1676,29 +885,9 @@ class PostgresTable(google.protobuf.message.Message):
         table_name: builtins.str = ...,
         slot_name: builtins.str | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_slot_name", b"_slot_name", "db", b"db", "slot_name", b"slot_name"
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_slot_name",
-            b"_slot_name",
-            "db",
-            b"db",
-            "slot_name",
-            b"slot_name",
-            "table_name",
-            b"table_name",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal["_slot_name", b"_slot_name"],
-    ) -> typing_extensions.Literal["slot_name"] | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["_slot_name", b"_slot_name", "db", b"db", "slot_name", b"slot_name"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["_slot_name", b"_slot_name", "db", b"db", "slot_name", b"slot_name", "table_name", b"table_name"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_slot_name", b"_slot_name"]) -> typing_extensions.Literal["slot_name"] | None: ...
 
 global___PostgresTable = PostgresTable
 
@@ -1726,11 +915,7 @@ class S3Table(google.protobuf.message.Message):
     @property
     def spread(self) -> google.protobuf.duration_pb2.Duration: ...
     @property
-    def headers(
-        self,
-    ) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[
-        builtins.str
-    ]: ...
+    def headers(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
     def __init__(
         self,
         *,
@@ -1744,40 +929,9 @@ class S3Table(google.protobuf.message.Message):
         spread: google.protobuf.duration_pb2.Duration | None = ...,
         headers: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_spread", b"_spread", "db", b"db", "spread", b"spread"
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_spread",
-            b"_spread",
-            "bucket",
-            b"bucket",
-            "db",
-            b"db",
-            "delimiter",
-            b"delimiter",
-            "format",
-            b"format",
-            "headers",
-            b"headers",
-            "path_prefix",
-            b"path_prefix",
-            "path_suffix",
-            b"path_suffix",
-            "pre_sorted",
-            b"pre_sorted",
-            "spread",
-            b"spread",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_spread", b"_spread"]
-    ) -> typing_extensions.Literal["spread"] | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["_spread", b"_spread", "db", b"db", "spread", b"spread"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["_spread", b"_spread", "bucket", b"bucket", "db", b"db", "delimiter", b"delimiter", "format", b"format", "headers", b"headers", "path_prefix", b"path_prefix", "path_suffix", b"path_suffix", "pre_sorted", b"pre_sorted", "spread", b"spread"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_spread", b"_spread"]) -> typing_extensions.Literal["spread"] | None: ...
 
 global___S3Table = S3Table
 
@@ -1800,16 +954,8 @@ class KafkaTopic(google.protobuf.message.Message):
         topic: builtins.str = ...,
         format: global___KafkaFormat | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal["db", b"db", "format", b"format"],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "db", b"db", "format", b"format", "topic", b"topic"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["db", b"db", "format", b"format"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["db", b"db", "format", b"format", "topic", b"topic"]) -> None: ...
 
 global___KafkaTopic = KafkaTopic
 
@@ -1828,15 +974,8 @@ class BigqueryTable(google.protobuf.message.Message):
         db: global___ExtDatabase | None = ...,
         table_name: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self, field_name: typing_extensions.Literal["db", b"db"]
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "db", b"db", "table_name", b"table_name"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["db", b"db"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["db", b"db", "table_name", b"table_name"]) -> None: ...
 
 global___BigqueryTable = BigqueryTable
 
@@ -1855,15 +994,8 @@ class SnowflakeTable(google.protobuf.message.Message):
         db: global___ExtDatabase | None = ...,
         table_name: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self, field_name: typing_extensions.Literal["db", b"db"]
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "db", b"db", "table_name", b"table_name"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["db", b"db"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["db", b"db", "table_name", b"table_name"]) -> None: ...
 
 global___SnowflakeTable = SnowflakeTable
 
@@ -1886,18 +1018,8 @@ class WebhookEndpoint(google.protobuf.message.Message):
         endpoint: builtins.str = ...,
         duration: google.protobuf.duration_pb2.Duration | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "db", b"db", "duration", b"duration"
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "db", b"db", "duration", b"duration", "endpoint", b"endpoint"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["db", b"db", "duration", b"duration"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["db", b"db", "duration", b"duration", "endpoint", b"endpoint"]) -> None: ...
 
 global___WebhookEndpoint = WebhookEndpoint
 
@@ -1926,27 +1048,8 @@ class KinesisStream(google.protobuf.message.Message):
         format: builtins.str = ...,
         db: global___ExtDatabase | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "db", b"db", "init_timestamp", b"init_timestamp"
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "db",
-            b"db",
-            "format",
-            b"format",
-            "init_position",
-            b"init_position",
-            "init_timestamp",
-            b"init_timestamp",
-            "stream_arn",
-            b"stream_arn",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["db", b"db", "init_timestamp", b"init_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["db", b"db", "format", b"format", "init_position", b"init_position", "init_timestamp", b"init_timestamp", "stream_arn", b"stream_arn"]) -> None: ...
 
 global___KinesisStream = KinesisStream
 
@@ -1965,15 +1068,8 @@ class RedshiftTable(google.protobuf.message.Message):
         db: global___ExtDatabase | None = ...,
         table_name: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self, field_name: typing_extensions.Literal["db", b"db"]
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "db", b"db", "table_name", b"table_name"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["db", b"db"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["db", b"db", "table_name", b"table_name"]) -> None: ...
 
 global___RedshiftTable = RedshiftTable
 
@@ -1996,16 +1092,8 @@ class PubSubTopic(google.protobuf.message.Message):
         topic_id: builtins.str = ...,
         format: global___PubSubFormat | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal["db", b"db", "format", b"format"],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "db", b"db", "format", b"format", "topic_id", b"topic_id"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["db", b"db", "format", b"format"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["db", b"db", "format", b"format", "topic_id", b"topic_id"]) -> None: ...
 
 global___PubSubTopic = PubSubTopic
 
@@ -2027,12 +1115,7 @@ class HttpPath(google.protobuf.message.Message):
             key: builtins.str = ...,
             value: builtins.str = ...,
         ) -> None: ...
-        def ClearField(
-            self,
-            field_name: typing_extensions.Literal[
-                "key", b"key", "value", b"value"
-            ],
-        ) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
     DB_FIELD_NUMBER: builtins.int
     ENDPOINT_FIELD_NUMBER: builtins.int
@@ -2043,45 +1126,18 @@ class HttpPath(google.protobuf.message.Message):
     endpoint: builtins.str
     limit: builtins.int
     @property
-    def headers(
-        self,
-    ) -> google.protobuf.internal.containers.ScalarMap[
-        builtins.str, builtins.str
-    ]: ...
+    def headers(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
     def __init__(
         self,
         *,
         db: global___ExtDatabase | None = ...,
         endpoint: builtins.str = ...,
         limit: builtins.int | None = ...,
-        headers: (
-            collections.abc.Mapping[builtins.str, builtins.str] | None
-        ) = ...,
-    ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_limit", b"_limit", "db", b"db", "limit", b"limit"
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_limit",
-            b"_limit",
-            "db",
-            b"db",
-            "endpoint",
-            b"endpoint",
-            "headers",
-            b"headers",
-            "limit",
-            b"limit",
-        ],
+        headers: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
     ) -> None: ...
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_limit", b"_limit"]
-    ) -> typing_extensions.Literal["limit"] | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["_limit", b"_limit", "db", b"db", "limit", b"limit"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["_limit", b"_limit", "db", b"db", "endpoint", b"endpoint", "headers", b"headers", "limit", b"limit"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_limit", b"_limit"]) -> typing_extensions.Literal["limit"] | None: ...
 
 global___HttpPath = HttpPath
 
@@ -2105,35 +1161,9 @@ class Eval(google.protobuf.message.Message):
         expr: expression_pb2.Expr | None = ...,
         pycode: pycode_pb2.PyCode | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "eval_type",
-            b"eval_type",
-            "expr",
-            b"expr",
-            "pycode",
-            b"pycode",
-            "schema",
-            b"schema",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "eval_type",
-            b"eval_type",
-            "expr",
-            b"expr",
-            "pycode",
-            b"pycode",
-            "schema",
-            b"schema",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["eval_type", b"eval_type"]
-    ) -> typing_extensions.Literal["expr", "pycode"] | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["eval_type", b"eval_type", "expr", b"expr", "pycode", b"pycode", "schema", b"schema"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["eval_type", b"eval_type", "expr", b"expr", "pycode", b"pycode", "schema", b"schema"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["eval_type", b"eval_type"]) -> typing_extensions.Literal["expr", "pycode"] | None: ...
 
 global___Eval = Eval
 
@@ -2156,35 +1186,9 @@ class PreProcValue(google.protobuf.message.Message):
         value: schema_pb2.Value | None = ...,
         eval: global___Eval | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "eval",
-            b"eval",
-            "ref",
-            b"ref",
-            "value",
-            b"value",
-            "variant",
-            b"variant",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "eval",
-            b"eval",
-            "ref",
-            b"ref",
-            "value",
-            b"value",
-            "variant",
-            b"variant",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["variant", b"variant"]
-    ) -> typing_extensions.Literal["ref", "value", "eval"] | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["eval", b"eval", "ref", b"ref", "value", b"value", "variant", b"variant"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["eval", b"eval", "ref", b"ref", "value", b"value", "variant", b"variant"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["variant", b"variant"]) -> typing_extensions.Literal["ref", "value", "eval"] | None: ...
 
 global___PreProcValue = PreProcValue
 
@@ -2203,15 +1207,8 @@ class MongoCollection(google.protobuf.message.Message):
         db: global___ExtDatabase | None = ...,
         collection_name: builtins.str = ...,
     ) -> None: ...
-    def HasField(
-        self, field_name: typing_extensions.Literal["db", b"db"]
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "collection_name", b"collection_name", "db", b"db"
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["db", b"db"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["collection_name", b"collection_name", "db", b"db"]) -> None: ...
 
 global___MongoCollection = MongoCollection
 
@@ -2229,12 +1226,7 @@ class SnapshotData(google.protobuf.message.Message):
         marker: builtins.str = ...,
         num_retain: builtins.int = ...,
     ) -> None: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "marker", b"marker", "num_retain", b"num_retain"
-        ],
-    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["marker", b"marker", "num_retain", b"num_retain"]) -> None: ...
 
 global___SnapshotData = SnapshotData
 
@@ -2278,37 +1270,9 @@ class Style(google.protobuf.message.Message):
         recreate: global___Recreate | None = ...,
         snapshot: global___SnapshotData | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "Style",
-            b"Style",
-            "incremental",
-            b"incremental",
-            "recreate",
-            b"recreate",
-            "snapshot",
-            b"snapshot",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "Style",
-            b"Style",
-            "incremental",
-            b"incremental",
-            "recreate",
-            b"recreate",
-            "snapshot",
-            b"snapshot",
-        ],
-    ) -> None: ...
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["Style", b"Style"]
-    ) -> (
-        typing_extensions.Literal["incremental", "recreate", "snapshot"] | None
-    ): ...
+    def HasField(self, field_name: typing_extensions.Literal["Style", b"Style", "incremental", b"incremental", "recreate", b"recreate", "snapshot", b"snapshot"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["Style", b"Style", "incremental", b"incremental", "recreate", b"recreate", "snapshot", b"snapshot"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["Style", b"Style"]) -> typing_extensions.Literal["incremental", "recreate", "snapshot"] | None: ...
 
 global___Style = Style
 
@@ -2336,15 +1300,8 @@ class Source(google.protobuf.message.Message):
             key: builtins.str = ...,
             value: global___PreProcValue | None = ...,
         ) -> None: ...
-        def HasField(
-            self, field_name: typing_extensions.Literal["value", b"value"]
-        ) -> builtins.bool: ...
-        def ClearField(
-            self,
-            field_name: typing_extensions.Literal[
-                "key", b"key", "value", b"value"
-            ],
-        ) -> None: ...
+        def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
     TABLE_FIELD_NUMBER: builtins.int
     DATASET_FIELD_NUMBER: builtins.int
@@ -2378,11 +1335,7 @@ class Source(google.protobuf.message.Message):
     @property
     def starting_from(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
     @property
-    def pre_proc(
-        self,
-    ) -> google.protobuf.internal.containers.MessageMap[
-        builtins.str, global___PreProcValue
-    ]: ...
+    def pre_proc(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, global___PreProcValue]: ...
     version: builtins.int
     bounded: builtins.bool
     @property
@@ -2398,7 +1351,6 @@ class Source(google.protobuf.message.Message):
     @property
     def filter_schema(self) -> schema_pb2.Schema:
         """next id: 19"""
-
     def __init__(
         self,
         *,
@@ -2411,9 +1363,7 @@ class Source(google.protobuf.message.Message):
         timestamp_field: builtins.str = ...,
         cdc: global___CDCStrategy.ValueType = ...,
         starting_from: google.protobuf.timestamp_pb2.Timestamp | None = ...,
-        pre_proc: (
-            collections.abc.Mapping[builtins.str, global___PreProcValue] | None
-        ) = ...,
+        pre_proc: collections.abc.Mapping[builtins.str, global___PreProcValue] | None = ...,
         version: builtins.int = ...,
         bounded: builtins.bool = ...,
         idleness: google.protobuf.duration_pb2.Duration | None = ...,
@@ -2423,129 +1373,20 @@ class Source(google.protobuf.message.Message):
         filter_expr: expression_pb2.Expr | None = ...,
         filter_schema: schema_pb2.Schema | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_cursor",
-            b"_cursor",
-            "_filter",
-            b"_filter",
-            "_filter_expr",
-            b"_filter_expr",
-            "_filter_schema",
-            b"_filter_schema",
-            "_idleness",
-            b"_idleness",
-            "_sampling_strategy",
-            b"_sampling_strategy",
-            "cursor",
-            b"cursor",
-            "disorder",
-            b"disorder",
-            "every",
-            b"every",
-            "filter",
-            b"filter",
-            "filter_expr",
-            b"filter_expr",
-            "filter_schema",
-            b"filter_schema",
-            "idleness",
-            b"idleness",
-            "sampling_strategy",
-            b"sampling_strategy",
-            "starting_from",
-            b"starting_from",
-            "table",
-            b"table",
-            "until",
-            b"until",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_cursor",
-            b"_cursor",
-            "_filter",
-            b"_filter",
-            "_filter_expr",
-            b"_filter_expr",
-            "_filter_schema",
-            b"_filter_schema",
-            "_idleness",
-            b"_idleness",
-            "_sampling_strategy",
-            b"_sampling_strategy",
-            "bounded",
-            b"bounded",
-            "cdc",
-            b"cdc",
-            "cursor",
-            b"cursor",
-            "dataset",
-            b"dataset",
-            "disorder",
-            b"disorder",
-            "ds_version",
-            b"ds_version",
-            "every",
-            b"every",
-            "filter",
-            b"filter",
-            "filter_expr",
-            b"filter_expr",
-            "filter_schema",
-            b"filter_schema",
-            "idleness",
-            b"idleness",
-            "pre_proc",
-            b"pre_proc",
-            "sampling_strategy",
-            b"sampling_strategy",
-            "starting_from",
-            b"starting_from",
-            "table",
-            b"table",
-            "timestamp_field",
-            b"timestamp_field",
-            "until",
-            b"until",
-            "version",
-            b"version",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["_cursor", b"_cursor", "_filter", b"_filter", "_filter_expr", b"_filter_expr", "_filter_schema", b"_filter_schema", "_idleness", b"_idleness", "_sampling_strategy", b"_sampling_strategy", "cursor", b"cursor", "disorder", b"disorder", "every", b"every", "filter", b"filter", "filter_expr", b"filter_expr", "filter_schema", b"filter_schema", "idleness", b"idleness", "sampling_strategy", b"sampling_strategy", "starting_from", b"starting_from", "table", b"table", "until", b"until"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["_cursor", b"_cursor", "_filter", b"_filter", "_filter_expr", b"_filter_expr", "_filter_schema", b"_filter_schema", "_idleness", b"_idleness", "_sampling_strategy", b"_sampling_strategy", "bounded", b"bounded", "cdc", b"cdc", "cursor", b"cursor", "dataset", b"dataset", "disorder", b"disorder", "ds_version", b"ds_version", "every", b"every", "filter", b"filter", "filter_expr", b"filter_expr", "filter_schema", b"filter_schema", "idleness", b"idleness", "pre_proc", b"pre_proc", "sampling_strategy", b"sampling_strategy", "starting_from", b"starting_from", "table", b"table", "timestamp_field", b"timestamp_field", "until", b"until", "version", b"version"]) -> None: ...
     @typing.overload
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_cursor", b"_cursor"]
-    ) -> typing_extensions.Literal["cursor"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_cursor", b"_cursor"]) -> typing_extensions.Literal["cursor"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_filter", b"_filter"]
-    ) -> typing_extensions.Literal["filter"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_filter", b"_filter"]) -> typing_extensions.Literal["filter"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal["_filter_expr", b"_filter_expr"],
-    ) -> typing_extensions.Literal["filter_expr"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_filter_expr", b"_filter_expr"]) -> typing_extensions.Literal["filter_expr"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "_filter_schema", b"_filter_schema"
-        ],
-    ) -> typing_extensions.Literal["filter_schema"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_filter_schema", b"_filter_schema"]) -> typing_extensions.Literal["filter_schema"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_idleness", b"_idleness"]
-    ) -> typing_extensions.Literal["idleness"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_idleness", b"_idleness"]) -> typing_extensions.Literal["idleness"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self,
-        oneof_group: typing_extensions.Literal[
-            "_sampling_strategy", b"_sampling_strategy"
-        ],
-    ) -> typing_extensions.Literal["sampling_strategy"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_sampling_strategy", b"_sampling_strategy"]) -> typing_extensions.Literal["sampling_strategy"] | None: ...
 
 global___Source = Source
 
@@ -2567,12 +1408,7 @@ class Sink(google.protobuf.message.Message):
             key: builtins.str = ...,
             value: builtins.str = ...,
         ) -> None: ...
-        def ClearField(
-            self,
-            field_name: typing_extensions.Literal[
-                "key", b"key", "value", b"value"
-            ],
-        ) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
     TABLE_FIELD_NUMBER: builtins.int
     DATASET_FIELD_NUMBER: builtins.int
@@ -2584,6 +1420,7 @@ class Sink(google.protobuf.message.Message):
     RENAMES_FIELD_NUMBER: builtins.int
     SINCE_FIELD_NUMBER: builtins.int
     UNTIL_FIELD_NUMBER: builtins.int
+    STACKED_FIELD_NUMBER: builtins.int
     @property
     def table(self) -> global___ExtTable: ...
     dataset: builtins.str
@@ -2595,15 +1432,12 @@ class Sink(google.protobuf.message.Message):
     def how(self) -> global___Style: ...
     create: builtins.bool
     @property
-    def renames(
-        self,
-    ) -> google.protobuf.internal.containers.ScalarMap[
-        builtins.str, builtins.str
-    ]: ...
+    def renames(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
     @property
     def since(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
     @property
     def until(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    stacked: builtins.bool
     def __init__(
         self,
         *,
@@ -2614,85 +1448,22 @@ class Sink(google.protobuf.message.Message):
         every: google.protobuf.duration_pb2.Duration | None = ...,
         how: global___Style | None = ...,
         create: builtins.bool = ...,
-        renames: (
-            collections.abc.Mapping[builtins.str, builtins.str] | None
-        ) = ...,
+        renames: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
         since: google.protobuf.timestamp_pb2.Timestamp | None = ...,
         until: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        stacked: builtins.bool | None = ...,
     ) -> None: ...
-    def HasField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_cdc",
-            b"_cdc",
-            "_how",
-            b"_how",
-            "_since",
-            b"_since",
-            "_until",
-            b"_until",
-            "cdc",
-            b"cdc",
-            "every",
-            b"every",
-            "how",
-            b"how",
-            "since",
-            b"since",
-            "table",
-            b"table",
-            "until",
-            b"until",
-        ],
-    ) -> builtins.bool: ...
-    def ClearField(
-        self,
-        field_name: typing_extensions.Literal[
-            "_cdc",
-            b"_cdc",
-            "_how",
-            b"_how",
-            "_since",
-            b"_since",
-            "_until",
-            b"_until",
-            "cdc",
-            b"cdc",
-            "create",
-            b"create",
-            "dataset",
-            b"dataset",
-            "ds_version",
-            b"ds_version",
-            "every",
-            b"every",
-            "how",
-            b"how",
-            "renames",
-            b"renames",
-            "since",
-            b"since",
-            "table",
-            b"table",
-            "until",
-            b"until",
-        ],
-    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["_cdc", b"_cdc", "_how", b"_how", "_since", b"_since", "_stacked", b"_stacked", "_until", b"_until", "cdc", b"cdc", "every", b"every", "how", b"how", "since", b"since", "stacked", b"stacked", "table", b"table", "until", b"until"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["_cdc", b"_cdc", "_how", b"_how", "_since", b"_since", "_stacked", b"_stacked", "_until", b"_until", "cdc", b"cdc", "create", b"create", "dataset", b"dataset", "ds_version", b"ds_version", "every", b"every", "how", b"how", "renames", b"renames", "since", b"since", "stacked", b"stacked", "table", b"table", "until", b"until"]) -> None: ...
+    @typing.overload
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_cdc", b"_cdc"]) -> typing_extensions.Literal["cdc"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_cdc", b"_cdc"]
-    ) -> typing_extensions.Literal["cdc"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_how", b"_how"]) -> typing_extensions.Literal["how"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_how", b"_how"]
-    ) -> typing_extensions.Literal["how"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_since", b"_since"]) -> typing_extensions.Literal["since"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_since", b"_since"]
-    ) -> typing_extensions.Literal["since"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_stacked", b"_stacked"]) -> typing_extensions.Literal["stacked"] | None: ...
     @typing.overload
-    def WhichOneof(
-        self, oneof_group: typing_extensions.Literal["_until", b"_until"]
-    ) -> typing_extensions.Literal["until"] | None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_until", b"_until"]) -> typing_extensions.Literal["until"] | None: ...
 
 global___Sink = Sink
diff --git a/fennel/gen/expression_pb2.py b/fennel/gen/expression_pb2.py
index 5a7488be4..ad4239301 100644
--- a/fennel/gen/expression_pb2.py
+++ b/fennel/gen/expression_pb2.py
@@ -15,7 +15,7 @@
 import fennel.gen.schema_pb2 as schema__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x10\x65xpression.proto\x12\x17\x66\x65nnel.proto.expression\x1a\x0cschema.proto\"9\n\x0b\x45valContext\x12\x19\n\x0cnow_col_name\x18\x01 \x01(\tH\x00\x88\x01\x01\x42\x0f\n\r_now_col_name\"\xd4\x07\n\x04\x45xpr\x12+\n\x03ref\x18\x01 \x01(\x0b\x32\x1c.fennel.proto.expression.RefH\x00\x12<\n\x0cjson_literal\x18\x02 \x01(\x0b\x32$.fennel.proto.expression.JsonLiteralH\x00\x12/\n\x05unary\x18\x04 \x01(\x0b\x32\x1e.fennel.proto.expression.UnaryH\x00\x12-\n\x04\x63\x61se\x18\x05 \x01(\x0b\x32\x1d.fennel.proto.expression.CaseH\x00\x12\x31\n\x06\x62inary\x18\x06 \x01(\x0b\x32\x1f.fennel.proto.expression.BinaryH\x00\x12\x31\n\x06isnull\x18\x07 \x01(\x0b\x32\x1f.fennel.proto.expression.IsNullH\x00\x12\x35\n\x08\x66illnull\x18\x08 \x01(\x0b\x32!.fennel.proto.expression.FillNullH\x00\x12\x32\n\x07list_fn\x18\t \x01(\x0b\x32\x1f.fennel.proto.expression.ListFnH\x00\x12\x32\n\x07math_fn\x18\n \x01(\x0b\x32\x1f.fennel.proto.expression.MathFnH\x00\x12\x36\n\tstruct_fn\x18\x0b \x01(\x0b\x32!.fennel.proto.expression.StructFnH\x00\x12\x32\n\x07\x64ict_fn\x18\x0c \x01(\x0b\x32\x1f.fennel.proto.expression.DictFnH\x00\x12\x36\n\tstring_fn\x18\r \x01(\x0b\x32!.fennel.proto.expression.StringFnH\x00\x12:\n\x0b\x64\x61tetime_fn\x18\x0e \x01(\x0b\x32#.fennel.proto.expression.DateTimeFnH\x00\x12\x44\n\x10\x64\x61tetime_literal\x18\x0f \x01(\x0b\x32(.fennel.proto.expression.DatetimeLiteralH\x00\x12:\n\x0bmake_struct\x18\x10 \x01(\x0b\x32#.fennel.proto.expression.MakeStructH\x00\x12\x38\n\nfrom_epoch\x18\x11 \x01(\x0b\x32\".fennel.proto.expression.FromEpochH\x00\x12+\n\x03var\x18\x12 \x01(\x0b\x32\x1c.fennel.proto.expression.VarH\x00\x12+\n\x03now\x18\x13 \x01(\x0b\x32\x1c.fennel.proto.expression.NowH\x00\x42\x06\n\x04node\"\x05\n\x03Now\"\x13\n\x03Var\x12\x0c\n\x04name\x18\x01 \x01(\t\"m\n\tFromEpoch\x12/\n\x08\x64uration\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\x12/\n\x04unit\x18\x02 \x01(\x0e\x32!.fennel.proto.expression.TimeUnit\"\xb3\x01\n\x0f\x44\x61tetimeLiteral\x12\x0c\n\x04year\x18\x01 \x01(\r\x12\r\n\x05month\x18\x02 \x01(\r\x12\x0b\n\x03\x64\x61y\x18\x03 \x01(\r\x12\x0c\n\x04hour\x18\x04 \x01(\r\x12\x0e\n\x06minute\x18\x05 \x01(\r\x12\x0e\n\x06second\x18\x06 \x01(\r\x12\x13\n\x0bmicrosecond\x18\x07 \x01(\r\x12\x33\n\x08timezone\x18\x08 \x01(\x0b\x32!.fennel.proto.expression.Timezone\"\xd1\x01\n\nMakeStruct\x12\x34\n\x0bstruct_type\x18\x01 \x01(\x0b\x32\x1f.fennel.proto.schema.StructType\x12?\n\x06\x66ields\x18\x02 \x03(\x0b\x32/.fennel.proto.expression.MakeStruct.FieldsEntry\x1aL\n\x0b\x46ieldsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12,\n\x05value\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr:\x02\x38\x01\"L\n\x0bJsonLiteral\x12\x0f\n\x07literal\x18\x01 \x01(\t\x12,\n\x05\x64type\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.schema.DataType\"\x13\n\x03Ref\x12\x0c\n\x04name\x18\x01 \x01(\t\"e\n\x05Unary\x12,\n\x02op\x18\x01 \x01(\x0e\x32 .fennel.proto.expression.UnaryOp\x12.\n\x07operand\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"\x8f\x01\n\x06\x42inary\x12+\n\x04left\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\x12,\n\x05right\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\x12*\n\x02op\x18\x03 \x01(\x0e\x32\x1e.fennel.proto.expression.BinOp\"n\n\x04\x43\x61se\x12\x34\n\twhen_then\x18\x01 \x03(\x0b\x32!.fennel.proto.expression.WhenThen\x12\x30\n\totherwise\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"d\n\x08WhenThen\x12+\n\x04when\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\x12+\n\x04then\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"8\n\x06IsNull\x12.\n\x07operand\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"g\n\x08\x46illNull\x12.\n\x07operand\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\x12+\n\x04\x66ill\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"\xeb\x04\n\x06ListOp\x12+\n\x03len\x18\x01 \x01(\x0b\x32\x1c.fennel.proto.expression.LenH\x00\x12,\n\x03get\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.expression.ExprH\x00\x12\x35\n\x08\x63ontains\x18\x03 \x01(\x0b\x32!.fennel.proto.expression.ContainsH\x00\x12\x34\n\x08has_null\x18\x04 \x01(\x0b\x32 .fennel.proto.expression.HasNullH\x00\x12/\n\x03sum\x18\x05 \x01(\x0b\x32 .fennel.proto.expression.ListSumH\x00\x12/\n\x03min\x18\x06 \x01(\x0b\x32 .fennel.proto.expression.ListMinH\x00\x12/\n\x03max\x18\x07 \x01(\x0b\x32 .fennel.proto.expression.ListMaxH\x00\x12/\n\x03\x61ll\x18\x08 \x01(\x0b\x32 .fennel.proto.expression.ListAllH\x00\x12/\n\x03\x61ny\x18\t \x01(\x0b\x32 .fennel.proto.expression.ListAnyH\x00\x12\x31\n\x04mean\x18\n \x01(\x0b\x32!.fennel.proto.expression.ListMeanH\x00\x12\x35\n\x06\x66ilter\x18\x0b \x01(\x0b\x32#.fennel.proto.expression.ListFilterH\x00\x12/\n\x03map\x18\x0c \x01(\x0b\x32 .fennel.proto.expression.ListMapH\x00\x42\t\n\x07\x66n_type\"K\n\nListFilter\x12\x0b\n\x03var\x18\x01 \x01(\t\x12\x30\n\tpredicate\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"G\n\x07ListMap\x12\x0b\n\x03var\x18\x01 \x01(\t\x12/\n\x08map_expr\x18\x02 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"\t\n\x07ListSum\"\t\n\x07ListMin\"\n\n\x08ListMean\"\t\n\x07ListMax\"\t\n\x07ListAll\"\t\n\x07ListAny\"\x05\n\x03Len\"\t\n\x07HasNull\":\n\x08\x43ontains\x12.\n\x07\x65lement\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"b\n\x06ListFn\x12+\n\x04list\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\x12+\n\x02\x66n\x18\x02 \x01(\x0b\x32\x1f.fennel.proto.expression.ListOp\"\xd1\x01\n\x06MathOp\x12/\n\x05round\x18\x01 \x01(\x0b\x32\x1e.fennel.proto.expression.RoundH\x00\x12+\n\x03\x61\x62s\x18\x02 \x01(\x0b\x32\x1c.fennel.proto.expression.AbsH\x00\x12-\n\x04\x63\x65il\x18\x03 \x01(\x0b\x32\x1d.fennel.proto.expression.CeilH\x00\x12/\n\x05\x66loor\x18\x04 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\x01(\x0b\x32#.fennel.proto.expression.JsonDecodeH\x00\x12/\n\x05split\x18\n \x01(\x0b\x32\x1e.fennel.proto.expression.SplitH\x00\x12<\n\x0cjson_extract\x18\x0b \x01(\x0b\x32$.fennel.proto.expression.JsonExtractH\x00\x12\x30\n\x06to_int\x18\x0c \x01(\x0b\x32\x1e.fennel.proto.expression.ToIntH\x00\x42\t\n\x07\x66n_type\"\x1c\n\x08Timezone\x12\x10\n\x08timezone\x18\x01 \x01(\t\":\n\nJsonDecode\x12,\n\x05\x64type\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.schema.DataType\"O\n\x08Strptime\x12\x0e\n\x06\x66ormat\x18\x01 \x01(\t\x12\x33\n\x08timezone\x18\x02 \x01(\x0b\x32!.fennel.proto.expression.Timezone\"\t\n\x07ToLower\"\t\n\x07ToUpper\"8\n\nStartsWith\x12*\n\x03key\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"6\n\x08\x45ndsWith\x12*\n\x03key\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"6\n\x06\x43oncat\x12,\n\x05other\x18\x01 \x01(\x0b\x32\x1d.fennel.proto.expression.Expr\"h\n\x08StringFn\x12-\n\x06string\x18\x01 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+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x10\x65xpression.proto\x12\x17\x66\x65nnel.proto.expression\x1a\x0cschema.proto\"9\n\x0b\x45valContext\x12\x19\n\x0cnow_col_name\x18\x01 \x01(\tH\x00\x88\x01\x01\x42\x0f\n\r_now_col_name\"\xd4\x07\n\x04\x45xpr\x12+\n\x03ref\x18\x01 \x01(\x0b\x32\x1c.fennel.proto.expression.RefH\x00\x12<\n\x0cjson_literal\x18\x02 \x01(\x0b\x32$.fennel.proto.expression.JsonLiteralH\x00\x12/\n\x05unary\x18\x04 \x01(\x0b\x32\x1e.fennel.proto.expression.UnaryH\x00\x12-\n\x04\x63\x61se\x18\x05 \x01(\x0b\x32\x1d.fennel.proto.expression.CaseH\x00\x12\x31\n\x06\x62inary\x18\x06 \x01(\x0b\x32\x1f.fennel.proto.expression.BinaryH\x00\x12\x31\n\x06isnull\x18\x07 \x01(\x0b\x32\x1f.fennel.proto.expression.IsNullH\x00\x12\x35\n\x08\x66illnull\x18\x08 \x01(\x0b\x32!.fennel.proto.expression.FillNullH\x00\x12\x32\n\x07list_fn\x18\t \x01(\x0b\x32\x1f.fennel.proto.expression.ListFnH\x00\x12\x32\n\x07math_fn\x18\n 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 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -24,12 +24,12 @@
   DESCRIPTOR._loaded_options = None
   _globals['_MAKESTRUCT_FIELDSENTRY']._loaded_options = None
   _globals['_MAKESTRUCT_FIELDSENTRY']._serialized_options = b'8\001'
-  _globals['_UNARYOP']._serialized_start=6178
-  _globals['_UNARYOP']._serialized_end=6205
-  _globals['_BINOP']._serialized_start=6208
-  _globals['_BINOP']._serialized_end=6342
-  _globals['_TIMEUNIT']._serialized_start=6345
-  _globals['_TIMEUNIT']._serialized_end=6476
+  _globals['_UNARYOP']._serialized_start=6246
+  _globals['_UNARYOP']._serialized_end=6273
+  _globals['_BINOP']._serialized_start=6276
+  _globals['_BINOP']._serialized_end=6410
+  _globals['_TIMEUNIT']._serialized_start=6413
+  _globals['_TIMEUNIT']._serialized_end=6544
   _globals['_EVALCONTEXT']._serialized_start=59
   _globals['_EVALCONTEXT']._serialized_end=116
   _globals['_EXPR']._serialized_start=119
@@ -89,63 +89,65 @@
   _globals['_LISTFN']._serialized_start=3276
   _globals['_LISTFN']._serialized_end=3374
   _globals['_MATHOP']._serialized_start=3377
-  _globals['_MATHOP']._serialized_end=3586
-  _globals['_ROUND']._serialized_start=3588
-  _globals['_ROUND']._serialized_end=3614
-  _globals['_ABS']._serialized_start=3616
-  _globals['_ABS']._serialized_end=3621
-  _globals['_CEIL']._serialized_start=3623
-  _globals['_CEIL']._serialized_end=3629
-  _globals['_FLOOR']._serialized_start=3631
-  _globals['_FLOOR']._serialized_end=3638
-  _globals['_MATHFN']._serialized_start=3640
-  _globals['_MATHFN']._serialized_end=3741
-  _globals['_STRUCTOP']._serialized_start=3743
-  _globals['_STRUCTOP']._serialized_end=3781
-  _globals['_STRUCTFN']._serialized_start=3783
-  _globals['_STRUCTFN']._serialized_end=3887
-  _globals['_DICTGET']._serialized_start=3889
-  _globals['_DICTGET']._serialized_end=3998
-  _globals['_DICTOP']._serialized_start=4001
-  _globals['_DICTOP']._serialized_end=4169
-  _globals['_DICTFN']._serialized_start=4171
-  _globals['_DICTFN']._serialized_end=4269
-  _globals['_STRINGOP']._serialized_start=4272
-  _globals['_STRINGOP']._serialized_end=4940
-  _globals['_TIMEZONE']._serialized_start=4942
-  _globals['_TIMEZONE']._serialized_end=4970
-  _globals['_JSONDECODE']._serialized_start=4972
-  _globals['_JSONDECODE']._serialized_end=5030
-  _globals['_STRPTIME']._serialized_start=5032
-  _globals['_STRPTIME']._serialized_end=5111
-  _globals['_TOLOWER']._serialized_start=5113
-  _globals['_TOLOWER']._serialized_end=5122
-  _globals['_TOUPPER']._serialized_start=5124
-  _globals['_TOUPPER']._serialized_end=5133
-  _globals['_STARTSWITH']._serialized_start=5135
-  _globals['_STARTSWITH']._serialized_end=5191
-  _globals['_ENDSWITH']._serialized_start=5193
-  _globals['_ENDSWITH']._serialized_end=5247
-  _globals['_CONCAT']._serialized_start=5249
-  _globals['_CONCAT']._serialized_end=5303
-  _globals['_STRINGFN']._serialized_start=5305
-  _globals['_STRINGFN']._serialized_end=5409
-  _globals['_DATETIMEFN']._serialized_start=5411
-  _globals['_DATETIMEFN']._serialized_end=5521
-  _globals['_DATETIMEOP']._serialized_start=5524
-  _globals['_DATETIMEOP']._serialized_end=5758
-  _globals['_SINCE']._serialized_start=5760
-  _globals['_SINCE']._serialized_end=5862
-  _globals['_SINCEEPOCH']._serialized_start=5864
-  _globals['_SINCEEPOCH']._serialized_end=5925
-  _globals['_STRFTIME']._serialized_start=5927
-  _globals['_STRFTIME']._serialized_end=6006
-  _globals['_PART']._serialized_start=6008
-  _globals['_PART']._serialized_end=6116
-  _globals['_SPLIT']._serialized_start=6118
-  _globals['_SPLIT']._serialized_end=6138
-  _globals['_JSONEXTRACT']._serialized_start=6140
-  _globals['_JSONEXTRACT']._serialized_end=6167
-  _globals['_TOINT']._serialized_start=6169
-  _globals['_TOINT']._serialized_end=6176
+  _globals['_MATHOP']._serialized_end=3642
+  _globals['_ROUND']._serialized_start=3644
+  _globals['_ROUND']._serialized_end=3670
+  _globals['_ABS']._serialized_start=3672
+  _globals['_ABS']._serialized_end=3677
+  _globals['_CEIL']._serialized_start=3679
+  _globals['_CEIL']._serialized_end=3685
+  _globals['_FLOOR']._serialized_start=3687
+  _globals['_FLOOR']._serialized_end=3694
+  _globals['_TOSTRING']._serialized_start=3696
+  _globals['_TOSTRING']._serialized_end=3706
+  _globals['_MATHFN']._serialized_start=3708
+  _globals['_MATHFN']._serialized_end=3809
+  _globals['_STRUCTOP']._serialized_start=3811
+  _globals['_STRUCTOP']._serialized_end=3849
+  _globals['_STRUCTFN']._serialized_start=3851
+  _globals['_STRUCTFN']._serialized_end=3955
+  _globals['_DICTGET']._serialized_start=3957
+  _globals['_DICTGET']._serialized_end=4066
+  _globals['_DICTOP']._serialized_start=4069
+  _globals['_DICTOP']._serialized_end=4237
+  _globals['_DICTFN']._serialized_start=4239
+  _globals['_DICTFN']._serialized_end=4337
+  _globals['_STRINGOP']._serialized_start=4340
+  _globals['_STRINGOP']._serialized_end=5008
+  _globals['_TIMEZONE']._serialized_start=5010
+  _globals['_TIMEZONE']._serialized_end=5038
+  _globals['_JSONDECODE']._serialized_start=5040
+  _globals['_JSONDECODE']._serialized_end=5098
+  _globals['_STRPTIME']._serialized_start=5100
+  _globals['_STRPTIME']._serialized_end=5179
+  _globals['_TOLOWER']._serialized_start=5181
+  _globals['_TOLOWER']._serialized_end=5190
+  _globals['_TOUPPER']._serialized_start=5192
+  _globals['_TOUPPER']._serialized_end=5201
+  _globals['_STARTSWITH']._serialized_start=5203
+  _globals['_STARTSWITH']._serialized_end=5259
+  _globals['_ENDSWITH']._serialized_start=5261
+  _globals['_ENDSWITH']._serialized_end=5315
+  _globals['_CONCAT']._serialized_start=5317
+  _globals['_CONCAT']._serialized_end=5371
+  _globals['_STRINGFN']._serialized_start=5373
+  _globals['_STRINGFN']._serialized_end=5477
+  _globals['_DATETIMEFN']._serialized_start=5479
+  _globals['_DATETIMEFN']._serialized_end=5589
+  _globals['_DATETIMEOP']._serialized_start=5592
+  _globals['_DATETIMEOP']._serialized_end=5826
+  _globals['_SINCE']._serialized_start=5828
+  _globals['_SINCE']._serialized_end=5930
+  _globals['_SINCEEPOCH']._serialized_start=5932
+  _globals['_SINCEEPOCH']._serialized_end=5993
+  _globals['_STRFTIME']._serialized_start=5995
+  _globals['_STRFTIME']._serialized_end=6074
+  _globals['_PART']._serialized_start=6076
+  _globals['_PART']._serialized_end=6184
+  _globals['_SPLIT']._serialized_start=6186
+  _globals['_SPLIT']._serialized_end=6206
+  _globals['_JSONEXTRACT']._serialized_start=6208
+  _globals['_JSONEXTRACT']._serialized_end=6235
+  _globals['_TOINT']._serialized_start=6237
+  _globals['_TOINT']._serialized_end=6244
 # @@protoc_insertion_point(module_scope)
diff --git a/fennel/gen/expression_pb2.pyi b/fennel/gen/expression_pb2.pyi
index e5b03387e..e00682622 100644
--- a/fennel/gen/expression_pb2.pyi
+++ b/fennel/gen/expression_pb2.pyi
@@ -726,6 +726,7 @@ class MathOp(google.protobuf.message.Message):
     ABS_FIELD_NUMBER: builtins.int
     CEIL_FIELD_NUMBER: builtins.int
     FLOOR_FIELD_NUMBER: builtins.int
+    TO_STRING_FIELD_NUMBER: builtins.int
     @property
     def round(self) -> global___Round: ...
     @property
@@ -734,6 +735,8 @@ class MathOp(google.protobuf.message.Message):
     def ceil(self) -> global___Ceil: ...
     @property
     def floor(self) -> global___Floor: ...
+    @property
+    def to_string(self) -> global___ToString: ...
     def __init__(
         self,
         *,
@@ -741,10 +744,11 @@ class MathOp(google.protobuf.message.Message):
         abs: global___Abs | None = ...,
         ceil: global___Ceil | None = ...,
         floor: global___Floor | None = ...,
+        to_string: global___ToString | None = ...,
     ) -> None: ...
-    def HasField(self, field_name: typing_extensions.Literal["abs", b"abs", "ceil", b"ceil", "floor", b"floor", "fn_type", b"fn_type", "round", b"round"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["abs", b"abs", "ceil", b"ceil", "floor", b"floor", "fn_type", b"fn_type", "round", b"round"]) -> None: ...
-    def WhichOneof(self, oneof_group: typing_extensions.Literal["fn_type", b"fn_type"]) -> typing_extensions.Literal["round", "abs", "ceil", "floor"] | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["abs", b"abs", "ceil", b"ceil", "floor", b"floor", "fn_type", b"fn_type", "round", b"round", "to_string", b"to_string"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["abs", b"abs", "ceil", b"ceil", "floor", b"floor", "fn_type", b"fn_type", "round", b"round", "to_string", b"to_string"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["fn_type", b"fn_type"]) -> typing_extensions.Literal["round", "abs", "ceil", "floor", "to_string"] | None: ...
 
 global___MathOp = MathOp
 
@@ -793,6 +797,16 @@ class Floor(google.protobuf.message.Message):
 
 global___Floor = Floor
 
+@typing_extensions.final
+class ToString(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    def __init__(
+        self,
+    ) -> None: ...
+
+global___ToString = ToString
+
 @typing_extensions.final
 class MathFn(google.protobuf.message.Message):
     DESCRIPTOR: google.protobuf.descriptor.Descriptor
diff --git a/fennel/gen/spec_pb2.py b/fennel/gen/spec_pb2.py
index c0ca8043c..e61d7c3ac 100644
--- a/fennel/gen/spec_pb2.py
+++ b/fennel/gen/spec_pb2.py
@@ -15,7 +15,7 @@
 import fennel.gen.window_pb2 as window__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\nspec.proto\x12\x11\x66\x65nnel.proto.spec\x1a\x0cwindow.proto\"\x8f\x04\n\x07PreSpec\x12%\n\x03sum\x18\x01 \x01(\x0b\x32\x16.fennel.proto.spec.SumH\x00\x12-\n\x07\x61verage\x18\x02 \x01(\x0b\x32\x1a.fennel.proto.spec.AverageH\x00\x12)\n\x05\x63ount\x18\x03 \x01(\x0b\x32\x18.fennel.proto.spec.CountH\x00\x12*\n\x06last_k\x18\x04 \x01(\x0b\x32\x18.fennel.proto.spec.LastKH\x00\x12%\n\x03min\x18\x05 \x01(\x0b\x32\x16.fennel.proto.spec.MinH\x00\x12%\n\x03max\x18\x06 \x01(\x0b\x32\x16.fennel.proto.spec.MaxH\x00\x12+\n\x06stddev\x18\x07 \x01(\x0b\x32\x19.fennel.proto.spec.StddevH\x00\x12/\n\x08\x64istinct\x18\x08 \x01(\x0b\x32\x1b.fennel.proto.spec.DistinctH\x00\x12/\n\x08quantile\x18\t \x01(\x0b\x32\x1b.fennel.proto.spec.QuantileH\x00\x12\x41\n\texp_decay\x18\n \x01(\x0b\x32,.fennel.proto.spec.ExponentialDecayAggregateH\x00\x12,\n\x07\x66irst_k\x18\x0b \x01(\x0b\x32\x19.fennel.proto.spec.FirstKH\x00\x42\t\n\x07variant\"L\n\x03Sum\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\"a\n\x07\x41verage\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x0f\n\x07\x64\x65\x66\x61ult\x18\x04 \x01(\x01\"\x80\x01\n\x05\x43ount\x12\x0c\n\x04name\x18\x01 \x01(\t\x12+\n\x06window\x18\x02 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x0e\n\x06unique\x18\x03 \x01(\x08\x12\x0e\n\x06\x61pprox\x18\x04 \x01(\x08\x12\n\n\x02of\x18\x05 \x01(\t\x12\x10\n\x08\x64ropnull\x18\x06 \x01(\x08\"~\n\x05LastK\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12\r\n\x05limit\x18\x03 \x01(\r\x12\r\n\x05\x64\x65\x64up\x18\x04 \x01(\x08\x12+\n\x06window\x18\x05 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x10\n\x08\x64ropnull\x18\x06 \x01(\x08\"\x7f\n\x06\x46irstK\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12\r\n\x05limit\x18\x03 \x01(\r\x12\r\n\x05\x64\x65\x64up\x18\x04 \x01(\x08\x12+\n\x06window\x18\x05 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x10\n\x08\x64ropnull\x18\x06 \x01(\x08\"]\n\x03Min\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x0f\n\x07\x64\x65\x66\x61ult\x18\x04 \x01(\x01\"]\n\x03Max\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x0f\n\x07\x64\x65\x66\x61ult\x18\x04 \x01(\x01\"`\n\x06Stddev\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x0f\n\x07\x64\x65\x66\x61ult\x18\x04 \x01(\x01\"c\n\x08\x44istinct\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x10\n\x08\x64ropnull\x18\x04 \x01(\x08\"\x95\x01\n\x08Quantile\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x14\n\x07\x64\x65\x66\x61ult\x18\x04 \x01(\x01H\x00\x88\x01\x01\x12\x10\n\x08quantile\x18\x05 \x01(\x01\x12\x0e\n\x06\x61pprox\x18\x06 \x01(\x08\x42\n\n\x08_default\"}\n\x19\x45xponentialDecayAggregate\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x19\n\x11half_life_seconds\x18\x04 \x01(\rb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\nspec.proto\x12\x11\x66\x65nnel.proto.spec\x1a\x0cwindow.proto\"\x8f\x04\n\x07PreSpec\x12%\n\x03sum\x18\x01 \x01(\x0b\x32\x16.fennel.proto.spec.SumH\x00\x12-\n\x07\x61verage\x18\x02 \x01(\x0b\x32\x1a.fennel.proto.spec.AverageH\x00\x12)\n\x05\x63ount\x18\x03 \x01(\x0b\x32\x18.fennel.proto.spec.CountH\x00\x12*\n\x06last_k\x18\x04 \x01(\x0b\x32\x18.fennel.proto.spec.LastKH\x00\x12%\n\x03min\x18\x05 \x01(\x0b\x32\x16.fennel.proto.spec.MinH\x00\x12%\n\x03max\x18\x06 \x01(\x0b\x32\x16.fennel.proto.spec.MaxH\x00\x12+\n\x06stddev\x18\x07 \x01(\x0b\x32\x19.fennel.proto.spec.StddevH\x00\x12/\n\x08\x64istinct\x18\x08 \x01(\x0b\x32\x1b.fennel.proto.spec.DistinctH\x00\x12/\n\x08quantile\x18\t \x01(\x0b\x32\x1b.fennel.proto.spec.QuantileH\x00\x12\x41\n\texp_decay\x18\n \x01(\x0b\x32,.fennel.proto.spec.ExponentialDecayAggregateH\x00\x12,\n\x07\x66irst_k\x18\x0b \x01(\x0b\x32\x19.fennel.proto.spec.FirstKH\x00\x42\t\n\x07variant\"L\n\x03Sum\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\"w\n\x07\x41verage\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x0f\n\x07\x64\x65\x66\x61ult\x18\x04 \x01(\x01\x12\x14\n\x0c\x64\x65\x66\x61ult_null\x18\x05 \x01(\x08\"\x80\x01\n\x05\x43ount\x12\x0c\n\x04name\x18\x01 \x01(\t\x12+\n\x06window\x18\x02 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x0e\n\x06unique\x18\x03 \x01(\x08\x12\x0e\n\x06\x61pprox\x18\x04 \x01(\x08\x12\n\n\x02of\x18\x05 \x01(\t\x12\x10\n\x08\x64ropnull\x18\x06 \x01(\x08\"~\n\x05LastK\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12\r\n\x05limit\x18\x03 \x01(\r\x12\r\n\x05\x64\x65\x64up\x18\x04 \x01(\x08\x12+\n\x06window\x18\x05 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x10\n\x08\x64ropnull\x18\x06 \x01(\x08\"\x7f\n\x06\x46irstK\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12\r\n\x05limit\x18\x03 \x01(\r\x12\r\n\x05\x64\x65\x64up\x18\x04 \x01(\x08\x12+\n\x06window\x18\x05 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x10\n\x08\x64ropnull\x18\x06 \x01(\x08\"s\n\x03Min\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x0f\n\x07\x64\x65\x66\x61ult\x18\x04 \x01(\x01\x12\x14\n\x0c\x64\x65\x66\x61ult_null\x18\x05 \x01(\x08\"s\n\x03Max\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x0f\n\x07\x64\x65\x66\x61ult\x18\x04 \x01(\x01\x12\x14\n\x0c\x64\x65\x66\x61ult_null\x18\x05 \x01(\x08\"v\n\x06Stddev\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x0f\n\x07\x64\x65\x66\x61ult\x18\x04 \x01(\x01\x12\x14\n\x0c\x64\x65\x66\x61ult_null\x18\x05 \x01(\x08\"c\n\x08\x44istinct\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x10\n\x08\x64ropnull\x18\x04 \x01(\x08\"\x95\x01\n\x08Quantile\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x14\n\x07\x64\x65\x66\x61ult\x18\x04 \x01(\x01H\x00\x88\x01\x01\x12\x10\n\x08quantile\x18\x05 \x01(\x01\x12\x0e\n\x06\x61pprox\x18\x06 \x01(\x08\x42\n\n\x08_default\"}\n\x19\x45xponentialDecayAggregate\x12\n\n\x02of\x18\x01 \x01(\t\x12\x0c\n\x04name\x18\x02 \x01(\t\x12+\n\x06window\x18\x03 \x01(\x0b\x32\x1b.fennel.proto.window.Window\x12\x19\n\x11half_life_seconds\x18\x04 \x01(\rb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -27,23 +27,23 @@
   _globals['_SUM']._serialized_start=577
   _globals['_SUM']._serialized_end=653
   _globals['_AVERAGE']._serialized_start=655
-  _globals['_AVERAGE']._serialized_end=752
-  _globals['_COUNT']._serialized_start=755
-  _globals['_COUNT']._serialized_end=883
-  _globals['_LASTK']._serialized_start=885
-  _globals['_LASTK']._serialized_end=1011
-  _globals['_FIRSTK']._serialized_start=1013
-  _globals['_FIRSTK']._serialized_end=1140
-  _globals['_MIN']._serialized_start=1142
-  _globals['_MIN']._serialized_end=1235
-  _globals['_MAX']._serialized_start=1237
-  _globals['_MAX']._serialized_end=1330
-  _globals['_STDDEV']._serialized_start=1332
-  _globals['_STDDEV']._serialized_end=1428
-  _globals['_DISTINCT']._serialized_start=1430
-  _globals['_DISTINCT']._serialized_end=1529
-  _globals['_QUANTILE']._serialized_start=1532
-  _globals['_QUANTILE']._serialized_end=1681
-  _globals['_EXPONENTIALDECAYAGGREGATE']._serialized_start=1683
-  _globals['_EXPONENTIALDECAYAGGREGATE']._serialized_end=1808
+  _globals['_AVERAGE']._serialized_end=774
+  _globals['_COUNT']._serialized_start=777
+  _globals['_COUNT']._serialized_end=905
+  _globals['_LASTK']._serialized_start=907
+  _globals['_LASTK']._serialized_end=1033
+  _globals['_FIRSTK']._serialized_start=1035
+  _globals['_FIRSTK']._serialized_end=1162
+  _globals['_MIN']._serialized_start=1164
+  _globals['_MIN']._serialized_end=1279
+  _globals['_MAX']._serialized_start=1281
+  _globals['_MAX']._serialized_end=1396
+  _globals['_STDDEV']._serialized_start=1398
+  _globals['_STDDEV']._serialized_end=1516
+  _globals['_DISTINCT']._serialized_start=1518
+  _globals['_DISTINCT']._serialized_end=1617
+  _globals['_QUANTILE']._serialized_start=1620
+  _globals['_QUANTILE']._serialized_end=1769
+  _globals['_EXPONENTIALDECAYAGGREGATE']._serialized_start=1771
+  _globals['_EXPONENTIALDECAYAGGREGATE']._serialized_end=1896
 # @@protoc_insertion_point(module_scope)
diff --git a/fennel/gen/spec_pb2.pyi b/fennel/gen/spec_pb2.pyi
index 99baeba0a..0a0cbde3e 100644
--- a/fennel/gen/spec_pb2.pyi
+++ b/fennel/gen/spec_pb2.pyi
@@ -104,11 +104,13 @@ class Average(google.protobuf.message.Message):
     NAME_FIELD_NUMBER: builtins.int
     WINDOW_FIELD_NUMBER: builtins.int
     DEFAULT_FIELD_NUMBER: builtins.int
+    DEFAULT_NULL_FIELD_NUMBER: builtins.int
     of: builtins.str
     name: builtins.str
     @property
     def window(self) -> window_pb2.Window: ...
     default: builtins.float
+    default_null: builtins.bool
     def __init__(
         self,
         *,
@@ -116,9 +118,10 @@ class Average(google.protobuf.message.Message):
         name: builtins.str = ...,
         window: window_pb2.Window | None = ...,
         default: builtins.float = ...,
+        default_null: builtins.bool = ...,
     ) -> None: ...
     def HasField(self, field_name: typing_extensions.Literal["window", b"window"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["default", b"default", "name", b"name", "of", b"of", "window", b"window"]) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["default", b"default", "default_null", b"default_null", "name", b"name", "of", b"of", "window", b"window"]) -> None: ...
 
 global___Average = Average
 
@@ -226,11 +229,13 @@ class Min(google.protobuf.message.Message):
     NAME_FIELD_NUMBER: builtins.int
     WINDOW_FIELD_NUMBER: builtins.int
     DEFAULT_FIELD_NUMBER: builtins.int
+    DEFAULT_NULL_FIELD_NUMBER: builtins.int
     of: builtins.str
     name: builtins.str
     @property
     def window(self) -> window_pb2.Window: ...
     default: builtins.float
+    default_null: builtins.bool
     def __init__(
         self,
         *,
@@ -238,9 +243,10 @@ class Min(google.protobuf.message.Message):
         name: builtins.str = ...,
         window: window_pb2.Window | None = ...,
         default: builtins.float = ...,
+        default_null: builtins.bool = ...,
     ) -> None: ...
     def HasField(self, field_name: typing_extensions.Literal["window", b"window"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["default", b"default", "name", b"name", "of", b"of", "window", b"window"]) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["default", b"default", "default_null", b"default_null", "name", b"name", "of", b"of", "window", b"window"]) -> None: ...
 
 global___Min = Min
 
@@ -252,11 +258,13 @@ class Max(google.protobuf.message.Message):
     NAME_FIELD_NUMBER: builtins.int
     WINDOW_FIELD_NUMBER: builtins.int
     DEFAULT_FIELD_NUMBER: builtins.int
+    DEFAULT_NULL_FIELD_NUMBER: builtins.int
     of: builtins.str
     name: builtins.str
     @property
     def window(self) -> window_pb2.Window: ...
     default: builtins.float
+    default_null: builtins.bool
     def __init__(
         self,
         *,
@@ -264,9 +272,10 @@ class Max(google.protobuf.message.Message):
         name: builtins.str = ...,
         window: window_pb2.Window | None = ...,
         default: builtins.float = ...,
+        default_null: builtins.bool = ...,
     ) -> None: ...
     def HasField(self, field_name: typing_extensions.Literal["window", b"window"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["default", b"default", "name", b"name", "of", b"of", "window", b"window"]) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["default", b"default", "default_null", b"default_null", "name", b"name", "of", b"of", "window", b"window"]) -> None: ...
 
 global___Max = Max
 
@@ -278,11 +287,13 @@ class Stddev(google.protobuf.message.Message):
     NAME_FIELD_NUMBER: builtins.int
     WINDOW_FIELD_NUMBER: builtins.int
     DEFAULT_FIELD_NUMBER: builtins.int
+    DEFAULT_NULL_FIELD_NUMBER: builtins.int
     of: builtins.str
     name: builtins.str
     @property
     def window(self) -> window_pb2.Window: ...
     default: builtins.float
+    default_null: builtins.bool
     def __init__(
         self,
         *,
@@ -290,9 +301,10 @@ class Stddev(google.protobuf.message.Message):
         name: builtins.str = ...,
         window: window_pb2.Window | None = ...,
         default: builtins.float = ...,
+        default_null: builtins.bool = ...,
     ) -> None: ...
     def HasField(self, field_name: typing_extensions.Literal["window", b"window"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["default", b"default", "name", b"name", "of", b"of", "window", b"window"]) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["default", b"default", "default_null", b"default_null", "name", b"name", "of", b"of", "window", b"window"]) -> None: ...
 
 global___Stddev = Stddev
 
diff --git a/fennel/internal_lib/utils/utils.py b/fennel/internal_lib/utils/utils.py
index 2c8688d3b..fe0c22250 100644
--- a/fennel/internal_lib/utils/utils.py
+++ b/fennel/internal_lib/utils/utils.py
@@ -1,11 +1,13 @@
 import dataclasses
-from datetime import datetime
-from decimal import Decimal
+from decimal import Decimal as PythonDecimal
+from datetime import datetime, date
 from typing import Any, Optional, Union, Dict
 
 import numpy as np
 import pandas as pd
 from frozendict import frozendict
+from google.protobuf.timestamp_pb2 import Timestamp
+
 from fennel.gen import schema_pb2 as schema_proto
 from fennel.gen.schema_pb2 import DataType
 from fennel.internal_lib import FENNEL_STRUCT
@@ -118,8 +120,8 @@ def cast_col_to_pandas(
         return pd.Series(
             [
                 (
-                    Decimal("%0.{}f".format(scale) % float(x))
-                    if not isinstance(x, Decimal)
+                    PythonDecimal("%0.{}f".format(scale) % float(x))
+                    if not isinstance(x, PythonDecimal)
                     else x
                 )
                 for x in series
@@ -219,3 +221,21 @@ def parse_datetime_in_value(
         return output
     else:
         return value
+
+
+def to_timestamp_proto(dt: datetime) -> Timestamp:
+    ts = Timestamp()
+    ts.FromDatetime(dt)
+    return ts
+
+
+def to_date_proto(dt: date) -> schema_proto.Date:
+    return schema_proto.Date(
+        days=(dt - date(1970, 1, 1)).days,
+    )
+
+
+def to_decimal_proto(decimal: PythonDecimal) -> schema_proto.Decimal:
+    exponent = abs(int(decimal.as_tuple().exponent))
+    value = int((decimal * pow(10, exponent)).to_integral_exact())
+    return schema_proto.Decimal(value=value, scale=exponent)
diff --git a/fennel/testing/execute_aggregation.py b/fennel/testing/execute_aggregation.py
index a15dce7f8..09d55c4f1 100644
--- a/fennel/testing/execute_aggregation.py
+++ b/fennel/testing/execute_aggregation.py
@@ -2,9 +2,10 @@
 import math
 from abc import ABC, abstractmethod
 from collections import Counter
-from datetime import datetime, timezone, timedelta
+from datetime import datetime, timezone, timedelta, date
+from decimal import Decimal
 from math import sqrt
-from typing import Dict, List, Type, Union, Any
+from typing import Dict, List, Type, Union, Any, Optional
 
 import numpy as np
 import pandas as pd
@@ -304,7 +305,9 @@ def top(self):
 
 
 class MinState(AggState):
-    def __init__(self, default: float):
+    def __init__(
+        self, default: Optional[Union[float, int, date, datetime, Decimal]]
+    ):
         self.counter = Counter()  # type: ignore
         self.min_heap = Heap(heap_type="min")
         self.default = default
@@ -335,7 +338,9 @@ def get_val(self):
 
 
 class MaxState(AggState):
-    def __init__(self, default: float):
+    def __init__(
+        self, default: Optional[Union[float, int, date, datetime, Decimal]]
+    ):
         self.counter = Counter()  # type: ignore
         self.max_heap = Heap(heap_type="max")
         self.default = default
diff --git a/fennel/testing/executor.py b/fennel/testing/executor.py
index bfd6e69d1..f3d1ea09e 100644
--- a/fennel/testing/executor.py
+++ b/fennel/testing/executor.py
@@ -1,13 +1,10 @@
 import copy
 import types
 from dataclasses import dataclass
-from datetime import datetime, timezone
 from typing import Any, Optional, Dict, List
 
-import numpy as np
 import pandas as pd
 from fennel.expr.visitor import ExprPrinter
-import pyarrow as pa
 from frozendict import frozendict
 
 import fennel.gen.schema_pb2 as schema_proto
@@ -28,7 +25,6 @@
     Stddev,
 )
 from fennel.gen.schema_pb2 import Field
-from fennel.internal_lib.duration import duration_to_timedelta
 from fennel.internal_lib.schema import get_datatype, fennel_is_optional
 from fennel.internal_lib.schema import validate_field_in_df
 from fennel.internal_lib.to_proto import (
@@ -338,7 +334,7 @@ def join_aggregated_dataset(
 
             for col in key_dfs.columns:
                 # If any of the columns is a dictionary, convert it to a frozen dict
-                if key_dfs[col].apply(lambda x: isinstance(x, dict)).any():
+                if any([isinstance(x, dict) for x in key_dfs[col].tolist()]):
                     key_dfs[col] = key_dfs[col].apply(lambda x: frozendict(x))
 
             # Find the values for all columns as of the timestamp in key_dfs
@@ -510,13 +506,13 @@ def visitJoin(self, obj) -> Optional[NodeRet]:
                 list(obj.dataset.dsschema().values.keys())
             )
             merged_df = left_join_empty(
-                input_ret, right_ret, right_value_schema, obj.fields
+                input_ret, right_ret, right_value_schema, obj.fields  # type: ignore
             )
         else:
             if len(input_ret.key_fields) > 0:
                 merged_df = table_table_join(
-                    input_ret,
-                    right_ret,
+                    input_ret,  # type: ignore
+                    right_ret,  # type: ignore
                     obj.how,
                     obj.on,
                     obj.left_on,
@@ -525,8 +521,8 @@ def visitJoin(self, obj) -> Optional[NodeRet]:
                 )
             else:
                 merged_df = stream_table_join(
-                    input_ret,
-                    right_ret,
+                    input_ret,  # type: ignore
+                    right_ret,  # type: ignore
                     obj.how,
                     obj.within,
                     obj.on,
diff --git a/fennel/testing/test_utils.py b/fennel/testing/test_utils.py
index 2d7d35a8d..a9db220b6 100644
--- a/fennel/testing/test_utils.py
+++ b/fennel/testing/test_utils.py
@@ -381,7 +381,9 @@ def add_deletes(
             last_index_for_key[key] = i
 
     # Add the delete timestamp as a hidden column to the dataframe
-    sorted_df[FENNEL_DELETE_TIMESTAMP] = delete_timestamps
+    sorted_df[FENNEL_DELETE_TIMESTAMP] = pd.Series(
+        delete_timestamps, dtype=pd.ArrowDtype(pa.timestamp("ns", "UTC"))
+    )
 
     if len(rows_to_delete) > 0:
         # Drop the rows that are marked for deletion
diff --git a/poetry.lock b/poetry.lock
index dd5c21008..ed5356788 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -779,48 +779,48 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "fennel-data-lib"
-version = "0.1.23"
+version = "0.1.24"
 description = ""
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -3771,4 +3771,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "fff37b1920b894614cfe70d9ceee94efe130b8b5d4df200bd56522e5353fae3c"
+content-hash = "8b8f85fde3aaeb25f9dc5cda7264e90e32645fd7221f770bb90a9c8e1bbb6768"
diff --git a/pyproject.toml b/pyproject.toml
index a09073a98..ad0511f34 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "fennel-ai"
-version = "1.5.55"
+version = "1.5.62"
 description = "The modern realtime feature engineering platform"
 authors = ["Fennel AI "]
 packages = [{ include = "fennel" }]
@@ -20,7 +20,7 @@ pytest = "7.1.3"
 pytest-rerunfailures = "^13.0"
 sortedcontainers = "^2.4.0"
 typing-extensions = "^4.12.0"
-fennel-data-lib = "0.1.23"
+fennel-data-lib = "0.1.24"
 pyarrow = "^14.0.2"
 
 [tool.poetry.dev-dependencies]