diff --git a/.ci/build.sh b/.ci/build.sh
index 266471b04..2b5c84b0a 100644
--- a/.ci/build.sh
+++ b/.ci/build.sh
@@ -111,12 +111,6 @@ function install {
   make install
 }
 
-function precommit {
-  install
-  make precommit
-  make unit
-}
-
 function it38 {
   install
   make it38
diff --git a/.ci/jobs/periodic-precommit.yml b/.ci/jobs/periodic-precommit.yml
deleted file mode 100644
index 38666157d..000000000
--- a/.ci/jobs/periodic-precommit.yml
+++ /dev/null
@@ -1,6 +0,0 @@
----
-
-jjbb-template: precommit.yml
-vars:
-  - jobname: periodic
-  - branch: master
diff --git a/.ci/jobs/pull-request-precommit.yml b/.ci/jobs/pull-request-precommit.yml
deleted file mode 100644
index d1b196ff2..000000000
--- a/.ci/jobs/pull-request-precommit.yml
+++ /dev/null
@@ -1,27 +0,0 @@
----
-
-- job:
-    name: "elastic+rally+pull-request+precommit"
-    display-name: "elastic / rally # pull-request+precommit"
-    description: "Precommit (checkstyle + unit) tests for rally pull requests"
-    scm:
-      - git:
-          refspec: "+refs/pull/*:refs/remotes/origin/pr/* +refs/heads/*:refs/remotes/origin/*"
-          branches:
-            - "${ghprbActualCommit}"
-    triggers:
-      - github-pull-request:
-          org-list:
-            - elastic
-          allow-whitelist-orgs-as-admins: true
-          trigger-phrase: '.*run\W+rally/precommit.*'
-          github-hooks: true
-          status-context: "rally/precommit"
-          cancel-builds-on-update: true
-          black-list-labels:
-            - '>test-mute'
-    builders:
-      - shell: |
-          #!/usr/local/bin/runbld
-          set -o errexit
-          bash .ci/build.sh precommit
diff --git a/.ci/jobs/push-precommit.yml b/.ci/jobs/push-precommit.yml
deleted file mode 100644
index 85be3e58b..000000000
--- a/.ci/jobs/push-precommit.yml
+++ /dev/null
@@ -1,6 +0,0 @@
----
-
-jjbb-template: precommit.yml
-vars:
-  - jobname: push
-  - branch: master
diff --git a/.ci/templates/periodic.yml b/.ci/templates/periodic.yml
index d9cd62da0..1f8e21a1d 100644
--- a/.ci/templates/periodic.yml
+++ b/.ci/templates/periodic.yml
@@ -18,6 +18,5 @@
       - multijob:
           name: all CI tests
           projects:
-            - name: elastic+rally+periodic+{branch}-precommit
             - name: elastic+rally+periodic+{branch}-it-python38
             - name: elastic+rally+periodic+{branch}-it-python310
diff --git a/.ci/templates/precommit.yml b/.ci/templates/precommit.yml
deleted file mode 100644
index e60737714..000000000
--- a/.ci/templates/precommit.yml
+++ /dev/null
@@ -1,15 +0,0 @@
----
-
-- job:
-    name: "elastic+rally+{jobname}+{branch}-precommit"
-    display-name: "elastic / rally # {branch} - {jobname}+precommit"
-    description: "Precommit (checkstyle + unit) tests for elastic/rally"
-    concurrent: true
-    scm:
-      - git:
-          refspec: +refs/pull/*:refs/remotes/origin/pr/*
-    builders:
-      - shell: |
-          #!/usr/local/bin/runbld
-          set -o errexit
-          bash .ci/build.sh precommit
diff --git a/.ci/templates/push.yml b/.ci/templates/push.yml
index f08085d07..b680461cc 100644
--- a/.ci/templates/push.yml
+++ b/.ci/templates/push.yml
@@ -18,6 +18,5 @@
       - multijob:
           name: all CI tests
           projects:
-            - name: elastic+rally+push+{branch}-precommit
             - name: elastic+rally+push+{branch}-it-python38
             - name: elastic+rally+push+{branch}-it-python310
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 000000000..4dff79fd5
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,43 @@
+name: CI
+
+on: [push, pull_request]
+
+permissions: "read-all"
+
+jobs:
+  lint:
+    runs-on: ubuntu-22.04
+
+    steps:
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v4
+        with:
+          python-version: "3.10"
+          cache: pip
+          cache-dependency-path: pyproject.toml
+      - name: "Install dependencies"
+        run: python -m pip install .[develop]
+      - uses: pre-commit/action@v3.0.0
+
+  test:
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.8", "3.9", "3.10"]
+        os:
+          - macos-latest
+          - ubuntu-latest
+
+    runs-on: ${{ matrix.os }}
+    name: unit ${{ fromJson('{"macos-latest":"macOS","ubuntu-latest":"Ubuntu"}')[matrix.os] }} ${{ matrix.python-version }}
+    steps:
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+          cache: pip
+          cache-dependency-path: pyproject.toml
+      - name: "Install dependencies"
+        run: python -m pip install --upgrade nox
+      - name: "Run tests"
+        run: nox -s test-${{matrix.python-version}}
diff --git a/Makefile b/Makefile
index dc32ab7a6..b1c7c40ce 100644
--- a/Makefile
+++ b/Makefile
@@ -107,8 +107,6 @@ serve-docs: check-venv
 test: check-venv
 	. $(VENV_ACTIVATE_FILE); pytest tests/
 
-precommit: lint
-
 unit: check-venv python-caches-clean tox-env-clean
 	. $(VENV_ACTIVATE_FILE); tox -e py38-unit
 	. $(VENV_ACTIVATE_FILE); tox -e py310-unit
diff --git a/noxfile.py b/noxfile.py
new file mode 100644
index 000000000..f8877dc49
--- /dev/null
+++ b/noxfile.py
@@ -0,0 +1,7 @@
+import nox
+
+
+@nox.session(python=["3.8", "3.9", "3.10"])
+def test(session: nox.Session) -> None:
+    session.install(".[develop]")
+    session.run("pytest")
diff --git a/pyproject.toml b/pyproject.toml
index 4482ced1b..953dcfe6e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -96,6 +96,7 @@ develop = [
     "pytest-asyncio==0.19.0",
     "pytest-httpserver==1.0.5",
     "tox==3.25.0",
+    "nox==2022.11.21",
     "sphinx==5.1.1",
     "furo==2022.06.21",
     "twine==4.0.1",
diff --git a/tox.ini b/tox.ini
index 8d143e6e8..1b41820e4 100644
--- a/tox.ini
+++ b/tox.ini
@@ -8,7 +8,6 @@
 [tox]
 isolated_build = True
 envlist =
-    py{38,39,310}-unit
     py{38,39,310}-it
     rally-tracks-compat
 platform =
@@ -43,7 +42,6 @@ setenv =
     # applications behave identically, we also set LANG explicitly.
     LANG=C
 commands =
-    unit: pytest --junitxml=junit-{envname}.xml
     it: pytest -s it --junitxml=junit-{envname}.xml
 
 whitelist_externals =