diff --git a/.build-constraints.txt b/.build-constraints.txt
new file mode 100644
index 0000000..572e338
--- /dev/null
+++ b/.build-constraints.txt
@@ -0,0 +1,10 @@
+packaging==26.2 \
+    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
+    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
+    # via wheel
+setuptools==82.0.1 \
+    --hash=sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9 \
+    --hash=sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb
+wheel==0.47.0 \
+    --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced \
+    --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index a53d8d6..b4e3fdc 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,11 +1,23 @@
 version: 2
 updates:
-  - package-ecosystem: "github-actions"
+  - package-ecosystem: "uv"
     directory: "/"
+    cooldown:
+      default-days: 7
+      exclude:
+        - "databricks*"
     schedule:
-      interval: "weekly"
-    open-pull-requests-limit: 5
-    groups:
-      actions-all:
-        patterns:
-          - "*"
\ No newline at end of file
+      interval: "daily"
+
+  - package-ecosystem: "npm"
+    directory: "/docs/impulse"
+    cooldown:
+      default-days: 7
+    schedule:
+      interval: "daily"
+
+  # Disabled for now, pending guidance on how GHA-updates need to be handled.
+  #- package-ecosystem: "github-actions"
+  #  directory: "/"
+  #  schedule:
+  #    interval: "daily"
diff --git a/.github/workflows/acceptance.yml b/.github/workflows/acceptance.yml
index 38640e3..527b6c4 100644
--- a/.github/workflows/acceptance.yml
+++ b/.github/workflows/acceptance.yml
@@ -10,75 +10,59 @@ on:
       - main
 
 permissions:
-  id-token: write
   contents: read
-  pull-requests: write
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.ref }}
   cancel-in-progress: true
 
 jobs:
-  fmt:
-    name: Format check
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v6
-
-      - name: Install UV
-        uses: astral-sh/setup-uv@v7
-
-      - name: Check formatting with Black
-        run: |
-          uv run black --check src/ tests/ --diff -v
-
   lint:
-    name: Lint check
+    name: Lint and format check
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
 
       - name: Install UV
-        uses: astral-sh/setup-uv@v7
+        uses: astral-sh/setup-uv@5a095e7a2014a4212f075830d4f7277575a9d098 # v7.3.1
+        with:
+          version: "0.11.2"
+          checksum: "7ac2ca0449c8d68dae9b99e635cd3bc9b22a4cb1de64b7c43716398447d42981"
 
       - name: Install dependencies
-        run: uv sync
+        run: make dev
 
-      - name: Lint with Ruff
-        run: uv run ruff check src/ tests/
+      - name: Lint and format check
+        run: make lint
 
   test:
     name: Testing
     runs-on: ubuntu-latest
-    needs: [ fmt, lint ]
+    needs: [ lint ]
+    permissions:
+      id-token: write
     strategy:
       matrix:
         python-version: [ '3.12' ]
 
     steps:
-      - uses: actions/checkout@v6
-
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v6
-        with:
-          python-version: ${{ matrix.python-version }}
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
 
       - name: Install UV
-        uses: astral-sh/setup-uv@v7
+        uses: astral-sh/setup-uv@5a095e7a2014a4212f075830d4f7277575a9d098 # v7.3.1
         with:
           enable-cache: false
+          version: "0.11.2"
+          checksum: "7ac2ca0449c8d68dae9b99e635cd3bc9b22a4cb1de64b7c43716398447d42981"
 
-      - name: Set UV Python version
-        run: uv python pin ${{ matrix.python-version }}
-
-      - name: Install package and dependencies
-        run: uv sync
+      - name: Install dependencies
+        run: make dev
 
       - name: Run unit tests with coverage
-        run: uv run pytest tests/ --cov=src --cov-branch --cov-report=xml
+        run: make test
 
       - name: Upload coverage to Codecov
         if: matrix.python-version == '3.12'
-        uses: codecov/codecov-action@v6
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
         with:
-          use_oidc: true
\ No newline at end of file
+          use_oidc: true
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 8c5a323..7fe3031 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -7,29 +7,26 @@ on:
       - 'v[0-9]+.[0-9]+.[0-9]+-*'
 
 permissions:
-  contents: write
-  id-token: write
+  contents: read
 
 jobs:
   build:
     name: Build distribution
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v6
-
-      - name: Set up Python
-        uses: actions/setup-python@v6
-        with:
-          python-version: '3.12'
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
 
       - name: Install UV
-        uses: astral-sh/setup-uv@v7
+        uses: astral-sh/setup-uv@5a095e7a2014a4212f075830d4f7277575a9d098 # v7.3.1
+        with:
+          version: "0.11.2"
+          checksum: "7ac2ca0449c8d68dae9b99e635cd3bc9b22a4cb1de64b7c43716398447d42981"
 
       - name: Build package
-        run: uv build
+        run: make build
 
       - name: Upload distribution artifacts
-        uses: actions/upload-artifact@v7
+        uses: actions/upload-artifact@bbbca2ddaa5d8feaa63e36b76fdaad77386f024f # v7.0.0
         with:
           name: dist
           path: dist/
@@ -38,17 +35,21 @@ jobs:
     name: Create GitHub Release
     needs: build
     runs-on: ubuntu-latest
+    environment:
+      name: release
+    permissions:
+      contents: write
     steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
 
       - name: Download distribution artifacts
-        uses: actions/download-artifact@v8
+        uses: actions/download-artifact@70fc10c6e5e1ce46ad2ea6f2b72d43f7d47b13c3 # v8.0.0
         with:
           name: dist
           path: dist/
 
       - name: Create GitHub Release
-        uses: softprops/action-gh-release@v3
+        uses: softprops/action-gh-release@a06a81a03ee405af7f2048a818ed3f03bbf83c7b # v2.5.0
         with:
           generate_release_notes: true
           files: dist/*
diff --git a/.gitignore b/.gitignore
index 1095430..53a6bf9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -18,7 +18,6 @@ env/
 .env/
 .venv/
 ENV/
-uv.lock
 
 # PyCharm files
 .idea/
@@ -52,7 +51,6 @@ logs/
 # Local development settings
 .env
 .env.local
-.python-version
 
 # macOS specific
 .DS_Store
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..e4fba21
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.12
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 3302c4a..d67ccd7 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -27,17 +27,17 @@ a pull request directly.
 ```bash
 git clone https://github.com/databrickslabs/impulse.git
 cd impulse
-uv sync
+make dev
 ```
 
-`uv sync` creates a `.venv/` in the repo with all runtime and development dependencies
-(pytest, ruff, black, etc.).
+`make dev` runs `uv sync --all-extras`, which creates a `.venv/` in the repo with all
+runtime and development dependencies (pytest, ruff, black, plus pyspark/pandas/etc.
+declared as `local-dev` extras for use outside Databricks runtimes).
 
 ## Running tests
 
 ```bash
-uv run pytest                         # full suite
-uv run pytest --cov                   # with coverage report
+make test                             # full suite with coverage
 uv run pytest tests/path/to/test.py   # a single test file
 ```
 
@@ -53,28 +53,26 @@ Notes specific to Impulse:
 We use **black** for formatting and **ruff** for linting. Both are configured in
 [pyproject.toml](pyproject.toml) (line length 99, target Python 3.12).
 
-The repo includes a helper script that runs both:
+To format your code and apply ruff auto-fixes:
 
 ```bash
-./format_code.sh
+make fmt
 ```
 
-Or run them manually:
+To check formatting and lint without modifying files (what CI runs):
 
 ```bash
-uv run black src/ tests/
-uv run ruff check src/ tests/ --fix
+make lint
 ```
 
-CI ([`.github/workflows/acceptance.yml`](.github/workflows/acceptance.yml)) runs `black --check`
-and `ruff check` on every pull request, so please run `./format_code.sh` before pushing to avoid
-CI failures.
+CI ([`.github/workflows/acceptance.yml`](.github/workflows/acceptance.yml)) runs `make lint`
+on every pull request, so please run `make fmt` before pushing to avoid CI failures.
 
 ## Submitting a pull request
 
 1. Fork the repository and create a feature branch.
 2. Make your changes; add or update tests covering the new behavior.
-3. Run `./format_code.sh` and `uv run pytest` locally.
+3. Run `make fmt` and `make test` locally.
 4. Open a pull request. The [PR template](.github/pull_request_template.md) walks you through
    the summary, changes, and test plan.
 5. CI must pass (format, lint, tests). A maintainer will review the PR.
@@ -82,7 +80,7 @@ CI failures.
 ## Definition of done
 
 - [ ] New or changed behavior is covered by tests
-- [ ] `./format_code.sh` and `uv run pytest` pass locally
+- [ ] `make lint` and `make test` pass locally
 - [ ] Public APIs have NumPy-style docstrings (see ruff config in [pyproject.toml](pyproject.toml))
 - [ ] User-facing changes are reflected in [README.md](README.md) and/or `docs/impulse/`
 - [ ] PR description follows the [template](.github/pull_request_template.md)
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..66e25dc
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,46 @@
+all: clean lint fmt test coverage
+
+# Ensure that all uv commands don't automatically update the lock file. If UV_FROZEN=1 (from the environment)
+# then UV_LOCKED should _not_ be set, but otherwise it needs to be set to ensure the lock-file is only ever
+# deliberately updated.
+ifneq ($(UV_FROZEN),1)
+export UV_LOCKED := 1
+endif
+
+# Ensure that build-system requires are hash-verified when building.
+export UV_BUILD_CONSTRAINT := .build-constraints.txt
+
+UV_RUN := uv run --exact --all-extras
+
+clean:
+	rm -fr .venv htmlcov .pytest_cache .ruff_cache .coverage coverage.xml test-results.xml
+	find . -name '__pycache__' -print0 | xargs -0 rm -fr
+
+dev:
+	uv sync --all-extras
+
+lint:
+	$(UV_RUN) black --check src/ tests/
+	$(UV_RUN) ruff check src/ tests/
+
+fmt:
+	$(UV_RUN) black src/ tests/
+	$(UV_RUN) ruff check src/ tests/ --fix
+
+test:
+	$(UV_RUN) pytest tests/ --cov=src --cov-branch --cov-report=xml
+
+coverage:
+	$(UV_RUN) pytest tests/ --cov=src --cov-branch --cov-report=html
+	open htmlcov/index.html
+
+build:
+	uv build --require-hashes --build-constraints=.build-constraints.txt
+
+lock-dependencies: UV_LOCKED := 0
+lock-dependencies:
+	uv lock
+	printf 'setuptools>=61.0\nwheel\n' | uv pip compile --generate-hashes --universal --no-header --quiet - > .build-constraints.txt
+
+.DEFAULT: all
+.PHONY: all clean dev lint fmt test coverage build lock-dependencies
diff --git a/docs/impulse/package.json b/docs/impulse/package.json
index 182f56a..42f796c 100644
--- a/docs/impulse/package.json
+++ b/docs/impulse/package.json
@@ -17,24 +17,24 @@
   "dependencies": {
     "@docusaurus/core": "3.9.2",
     "@docusaurus/preset-classic": "3.9.2",
-    "@docusaurus/theme-mermaid": "^3.9.2",
-    "@mdx-js/react": "^3.0.0",
-    "clsx": "^2.0.0",
-    "docusaurus-lunr-search": "^3.6.1",
-    "lucide-react": "^0.471.1",
-    "prism-react-renderer": "^2.3.0",
-    "react": "^19.0.0",
-    "react-dom": "^19.0.0"
+    "@docusaurus/theme-mermaid": "3.9.2",
+    "@mdx-js/react": "3.1.1",
+    "clsx": "2.1.1",
+    "docusaurus-lunr-search": "3.6.1",
+    "lucide-react": "0.471.2",
+    "prism-react-renderer": "2.4.1",
+    "react": "19.2.4",
+    "react-dom": "19.2.4"
   },
   "devDependencies": {
     "@docusaurus/module-type-aliases": "3.9.2",
     "@docusaurus/tsconfig": "3.9.2",
     "@docusaurus/types": "3.9.2",
-    "@tailwindcss/typography": "^0.5.16",
-    "autoprefixer": "^10.4.20",
-    "postcss": "^8.5.1",
-    "tailwindcss": "^3.4.17",
-    "typescript": "~5.6.2"
+    "@tailwindcss/typography": "0.5.19",
+    "autoprefixer": "10.4.24",
+    "postcss": "8.5.6",
+    "tailwindcss": "3.4.19",
+    "typescript": "5.6.3"
   },
   "browserslist": {
     "production": [
diff --git a/format_code.sh b/format_code.sh
deleted file mode 100644
index 6037935..0000000
--- a/format_code.sh
+++ /dev/null
@@ -1,18 +0,0 @@
-#!/bin/bash
-# Code formatting using Black and code linting using Ruff
-
-echo "Running Black formatter on source code..."
-uv run black src/ tests/
-
-echo "Running Ruff linter for code quality checks..."
-uv run ruff check src/ tests/ --fix
-
-echo "Checking if all files are properly formatted..."
-uv run black --check src/ tests/
-
-if [ $? -eq 0 ]; then
-    echo "✅ All files are properly formatted!"
-else
-    echo "❌ Some issues found. Please review the output above."
-    exit 1
-fi
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index f878fde..e9c2fb0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,16 +16,24 @@ maintainers = [
     {name = "Databricks Labs"}
 ]
 dependencies = [
-    "databricks-sdk",
     "delta-spark==4.0.1",
+    "lz4==4.4.5",
+    "nptyping==2.5.0",
+]
+
+# Pre-installed on Databricks Serverless env v4 (and DBR ML runtimes).
+# Declared as opt-in extras so the wheel installs cleanly on Databricks
+# without conflicting with pre-installed runtime versions. Local dev and
+# CI install these via `uv sync --all-extras`.
+[project.optional-dependencies]
+local-dev = [
+    "databricks-sdk==0.106.0",
     "matplotlib==3.10.0",
+    "pandas==2.2.3",
     "pyarrow==19.0.1",
+    "pydantic==2.11.7",
     "pyspark==4.0.0",
-    "pandas==2.2.3",
-    "lz4==4.4.5",
     "scipy==1.15.1",
-    "nptyping~=2.5.0",
-    "pydantic==2.11.7"
 ]
 
 [project.urls]
@@ -36,15 +44,15 @@ Issues = "https://github.com/databrickslabs/impulse/issues"
 
 [dependency-groups]
 dev = [
-    "pre-commit~=4.1.0",
-    "pydoc-markdown~=4.8",
-    "pytest~=8.3.4",
-    "pytest-benchmark~=5.1.0",
-    "pytest-cov~=6.0.0",
-    "pytest-mock>=3.14.0",
-    "ruff~=0.9.3",
-    "setuptools~=75.8.0",
-    "black>=24.0.0"
+    "pre-commit==4.1.0",
+    "pydoc-markdown==4.8.2",
+    "pytest==8.3.5",
+    "pytest-benchmark==5.1.0",
+    "pytest-cov==6.0.0",
+    "pytest-mock==3.15.1",
+    "ruff==0.9.10",
+    "setuptools==75.8.2",
+    "black==26.3.1"
 ]
 
 # Setuptools options
@@ -63,6 +71,7 @@ addopts = "--junitxml=test-results.xml --cov=src --cov-report=html --cov-report=
 
 # Default dependency groups
 [tool.uv]
+required-version = "~= 0.11.0"
 default-groups = ["dev"]
 
 # Coverage options
diff --git a/src/mda_query_engine/analyze/query/solvers/key_value_store_solver.py b/src/mda_query_engine/analyze/query/solvers/key_value_store_solver.py
index db267a0..7dc08eb 100644
--- a/src/mda_query_engine/analyze/query/solvers/key_value_store_solver.py
+++ b/src/mda_query_engine/analyze/query/solvers/key_value_store_solver.py
@@ -138,9 +138,7 @@ def filter_container_metrics(
         """
         container_id_col = self.config.container_id_col
 
-        metric_filters = [
-            filt for filt in query.filters if isinstance(filt, MetricExpression)
-        ]
+        metric_filters = [filt for filt in query.filters if isinstance(filt, MetricExpression)]
 
         if pre_filtered_containers_df is not None:
             metrics = pre_filtered_containers_df
@@ -152,9 +150,7 @@ def filter_container_metrics(
         )
 
         if self.config.project_id is not None:
-            metrics = metrics.where(
-                F.col(self.config.project_id_col) == self.config.project_id
-            )
+            metrics = metrics.where(F.col(self.config.project_id_col) == self.config.project_id)
 
         for col_name, value in self.config.container_metrics.filters.items():
             metrics = metrics.where(F.col(col_name) == value)
diff --git a/tests/mda_query_engine/integration/kvs_solver_test.py b/tests/mda_query_engine/integration/kvs_solver_test.py
index 442fd4c..8d3c88e 100644
--- a/tests/mda_query_engine/integration/kvs_solver_test.py
+++ b/tests/mda_query_engine/integration/kvs_solver_test.py
@@ -39,8 +39,7 @@ def _kvs_cfg(
     """
     return SolverConfig(
         project_id=project_id,
-        container_tags=container_tags
-        or TableConfig(column_name_mapping={"element_id": "key"}),
+        container_tags=container_tags or TableConfig(column_name_mapping={"element_id": "key"}),
         container_metrics=container_metrics
         or TableConfig(column_name_mapping={"project": "project_id"}),
         channel_mapping=channel_mapping or TableConfig(),
@@ -58,9 +57,7 @@ def test_solve_no_filters_returns_all_containers(
         query = key_value_store_db.query
         eng_rpm = query.channel(channel_name="Engine RPM")
 
-        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(
-            spark=spark, solver=solver
-        )
+        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(spark=spark, solver=solver)
 
         container_ids = {row.container_id for row in result.collect()}
         assert container_ids == {1, 2, 3}
@@ -74,9 +71,7 @@ def test_solve_with_tag_expression_filter(
         eng_rpm = query.channel(channel_name="Engine RPM")
         query.where(TagSelector("brand") == "Seat")
 
-        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(
-            spark=spark, solver=solver
-        )
+        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(spark=spark, solver=solver)
         assert {row.container_id for row in result.collect()} == {1, 2, 3}
 
         query2 = key_value_store_db.query
@@ -95,9 +90,7 @@ def test_solve_with_metric_expression_filter(
         eng_rpm = query.channel(channel_name="Engine RPM")
         query.where(MetricSelector("brand") == "Seat")
 
-        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(
-            spark=spark, solver=solver
-        )
+        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(spark=spark, solver=solver)
         assert {row.container_id for row in result.collect()} == {1, 2, 3}
 
         query2 = key_value_store_db.query
@@ -117,9 +110,7 @@ def test_solve_with_combined_tag_and_metric_filters(
         query.where(TagSelector("brand") == "Seat")
         query.where(MetricSelector("model") == "Leon")
 
-        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(
-            spark=spark, solver=solver
-        )
+        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(spark=spark, solver=solver)
         assert {row.container_id for row in result.collect()} == {1, 2, 3}
 
         # Tag matches, metric does not -> zero rows from stage 2
@@ -147,9 +138,7 @@ def test_solve_with_event_expression_and_stats(
             event_expression=high_speed_event,
         )
 
-        result = query.select(stats_agg.alias("rpm_when_fast")).solve(
-            spark=spark, solver=solver
-        )
+        result = query.select(stats_agg.alias("rpm_when_fast")).solve(spark=spark, solver=solver)
 
         assert result.count() == 3
         for row in result.collect():
@@ -170,9 +159,7 @@ def test_solve_non_existent_project_returns_empty(
         query = key_value_store_db.query
         eng_rpm = query.channel(channel_name="Engine RPM")
 
-        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(
-            spark=spark, solver=solver
-        )
+        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(spark=spark, solver=solver)
         assert result.count() == 0
 
     def test_solve_with_matching_parent_id_filter(
@@ -189,9 +176,7 @@ def test_solve_with_matching_parent_id_filter(
         query = key_value_store_db.query
         eng_rpm = query.channel(channel_name="Engine RPM")
 
-        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(
-            spark=spark, solver=solver
-        )
+        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(spark=spark, solver=solver)
         assert {row.container_id for row in result.collect()} == {1, 2, 3}
 
     def test_solve_with_non_matching_parent_id_filter(
@@ -208,9 +193,7 @@ def test_solve_with_non_matching_parent_id_filter(
         query = key_value_store_db.query
         eng_rpm = query.channel(channel_name="Engine RPM")
 
-        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(
-            spark=spark, solver=solver
-        )
+        result = query.select(eng_rpm.mean().alias("rpm_mean")).solve(spark=spark, solver=solver)
         assert result.count() == 0
 
     def test_solve_with_pre_filtered_containers(
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..1d3c073
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,1256 @@
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