diff --git a/.github/workflows/benchmarks.yml b/.github/workflows/benchmarks.yml
index e6b5a199001..e8e53b032ea 100644
--- a/.github/workflows/benchmarks.yml
+++ b/.github/workflows/benchmarks.yml
@@ -10,6 +10,8 @@ jobs:
     strategy:
       matrix:
         dataset: ["sift"]
+    env:
+      UV_PYTHON: "3.10"
     steps:
     - uses: actions/checkout@v4
       with:
@@ -19,21 +21,21 @@ jobs:
       uses: actions/setup-python@v4
       with:
         python-version: "3.10"
-    - uses: ./.github/workflows/build_linux_wheel
+    - name: Install uv
+      uses: astral-sh/setup-uv@v6
       with:
-        python-minor-version: "10"
-    - name: Pip install
+        enable-cache: true
+    - name: Sync environment
       working-directory: python
       run: |
-        pip install $(ls target/wheels/*.whl)
-        pip install pandas
+        uv sync --frozen --extra tests --extra benchmarks
     - name: Run test
-      working-directory: benchmarks/${{ matrix.dataset }}
+      working-directory: python
       run: |
-        ./test_dataset.sh
+        uv run bash ../benchmarks/${{ matrix.dataset }}/test_dataset.sh
     - name: Archive results
       uses: actions/upload-artifact@v3
       with:
         name: ${{ matrix.dataset }}-results
         path: |
-          benchmarks/${{ matrix.dataset }}/benchmark.csv
\ No newline at end of file
+          benchmarks/${{ matrix.dataset }}/benchmark.csv
diff --git a/.github/workflows/ci-benchmarks.yml b/.github/workflows/ci-benchmarks.yml
index bf6c4ee59ff..c27bd2747b0 100644
--- a/.github/workflows/ci-benchmarks.yml
+++ b/.github/workflows/ci-benchmarks.yml
@@ -10,10 +10,10 @@ jobs:
   bench_regress:
     timeout-minutes: 30
     runs-on: warp-custom-gcp-storage-benchmark
-    env:
-      # Need up-to-date compilers for kernels
-      CC: clang-18
-      CXX: clang++-18
+env:
+  # Need up-to-date compilers for kernels
+  CC: clang-18
+  CXX: clang++-18
     defaults:
       run:
         shell: bash
@@ -33,6 +33,10 @@ jobs:
         uses: actions/setup-python@v5
         with:
           python-version: 3.11 # Ray does not support 3.12 yet.
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
       - uses: Swatinem/rust-cache@v2
         with:
           workspaces: python
@@ -40,21 +44,17 @@ jobs:
         run: |
           sudo apt update
           sudo apt install -y protobuf-compiler libssl-dev
-      - name: Build
+      - name: Sync environment
+        working-directory: python
         run: |
-          python -m venv venv
-          source venv/bin/activate
-          pip install maturin duckdb requests pytest pytest-benchmark
-          maturin develop --locked --release
+          uv sync --frozen --extra tests --extra benchmarks
       - name: Generate datasets
+        working-directory: python
         run: |
-          python -m venv venv
-          source venv/bin/activate
-          python python/ci_benchmarks/datagen/gen_all.py
+          uv run python ci_benchmarks/datagen/gen_all.py
       - name: Run benchmarks
+        working-directory: python
         run: |
-          python -m venv venv
-          source venv/bin/activate
           bencher run --project weston-lancedb --token ${{ secrets.LANCE_BENCHER_TOKEN }} --adapter python_pytest \
-                      --branch main --testbed google-genoa --err --file results.json "python -mpytest --benchmark-json \
-                      results.json python/ci_benchmarks"
+                      --branch main --testbed google-genoa --err --file results.json "uv run python -mpytest --benchmark-json \
+                      results.json ci_benchmarks"
diff --git a/.github/workflows/file_verification.yml b/.github/workflows/file_verification.yml
index 94f36443ba8..dcbade64391 100644
--- a/.github/workflows/file_verification.yml
+++ b/.github/workflows/file_verification.yml
@@ -9,6 +9,8 @@ jobs:
   run:
     timeout-minutes: 45
     runs-on: warp-ubuntu-latest-x64-8x
+    env:
+      UV_PYTHON: "3.11"
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
@@ -18,6 +20,11 @@ jobs:
         with:
           python-version: "3.11"
 
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+
       - name: Install Build Requirements
         run: |
           sudo apt update
@@ -49,16 +56,12 @@ jobs:
       - name: Build Lance
         working-directory: ./python
         run: |
-          python -m venv venv
-          source venv/bin/activate
-          pip install pyarrow maturin
-          maturin develop --release
+          uv sync --frozen --extra tests
 
       - name: Test Lance File Write Read Round Trip
+        working-directory: python
         run: |
-          source python/venv/bin/activate
-          cd .github/workflows/file_verification
-          python test_write_read.py
+          uv run python ../.github/workflows/file_verification/test_write_read.py
 
       - name: Cleanup
         run: |
diff --git a/.github/workflows/notebook.yml b/.github/workflows/notebook.yml
index a00fb56b793..076a6254c31 100644
--- a/.github/workflows/notebook.yml
+++ b/.github/workflows/notebook.yml
@@ -19,6 +19,8 @@ jobs:
   linux:
     timeout-minutes: 30
     runs-on: "ubuntu-22.04"
+    env:
+      UV_PYTHON: "3.10"
     steps:
     - uses: actions/checkout@v4
       with:
@@ -28,17 +30,16 @@ jobs:
       uses: actions/setup-python@v4
       with:
         python-version: "3.10"
-    - uses: ./.github/workflows/build_linux_wheel
+    - name: Install uv
+      uses: astral-sh/setup-uv@v6
       with:
-        python-minor-version: "10"
-    - name: Pip install
+        enable-cache: true
+    - name: Sync environment
       working-directory: python
-      shell: bash
       run: |
-        pip3 install jupyter duckdb>=0.7
-        pip3 install $(ls target/wheels/*.whl)
+        uv sync --frozen --extra notebook
     - name: Run python tests
       shell: bash
       working-directory: notebooks
       run: |
-        jupyter nbconvert --to notebook --execute quickstart.ipynb
+        uv run --project ../python jupyter nbconvert --to notebook --execute quickstart.ipynb
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index 30ac105d47f..ade99b6dba1 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -47,6 +47,7 @@ jobs:
       # Need up-to-date compilers for kernels
       CC: clang-18
       CXX: clang++-18
+      UV_PYTHON: "3.11"
     steps:
       - uses: actions/checkout@v4
         with:
@@ -56,41 +57,36 @@ jobs:
         uses: actions/setup-python@v5
         with:
           python-version: 3.11 # Ray does not support 3.12 yet.
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
       - uses: Swatinem/rust-cache@v2
         with:
           workspaces: python
           prefix-key: ${{ env.CACHE_PREFIX }}
           cache-targets: false
           cache-workspace-crates: true
-      - name: Install linting tools
-        run: |
-          pip install ruff==0.11.2 maturin tensorflow tqdm ray[data] pyright datasets polars[pyarrow,pandas]
-          pip install torch --index-url https://download.pytorch.org/whl/cpu
-      - name: Lint Python
-        run: |
-          ruff format --check --diff python
-          ruff check python
-          pyright
-      - name: Install dependencies
+      - name: Install system dependencies
         run: |
           sudo apt update
           sudo apt install -y protobuf-compiler libssl-dev
+      - name: Sync environment
+        run: |
+          uv sync --frozen --extra tests --extra dev
+      - name: Lint Python
+        run: |
+          uv run ruff format --check --diff python
+          uv run ruff check python
+          uv run pyright
       - name: Lint Rust
         run: |
           ALL_FEATURES=`cargo metadata --format-version=1 --no-deps | jq -r '.packages[] | .features | keys | .[]' | grep -v protoc | sort | uniq | paste -s -d "," -`
           cargo fmt --all -- --check
           cargo clippy --locked --features ${ALL_FEATURES} --tests -- -D warnings
-      - name: Build
-        run: |
-          python -m venv venv
-          source venv/bin/activate
-          pip install torch tqdm --index-url https://download.pytorch.org/whl/cpu
-          pip install maturin
-          maturin develop --locked --extras tests,ray
       - name: Run doctest
         run: |
-          source venv/bin/activate
-          pytest --doctest-modules python/lance
+          uv run pytest --doctest-modules python/lance
   linux:
     timeout-minutes: 45
     strategy:
@@ -102,6 +98,8 @@ jobs:
       run:
         shell: bash
         working-directory: python
+    env:
+      UV_PYTHON: "3.${{ matrix.python-minor-version }}"
     steps:
       - uses: actions/checkout@v4
         with:
@@ -111,20 +109,23 @@ jobs:
         uses: actions/setup-python@v5
         with:
           python-version: 3.${{ matrix.python-minor-version }}
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
       - uses: Swatinem/rust-cache@v2
         with:
           workspaces: python
           prefix-key: ${{ env.CACHE_PREFIX }}
           cache-targets: false
           cache-workspace-crates: true
-      - uses: ./.github/workflows/build_linux_wheel
+      - name: Install system dependencies
+        run: |
+          sudo apt update
+          sudo apt install -y protobuf-compiler libssl-dev
       - uses: ./.github/workflows/run_tests
-      - name: Upload wheels as artifacts
-        if: ${{ matrix.python-minor-version == '13' }}
-        uses: actions/upload-artifact@v4
         with:
-          name: linux-wheels
-          path: python/target/wheels/pylance-*.whl
+          python-minor-version: ${{ matrix.python-minor-version }}
 
   forward-compat:
     needs: linux
@@ -137,6 +138,8 @@ jobs:
       run:
         shell: bash
         working-directory: python
+    env:
+      UV_PYTHON: "3.13"
     steps:
       - uses: actions/checkout@v4
         with:
@@ -146,18 +149,21 @@ jobs:
         uses: actions/setup-python@v5
         with:
           python-version: 3.13
-      - name: Download wheels
-        uses: actions/download-artifact@v4
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
         with:
-          name: linux-wheels
-          path: python/wheels
-      - name: Install dependencies
+          enable-cache: true
+      - name: Install system dependencies
+        run: |
+          sudo apt update
+          sudo apt install -y protobuf-compiler libssl-dev
+      - name: Sync environment
         run: |
-          pip install $(ls wheels/pylance-*.whl)[tests,ray]
+          uv sync --frozen --extra tests
       - name: Generate forward compatibility files
         env:
           PYTHONPATH: python/tests
-        run: python -m forward_compat.datagen
+        run: uv run python -m forward_compat.datagen
       - name: Run forward compatibility tests (pylance ${{ matrix.lance-version }})
         run: |
           python -m venv venv
@@ -173,6 +179,8 @@ jobs:
       run:
         shell: bash
         working-directory: python
+    env:
+      UV_PYTHON: "3.13"
     steps:
       - uses: actions/checkout@v4
         with:
@@ -182,21 +190,139 @@ jobs:
         uses: actions/setup-python@v5
         with:
           python-version: 3.13
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
       - uses: Swatinem/rust-cache@v2
         with:
           workspaces: python
           prefix-key: ${{ env.CACHE_PREFIX }}
           cache-targets: false
           cache-workspace-crates: true
-      - uses: ./.github/workflows/build_linux_wheel
-        with:
-          arm-build: "true"
-          manylinux: "2_28"
       - name: Install dependencies
         run: |
           sudo apt update -y -qq
-          sudo apt install -y libhdf5-dev
+          sudo apt install -y libhdf5-dev protobuf-compiler libssl-dev
       - uses: ./.github/workflows/run_tests
+        with:
+          python-minor-version: "13"
+  torch:
+    name: Python Torch Tests (3.11 Linux)
+    runs-on: "ubuntu-24.04"
+    timeout-minutes: 45
+    defaults:
+      run:
+        shell: bash
+        working-directory: python
+    env:
+      UV_PYTHON: "3.11"
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          lfs: true
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: 3.11
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+      - uses: Swatinem/rust-cache@v2
+        with:
+          workspaces: python
+          prefix-key: ${{ env.CACHE_PREFIX }}
+          cache-targets: false
+          cache-workspace-crates: true
+      - name: Install system dependencies
+        run: |
+          sudo apt update
+          sudo apt install -y protobuf-compiler libssl-dev
+      - name: Sync torch environment
+        run: |
+          uv sync --frozen --project python/tests/torch_tests
+      - name: Run torch tests
+        run: make test-torch
+
+  pandas:
+    name: Python Pandas/SQL Tests (3.11 Linux)
+    runs-on: "ubuntu-24.04"
+    timeout-minutes: 45
+    defaults:
+      run:
+        shell: bash
+        working-directory: python
+    env:
+      UV_PYTHON: "3.11"
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          lfs: true
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: 3.11
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+      - uses: Swatinem/rust-cache@v2
+        with:
+          workspaces: python
+          prefix-key: ${{ env.CACHE_PREFIX }}
+          cache-targets: false
+          cache-workspace-crates: true
+      - name: Install system dependencies
+        run: |
+          sudo apt update
+          sudo apt install -y protobuf-compiler libssl-dev
+      - name: Sync pandas environment
+        run: |
+          uv sync --frozen --project python/tests/pandas_tests
+      - name: Run pandas tests
+        run: make test-pandas
+
+  tensorflow:
+    name: Python TensorFlow Tests (3.11 Linux)
+    runs-on: "ubuntu-24.04"
+    timeout-minutes: 45
+    defaults:
+      run:
+        shell: bash
+        working-directory: python
+    env:
+      UV_PYTHON: "3.11"
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          lfs: true
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: 3.11
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+      - uses: Swatinem/rust-cache@v2
+        with:
+          workspaces: python
+          prefix-key: ${{ env.CACHE_PREFIX }}
+          cache-targets: false
+          cache-workspace-crates: true
+      - name: Install system dependencies
+        run: |
+          sudo apt update
+          sudo apt install -y protobuf-compiler libssl-dev
+      - name: Sync tensorflow environment
+        run: |
+          uv sync --frozen --project python/tests/tf_tests
+      - name: Run tensorflow tests
+        run: make test-tf
   mac:
     timeout-minutes: 45
     name: Python macOS 3.13 ARM
@@ -205,6 +331,8 @@ jobs:
       run:
         shell: bash
         working-directory: python
+    env:
+      UV_PYTHON: "3.13"
     steps:
       - uses: actions/checkout@v4
         with:
@@ -214,16 +342,22 @@ jobs:
         uses: actions/setup-python@v5
         with:
           python-version: "3.13"
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
       - uses: Swatinem/rust-cache@v2
         with:
           workspaces: python
           prefix-key: ${{ env.CACHE_PREFIX }}
           cache-targets: false
           cache-workspace-crates: true
-      - uses: ./.github/workflows/build_mac_wheel
+      - name: Install system dependencies
+        run: |
+          brew install protobuf || true
       - uses: ./.github/workflows/run_tests
         with:
-          skip-torch: "true"
+          python-minor-version: "13"
 
   windows:
     runs-on: windows-latest
@@ -232,19 +366,34 @@ jobs:
       run:
         shell: powershell
         working-directory: python
+    env:
+      UV_PYTHON: "3.13"
     steps:
       - uses: actions/checkout@v4
         with:
           fetch-depth: 0
           lfs: true
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: 3.13
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
       - uses: Swatinem/rust-cache@v2
         with:
           workspaces: python
           prefix-key: ${{ env.CACHE_PREFIX }}
           cache-targets: false
           cache-workspace-crates: true
-      - uses: ./.github/workflows/build_windows_wheel
+      - name: Install Protoc
+        shell: powershell
+        run: |
+          choco install protoc --version=24.4 -y --no-progress
       - uses: ./.github/workflows/run_tests
+        with:
+          python-minor-version: "13"
   aws-integtest:
     timeout-minutes: 45
     runs-on: "ubuntu-latest"
@@ -252,6 +401,8 @@ jobs:
       run:
         shell: bash
         working-directory: python
+    env:
+      UV_PYTHON: "3.11"
     steps:
       - uses: actions/checkout@v4
         with:
@@ -261,15 +412,18 @@ jobs:
         uses: actions/setup-python@v5
         with:
           python-version: "3.11" # TODO: upgrade when ray supports 3.12
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
       - uses: Swatinem/rust-cache@v2
         with:
           workspaces: python
           prefix-key: ${{ env.CACHE_PREFIX }}
           cache-targets: false
           cache-workspace-crates: true
-      - uses: ./.github/workflows/build_linux_wheel
-      - name: Install dependencies
+      - name: Install system dependencies
         run: |
-          pip install ray[data]
-          pip install torch --index-url https://download.pytorch.org/whl/cpu
+          sudo apt update
+          sudo apt install -y protobuf-compiler libssl-dev
       - uses: ./.github/workflows/run_integtests
diff --git a/.github/workflows/recurring-tests.yml b/.github/workflows/recurring-tests.yml
index df99d6513ef..652e960c8c6 100644
--- a/.github/workflows/recurring-tests.yml
+++ b/.github/workflows/recurring-tests.yml
@@ -58,6 +58,8 @@ jobs:
       run:
         shell: bash
         working-directory: python
+    env:
+      UV_PYTHON: "3.13"
     steps:
       - uses: actions/checkout@v4
         with:
@@ -71,24 +73,25 @@ jobs:
         uses: actions/setup-python@v5
         with:
           python-version: "3.13"
-      - name: Install dependencies
-        working-directory: python
-        shell: bash
-        run: |
-          pip install -e ".[tests]"
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
       - uses: Swatinem/rust-cache@v2
         with:
           workspaces: python
       - name: Install Pylance
         run: |
-          pip install pylance==${{ matrix.pylance-version }}
+          uv sync --frozen --extra tests
+          uv pip install pylance==${{ matrix.pylance-version }}
       - name: Run recurring tests
         id: run_recurring_tests
-        run: pytest -vvv -s python/tests/recurring/test_recurring.py
+        run: uv run pytest -vvv -s python/tests/recurring/test_recurring.py
       - name: Upgrade Pylance
-        run: pip install -e ".[tests]"
+        run: |
+          uv sync --frozen --extra tests
       - name: Run recurring tests again
-        run: pytest -vvv -s python/tests/recurring/test_recurring.py
+        run: uv run pytest -vvv -s python/tests/recurring/test_recurring.py
 
   # This job is used to test the recurring tests on the main branch.
   recurring-linux-fresh-main:
@@ -99,6 +102,8 @@ jobs:
       run:
         shell: bash
         working-directory: python
+    env:
+      UV_PYTHON: "3.13"
     steps:
       - uses: actions/checkout@v4
         with:
@@ -115,7 +120,12 @@ jobs:
       - uses: Swatinem/rust-cache@v2
         with:
           workspaces: python
-      - name: Install Lance
-        run: pip install -e ".[tests]"
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+      - name: Sync environment
+        run: |
+          uv sync --frozen --extra tests
       - name: Run recurring tests
-        run: pytest -vvv -s python/tests/recurring/test_recurring.py
+        run: uv run pytest -vvv -s python/tests/recurring/test_recurring.py
diff --git a/.github/workflows/run_integtests/action.yml b/.github/workflows/run_integtests/action.yml
index 38115e49fea..007fe1c1485 100644
--- a/.github/workflows/run_integtests/action.yml
+++ b/.github/workflows/run_integtests/action.yml
@@ -1,14 +1,15 @@
 name: run-tests
 
-description: "Install lance wheel and run integ tests"
+description: "Install lance with uv and run integration tests"
 runs:
   using: "composite"
   steps:
-  - name: Install dependencies
+  - name: Sync environment
     working-directory: python
     shell: bash
     run: |
-      pip3 install $(ls target/wheels/pylance-*.whl)[tests,ray]
+      set -euo pipefail
+      uv sync --frozen --extra tests
   - name: Start localstack
     shell: bash
     run: |
diff --git a/.github/workflows/run_tests/action.yml b/.github/workflows/run_tests/action.yml
index 14c4b3d6f46..05142af602c 100644
--- a/.github/workflows/run_tests/action.yml
+++ b/.github/workflows/run_tests/action.yml
@@ -5,26 +5,16 @@ inputs:
   python-minor-version:
     required: true
     description: "9 10 11 12"
-  skip-torch:
-    required: false
-    description: "Skip pytorch tests"
-    default: "false"
 runs:
   using: "composite"
   steps:
-    - name: Install dependencies
-      working-directory: python
+    - name: Sync environment
       shell: bash
-      run: |
-        pip3 install $(ls target/wheels/pylance-*.whl)[tests,ray]
-    - name: Install torch
       working-directory: python
-      shell: bash
-      if: inputs.skip-torch == 'false'
       run: |
-        # Install cpu only pytorch
-        pip install torch --index-url https://download.pytorch.org/whl/cpu
+        set -euo pipefail
+        uv sync --frozen --extra tests
     - name: Run python tests
       shell: bash
       working-directory: python
-      run: make test
+      run: make test PYTEST_MARK_EXPR='not pandas_dep and not tf_dep'
diff --git a/python/Makefile b/python/Makefile
index b224fa7461f..a266d906083 100644
--- a/python/Makefile
+++ b/python/Makefile
@@ -4,24 +4,41 @@ else
     PYTEST_ARGS = -vvv -s -m "not recurring"
 endif
 
+PYTEST_MARK_EXPR ?=
+ifneq ($(strip $(PYTEST_MARK_EXPR)),)
+    PYTEST_MARK_ARGS = -m "$(PYTEST_MARK_EXPR)"
+endif
+
 test:
-	pytest $(PYTEST_ARGS) python/tests
+	uv run pytest $(PYTEST_MARK_ARGS) $(PYTEST_ARGS) python/tests
 .PHONY: test
 
 integtest:
-	pytest --run-integration $(PYTEST_ARGS) python/tests/test_s3_ddb.py
+	uv run pytest --run-integration $(PYTEST_ARGS) python/tests/test_s3_ddb.py
 .PHONY: integtest
 
 doctest:
-	pytest --doctest-modules $(PYTEST_ARGS) python/lance
+	uv run pytest --doctest-modules $(PYTEST_ARGS) python/lance
 .PHONY: doctest
 
+test-torch:
+	cd python/tests/torch_tests && uv run pytest $(PYTEST_ARGS) .
+.PHONY: test-torch
+
+test-pandas:
+	cd python/tests/pandas_tests && uv run pytest $(PYTEST_ARGS)
+.PHONY: test-pandas
+
+test-tf:
+	cd python/tests/tf_tests && uv run pytest $(PYTEST_ARGS)
+.PHONY: test-tf
+
 format: format-python
 	cargo fmt
 .PHONY: format
 
 build:
-	maturin develop
+	uv run maturin develop
 .PHONY: build
 
 clean:
@@ -29,17 +46,17 @@ clean:
 .PHONY: clean
 
 format-python:
-	ruff format python
-	ruff check --fix python
+	uv run ruff format python
+	uv run ruff check --fix python
 .PHONY: format-python
 
 lint: lint-python lint-rust
 .PHONY: lint
 
 lint-python:
-	ruff format --check --diff python
-	ruff check python
-	pyright
+	uv run ruff format --check --diff python
+	uv run ruff check python
+	uv run pyright
 .PHONY: lint-python
 
 lint-rust:
@@ -50,4 +67,4 @@ lint-rust:
 clean:
 	cargo clean
 	rm -rf target
-.PHONY: clean
\ No newline at end of file
+.PHONY: clean
diff --git a/python/pyproject.toml b/python/pyproject.toml
index 180f7bdaf46..49e5b93d429 100644
--- a/python/pyproject.toml
+++ b/python/pyproject.toml
@@ -49,22 +49,14 @@ build-backend = "maturin"
 [project.optional-dependencies]
 tests = [
     "boto3",
-    "datasets",
-    "duckdb",
-    "ml_dtypes",
-    "pillow",
-    "pandas",
-    "polars[pyarrow,pandas]",
     "psutil",
     "pytest",
-    # Only test tensorflow on linux for now. We will deprecate tensorflow soon.
-    "tensorflow; sys_platform == 'linux'",
     "tqdm",
-    "datafusion>=50.1",
+    "ray[data]; python_version < '3.12'",
 ]
 dev = ["ruff==0.4.1", "pyright"]
 benchmarks = ["pytest-benchmark"]
-torch = ["torch"]
+notebook = ["jupyter", "duckdb>=0.7"]
 
 [tool.ruff]
 lint.select = ["F", "E", "W", "I", "G", "TCH", "PERF", "B019"]
@@ -100,6 +92,8 @@ markers = [
     "slow",
     "torch: tests which rely on pytorch being installed",
     "recurring: marks tests as recurring tests",
+    "pandas_dep: tests which require pandas/polars/duckdb/datafusion",
+    "tf_dep: tests which require tensorflow",
 ]
 filterwarnings = [
     'error::FutureWarning',
diff --git a/python/python/tests/pandas_tests/pyproject.toml b/python/python/tests/pandas_tests/pyproject.toml
new file mode 100644
index 00000000000..514e721a022
--- /dev/null
+++ b/python/python/tests/pandas_tests/pyproject.toml
@@ -0,0 +1,21 @@
+[project]
+name = "pylance-pandas-tests"
+version = "0.0.0"
+requires-python = ">=3.9,<3.13"
+dependencies = [
+    "pylance[tests]",
+    "pandas",
+    "pillow",
+    "polars[pyarrow,pandas]",
+    "duckdb",
+    "datafusion>=50.1",
+    "ml_dtypes",
+    "datasets",
+    "psutil",
+]
+
+[tool.uv.sources]
+pylance = { path = "../../../" }
+
+[tool.pytest.ini_options]
+addopts = "-m pandas_dep"
diff --git a/python/python/tests/pandas_tests/uv.lock b/python/python/tests/pandas_tests/uv.lock
new file mode 100644
index 00000000000..ec0049cb3a0
--- /dev/null
+++ b/python/python/tests/pandas_tests/uv.lock
@@ -0,0 +1,2283 @@
+version = 1
+revision = 3
+requires-python = ">=3.9, <3.13"
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+    "python_full_version == '3.10.*'",
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+]
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diff --git a/python/python/tests/test_arrow.py b/python/python/tests/test_arrow.py
index 4215866c2d5..ff94dfc7091 100644
--- a/python/python/tests/test_arrow.py
+++ b/python/python/tests/test_arrow.py
@@ -8,9 +8,12 @@
 
 import lance
 import numpy as np
-import pandas as pd
 import pyarrow as pa
 import pytest
+
+pytestmark = pytest.mark.pandas_dep
+
+pd = pytest.importorskip("pandas")
 from lance.arrow import (
     BFloat16,
     BFloat16Array,
@@ -261,6 +264,7 @@ def test_image_uri_arrays(tmp_path: Path, png_uris):
     assert large_array.to_pylist() == encoded_image_array.to_pylist()
 
 
+@pytest.mark.tf_dep
 def test_image_tensor_arrays(tmp_path: Path, png_uris):
     tf = pytest.importorskip("tensorflow")
 
diff --git a/python/python/tests/test_dataset.py b/python/python/tests/test_dataset.py
index d167c79dcfe..04c38424ea6 100644
--- a/python/python/tests/test_dataset.py
+++ b/python/python/tests/test_dataset.py
@@ -18,14 +18,17 @@
 import lance
 import lance.fragment
 import numpy as np
-import pandas as pd
-import pandas.testing as tm
 import polars as pl
 import pyarrow as pa
 import pyarrow.compute as pc
 import pyarrow.dataset as pa_ds
 import pyarrow.parquet as pq
 import pytest
+
+pytestmark = pytest.mark.pandas_dep
+
+pd = pytest.importorskip("pandas")
+tm = pytest.importorskip("pandas.testing")
 from helper import ProgressForTest
 from lance._dataset.sharded_batch_iterator import ShardedBatchIterator
 from lance.commit import CommitConflictError
diff --git a/python/python/tests/test_filter.py b/python/python/tests/test_filter.py
index bfff742d611..73dbfaef5d6 100644
--- a/python/python/tests/test_filter.py
+++ b/python/python/tests/test_filter.py
@@ -11,11 +11,14 @@
 
 import lance
 import numpy as np
-import pandas as pd
-import pandas.testing as tm
 import pyarrow as pa
 import pyarrow.compute as pc
 import pytest
+
+pytestmark = pytest.mark.pandas_dep
+
+pd = pytest.importorskip("pandas")
+tm = pytest.importorskip("pandas.testing")
 from lance.vector import vec_to_table
 
 
diff --git a/python/python/tests/test_fragment.py b/python/python/tests/test_fragment.py
index 40e2a69df22..074f8d3af37 100644
--- a/python/python/tests/test_fragment.py
+++ b/python/python/tests/test_fragment.py
@@ -8,7 +8,6 @@
 from pathlib import Path
 
 import lance
-import pandas as pd
 import pyarrow as pa
 import pyarrow.compute as pc
 import pytest
@@ -25,6 +24,10 @@
 from lance.fragment import write_fragments
 from lance.progress import FileSystemFragmentWriteProgress
 
+pytestmark = pytest.mark.pandas_dep
+
+pd = pytest.importorskip("pandas")
+
 
 def test_write_fragment(tmp_path: Path):
     with pytest.raises(OSError):
diff --git a/python/python/tests/test_huggingface.py b/python/python/tests/test_huggingface.py
index 24dca5c8174..f323fae7404 100644
--- a/python/python/tests/test_huggingface.py
+++ b/python/python/tests/test_huggingface.py
@@ -8,6 +8,8 @@
 import pyarrow as pa
 import pytest
 
+pytestmark = pytest.mark.pandas_dep
+
 datasets = pytest.importorskip("datasets")
 pil = pytest.importorskip("PIL")
 
diff --git a/python/python/tests/test_lance.py b/python/python/tests/test_lance.py
index 0162e370665..06c0dc49f03 100644
--- a/python/python/tests/test_lance.py
+++ b/python/python/tests/test_lance.py
@@ -4,13 +4,15 @@
 import lance
 import lance.arrow
 import numpy as np
-import pandas as pd
 import pyarrow as pa
 import pyarrow.dataset as pa_ds
 import pytest
 from lance.util import validate_vector_index
 from lance.vector import vec_to_table
 
+pytestmark = pytest.mark.pandas_dep
+
+pd = pytest.importorskip("pandas")
 
 def test_table_roundtrip(tmp_path, provide_pandas):
     uri = tmp_path
diff --git a/python/python/tests/test_multi_base.py b/python/python/tests/test_multi_base.py
index d7164f639f7..22bed7ef079 100644
--- a/python/python/tests/test_multi_base.py
+++ b/python/python/tests/test_multi_base.py
@@ -11,10 +11,13 @@
 from pathlib import Path
 
 import lance
-import pandas as pd
 import pytest
 from lance import DatasetBasePath
 
+pytestmark = pytest.mark.pandas_dep
+
+pd = pytest.importorskip("pandas")
+
 
 class TestMultiBase:
     """Test multi-base dataset functionality with local file system."""
diff --git a/python/python/tests/test_schema_evolution.py b/python/python/tests/test_schema_evolution.py
index 6560d8c7e7d..2bf9a20c3dc 100644
--- a/python/python/tests/test_schema_evolution.py
+++ b/python/python/tests/test_schema_evolution.py
@@ -7,10 +7,13 @@
 
 import lance
 import numpy as np
-import pandas as pd
 import pyarrow as pa
 import pyarrow.compute as pc
 import pytest
+
+pytestmark = pytest.mark.pandas_dep
+
+pd = pytest.importorskip("pandas")
 from lance import LanceDataset
 from lance.file import LanceFileReader, LanceFileWriter
 
diff --git a/python/python/tests/test_table_provider.py b/python/python/tests/test_table_provider.py
index d4d35556e32..ddf3ad54074 100644
--- a/python/python/tests/test_table_provider.py
+++ b/python/python/tests/test_table_provider.py
@@ -5,10 +5,14 @@
 
 import lance
 import numpy as np
-import pandas as pd
 import pyarrow as pa
 from datafusion import SessionContext, col
 from lance import FFILanceTableProvider, LanceDataset
+import pytest
+
+pytestmark = pytest.mark.pandas_dep
+
+pd = pytest.importorskip("pandas")
 
 
 def normalize(batches: list[pa.RecordBatch]) -> pa.RecordBatch:
diff --git a/python/python/tests/test_tf.py b/python/python/tests/test_tf.py
index 878a8b29425..16d3750b134 100644
--- a/python/python/tests/test_tf.py
+++ b/python/python/tests/test_tf.py
@@ -7,24 +7,18 @@
 import lance
 import ml_dtypes
 import numpy as np
-import pandas as pd
 import pyarrow as pa
 import pytest
 from lance.arrow import BFloat16Type, ImageArray, bfloat16_array
 from lance.fragment import LanceFragment
 
-pytest.skip("Skip tensorflow tests", allow_module_level=True)
-
-try:
-    with warnings.catch_warnings():
-        warnings.filterwarnings("ignore", category=DeprecationWarning)
-        import tensorflow as tf  # noqa: F401
-except ImportError:
-    pytest.skip(
-        "Tensorflow is not installed. Please install tensorflow to "
-        + "test lance.tf module.",
-        allow_module_level=True,
-    )
+pytestmark = pytest.mark.tf_dep
+
+pd = pytest.importorskip("pandas")
+
+with warnings.catch_warnings():
+    warnings.filterwarnings("ignore", category=DeprecationWarning)
+    tf = pytest.importorskip("tensorflow")
 
 from lance.tf.data import (  # noqa: E402
     from_lance,
diff --git a/python/python/tests/tf_tests/pyproject.toml b/python/python/tests/tf_tests/pyproject.toml
new file mode 100644
index 00000000000..d2c50391b84
--- /dev/null
+++ b/python/python/tests/tf_tests/pyproject.toml
@@ -0,0 +1,16 @@
+[project]
+name = "pylance-tf-tests"
+version = "0.0.0"
+requires-python = ">=3.9,<3.13"
+dependencies = [
+    "pylance[tests]",
+    "tensorflow",
+    "ml_dtypes",
+    "pandas",
+]
+
+[tool.uv.sources]
+pylance = { path = "../../../" }
+
+[tool.pytest.ini_options]
+addopts = "-m tf_dep"
diff --git a/python/python/tests/tf_tests/uv.lock b/python/python/tests/tf_tests/uv.lock
new file mode 100644
index 00000000000..fe781aa460c
--- /dev/null
+++ b/python/python/tests/tf_tests/uv.lock
@@ -0,0 +1,2962 @@
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+revision = 3
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diff --git a/python/python/tests/test_torch.py b/python/python/tests/torch_tests/test_torch.py
similarity index 100%
rename from python/python/tests/test_torch.py
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diff --git a/python/python/tests/torch_tests/uv.lock b/python/python/tests/torch_tests/uv.lock
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index 00000000000..ae5d944a68d
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diff --git a/python/uv.lock b/python/uv.lock
index cdb35201ae8..aa8511d8fd5 100644
--- a/python/uv.lock
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