diff --git a/.github/workflows/build_linux_wheel/action.yml b/.github/workflows/build_linux_wheel/action.yml
index fd9e7377..2c4927e0 100644
--- a/.github/workflows/build_linux_wheel/action.yml
+++ b/.github/workflows/build_linux_wheel/action.yml
@@ -46,6 +46,7 @@ runs:
       with:
         command: build
         working-directory: python
+        docker-options: "-e PIP_EXTRA_INDEX_URL=https://pypi.fury.io/lancedb/"
         target: aarch64-unknown-linux-gnu
         manylinux: ${{ inputs.manylinux }}
         args: ${{ inputs.args }}
diff --git a/.github/workflows/build_mac_wheel/action.yml b/.github/workflows/build_mac_wheel/action.yml
index 1932262d..9c7db5ea 100644
--- a/.github/workflows/build_mac_wheel/action.yml
+++ b/.github/workflows/build_mac_wheel/action.yml
@@ -21,5 +21,6 @@ runs:
       with:
         command: build
         args: ${{ inputs.args }}
+        docker-options: "-e PIP_EXTRA_INDEX_URL=https://pypi.fury.io/lancedb/"
         working-directory: python
         interpreter: 3.${{ inputs.python-minor-version }}
diff --git a/.github/workflows/build_windows_wheel/action.yml b/.github/workflows/build_windows_wheel/action.yml
index 756334f8..ac0f81c1 100644
--- a/.github/workflows/build_windows_wheel/action.yml
+++ b/.github/workflows/build_windows_wheel/action.yml
@@ -26,6 +26,7 @@ runs:
       with:
         command: build
         args: ${{ inputs.args }}
+        docker-options: "-e PIP_EXTRA_INDEX_URL=https://pypi.fury.io/lancedb/"
         working-directory: python
     - uses: actions/upload-artifact@v3
       with:
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index a4f19340..04967e21 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -65,7 +65,7 @@ jobs:
           workspaces: python
       - name: Install
         run: |
-          pip install -e .[tests,dev,embeddings]
+          pip install --extra-index-url https://pypi.fury.io/lancedb/ -e .[tests,dev,embeddings]
           pip install tantivy
           pip install mlx
       - name: Doctest
@@ -189,7 +189,7 @@ jobs:
       - name: Install lancedb
         run: |
           pip install "pydantic<2"
-          pip install -e .[tests]
+          pip install --extra-index-url https://pypi.fury.io/lancedb/ -e .[tests]
           pip install tantivy
       - name: Run tests
         run: pytest -m "not slow and not s3_test" -x -v --durations=30 python/tests
diff --git a/.github/workflows/run_tests/action.yml b/.github/workflows/run_tests/action.yml
index 2954d256..44623cce 100644
--- a/.github/workflows/run_tests/action.yml
+++ b/.github/workflows/run_tests/action.yml
@@ -15,7 +15,7 @@ runs:
     - name: Install lancedb
       shell: bash
       run: |
-        pip3 install $(ls target/wheels/lancedb-*.whl)[tests,dev]
+        pip3 install --extra-index-url https://pypi.fury.io/lancedb/ $(ls target/wheels/lancedb-*.whl)[tests,dev]
     - name: Setup localstack for integration tests
       if: ${{ inputs.integration == 'true' }}
       shell: bash
diff --git a/Cargo.toml b/Cargo.toml
index 81c02a6b..f8b1bacd 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -20,11 +20,13 @@ keywords = ["lancedb", "lance", "database", "vector", "search"]
 categories = ["database-implementations"]
 
 [workspace.dependencies]
-lance = { "version" = "=0.12.1", "features" = ["dynamodb"] }
-lance-index = { "version" = "=0.12.1" }
-lance-linalg = { "version" = "=0.12.1" }
-lance-testing = { "version" = "=0.12.1" }
-lance-datafusion = { "version" = "=0.12.1" }
+lance = { "version" = "=0.12.2", "features" = [
+    "dynamodb",
+], git = "https://github.com/lancedb/lance.git", tag = "v0.12.2-beta.2" }
+lance-index = { "version" = "=0.12.2", git = "https://github.com/lancedb/lance.git", tag = "v0.12.2-beta.2" }
+lance-linalg = { "version" = "=0.12.2", git = "https://github.com/lancedb/lance.git", tag = "v0.12.2-beta.2" }
+lance-testing = { "version" = "=0.12.2", git = "https://github.com/lancedb/lance.git", tag = "v0.12.2-beta.2" }
+lance-datafusion = { "version" = "=0.12.2", git = "https://github.com/lancedb/lance.git", tag = "v0.12.2-beta.2" }
 # Note that this one does not include pyarrow
 arrow = { version = "51.0", optional = false }
 arrow-array = "51.0"
diff --git a/python/pyproject.toml b/python/pyproject.toml
index 6ce17763..91a336e3 100644
--- a/python/pyproject.toml
+++ b/python/pyproject.toml
@@ -3,7 +3,7 @@ name = "lancedb"
 # version in Cargo.toml
 dependencies = [
     "deprecation",
-    "pylance==0.12.1",
+    "pylance==0.12.2-beta.2",
     "ratelimiter~=1.0",
     "requests>=2.31.0",
     "retry>=0.9.2",
@@ -57,15 +57,10 @@ tests = [
     "duckdb",
     "pytz",
     "polars>=0.19",
-    "tantivy"
+    "tantivy",
 ]
 dev = ["ruff", "pre-commit"]
-docs = [
-    "mkdocs",
-    "mkdocs-jupyter",
-    "mkdocs-material",
-    "mkdocstrings[python]",
-]
+docs = ["mkdocs", "mkdocs-jupyter", "mkdocs-material", "mkdocstrings[python]"]
 clip = ["torch", "pillow", "open-clip"]
 embeddings = [
     "openai>=1.6.1",
@@ -100,5 +95,5 @@ addopts = "--strict-markers --ignore-glob=lancedb/embeddings/*.py"
 markers = [
     "slow: marks tests as slow (deselect with '-m \"not slow\"')",
     "asyncio",
-    "s3_test"
+    "s3_test",
 ]