diff --git a/.github/workflows/upstream.yml b/.github/workflows/upstream.yml
new file mode 100644
index 0000000..becb651
--- /dev/null
+++ b/.github/workflows/upstream.yml
@@ -0,0 +1,42 @@
+name: CI
+
+on: [push, pull_request]
+
+jobs:
+  test:
+    name: Upstream
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+
+    steps:
+      - name: Checkout source
+        uses: actions/checkout@v2
+
+      - name: Setup Conda Environment
+        uses: conda-incubator/setup-miniconda@v2.2.0
+        with:
+          miniforge-variant: Mambaforge
+          miniforge-version: latest
+          use-mamba: true
+          channel-priority: strict
+          python-version: "3.11"
+          auto-activate-base: false
+
+      - name: Install dependencies
+        shell: bash -l {0}
+        run: mamba install pytest locket numpy toolz pandas blosc pyzmq pyarrow -c conda-forge
+
+      - name: Install nightly deps
+        shell: bash -l {0}
+        run: |
+          pip install --pre -U --no-deps --index-url https://pypi.anaconda.org/scientific-python-nightly-wheels/simple numpy pandas
+          pip install --pre -U --no-deps --index-url https://pypi.fury.io/arrow-nightlies/ pyarrow
+
+      - name: Install
+        shell: bash -l {0}
+        run: python setup.py install
+
+      - name: Run Tests
+        shell: bash -l {0}
+        run: pytest partd --verbose
diff --git a/setup.cfg b/setup.cfg
index 72c4b4e..cfbea91 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -8,4 +8,9 @@ parentdir_prefix = partd-
 
 [tool:pytest]
 addopts = --strict-markers --strict-config
-filterwarnings = error
+filterwarnings =
+    error
+    ignore:numpy\.core.* is deprecated and has been renamed to numpy\._core\.*:DeprecationWarning:pandas
+    ignore:numpy\.core.* is deprecated and has been renamed to numpy\._core\.*:DeprecationWarning:pyarrow
+    ignore:create_block_manager_from_blocks is deprecated and will be removed in a future version. Use public APIs instead.:DeprecationWarning
+    ignore:Passing a BlockManager to DataFrame is deprecated and will raise in a future version. Use public APIs instead.:DeprecationWarning