diff --git a/README.md b/README.md
index 497a45358..7651c8196 100644
--- a/README.md
+++ b/README.md
@@ -135,6 +135,19 @@ You can run the tests (after installation) with
 
     pytest tests
 
+GPU-specific tests require additional dependencies specified in `continuous_integration/gpuci/environment.yaml`.
+These can be added to the development environment by running
+
+```
+conda env update -n dask-sql -f continuous_integration/gpuci/environment.yaml
+```
+
+And GPU-specific tests can be run with
+
+```
+pytest tests -m gpu --rungpu
+```
+
 ## SQL Server
 
 `dask-sql` comes with a small test implementation for a SQL server.
diff --git a/continuous_integration/gpuci/environment.yaml b/continuous_integration/gpuci/environment.yaml
new file mode 100644
index 000000000..efceccb2f
--- /dev/null
+++ b/continuous_integration/gpuci/environment.yaml
@@ -0,0 +1,17 @@
+name: gpuci
+channels:
+  - rapidsai
+  - rapidsai-nightly
+  - nvidia
+dependencies:
+  - rust>=1.60.0
+  - setuptools-rust>=1.2.0
+  - cudatoolkit=11.5
+  - cudf=22.08
+  - cuml=22.08
+  - dask-cudf=22.08
+  - dask-cuda=22.08
+  - numpy>=1.20.0
+  - ucx-proc=*=gpu
+  - ucx-py=0.27
+  - xgboost=*=cuda_*
diff --git a/docs/source/installation.rst b/docs/source/installation.rst
index e082dc893..8c194fd2c 100644
--- a/docs/source/installation.rst
+++ b/docs/source/installation.rst
@@ -109,6 +109,19 @@ You can run the tests (after installation) with
 
     pytest tests
 
+GPU-specific tests require additional dependencies specified in `continuous_integration/gpuci/environment.yaml`.
+These can be added to the development environment by running
+
+.. code-block:: bash
+
+    conda env update -n dask-sql -f continuous_integration/gpuci/environment.yaml
+
+And GPU-specific tests can be run with
+
+.. code-block:: bash
+
+    pytest tests -m gpu --rungpu
+
 This repository uses pre-commit hooks. To install them, call
 
 .. code-block:: bash