diff --git a/tools/rapids-generate-pip-constraints b/tools/rapids-generate-pip-constraints
new file mode 100755
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+++ b/tools/rapids-generate-pip-constraints
@@ -0,0 +1,37 @@
+#!/bin/bash
+
+# Write out a constraints.txt file for use with 'pip'.
+#
+# For more context:
+#  * https://github.com/rapidsai/shared-workflows/pull/228
+#  * https://github.com/rapidsai/cudf/pull/16570#discussion_r1735300231
+#
+# Positional arguments:
+#
+#    1) file key to be passed to `rapids-dependency-file-generator --file-key`
+#    2) filepath to write the constraint data to
+#
+# [usage]
+#
+#   rapids-generate-pip-constraints test_python ./constraints.txt
+#
+
+set -euo pipefail
+
+export RAPIDS_SCRIPT_NAME="rapids-generate-pip-constraints"
+
+file_key="${1}"
+out_file="${2}"
+
+if [[ "${RAPIDS_DEPENDENCIES}" == "oldest" ]]; then
+    rapids-dependency-file-generator \
+        --output requirements \
+        --file-key "${file_key}" \
+        --matrix "cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch);py=${RAPIDS_PY_VERSION};dependencies=${RAPIDS_DEPENDENCIES}" \
+    | tee "${out_file}"
+elif [[ "${RAPIDS_DEPENDENCIES}" == "latest" ]]; then
+    echo "" > "${out_file}"
+else
+    rapids-echo-stderr "Got unrecognized value for RAPIDS_DEPENDENCIES: '${RAPIDS_DEPENDENCIES}'. Expected one of ('latest', 'oldest')."
+    exit 1
+fi