diff --git a/ci/cudf_pandas_scripts/run_tests.sh b/ci/cudf_pandas_scripts/run_tests.sh
index c6228a4ef33..f6bdc6f9484 100755
--- a/ci/cudf_pandas_scripts/run_tests.sh
+++ b/ci/cudf_pandas_scripts/run_tests.sh
@@ -56,10 +56,10 @@ else
 
     echo "" > ./constraints.txt
     if [[ $RAPIDS_DEPENDENCIES == "oldest" ]]; then
-        # `test_python` constraints are for `[test]` not `[cudf-pandas-tests]`
+        # `test_python_cudf_pandas` constraints are for `[test]` not `[cudf-pandas-tests]`
         rapids-dependency-file-generator \
             --output requirements \
-            --file-key test_python \
+            --file-key test_python_cudf_pandas \
             --matrix "cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch);py=${RAPIDS_PY_VERSION};dependencies=${RAPIDS_DEPENDENCIES}" \
         | tee ./constraints.txt
     fi
diff --git a/ci/test_python_common.sh b/ci/test_python_common.sh
index d0675b0431a..dc70661a17a 100755
--- a/ci/test_python_common.sh
+++ b/ci/test_python_common.sh
@@ -10,10 +10,10 @@ set -euo pipefail
 rapids-logger "Generate Python testing dependencies"
 
 ENV_YAML_DIR="$(mktemp -d)"
-
+FILE_KEY=$1
 rapids-dependency-file-generator \
   --output conda \
-  --file-key test_python \
+  --file-key ${FILE_KEY} \
   --matrix "cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch);py=${RAPIDS_PY_VERSION};dependencies=${RAPIDS_DEPENDENCIES}" \
     | tee "${ENV_YAML_DIR}/env.yaml"
 
diff --git a/ci/test_python_cudf.sh b/ci/test_python_cudf.sh
index ae34047e87f..2386414b32e 100755
--- a/ci/test_python_cudf.sh
+++ b/ci/test_python_cudf.sh
@@ -5,7 +5,7 @@
 cd "$(dirname "$(realpath "${BASH_SOURCE[0]}")")"/../;
 
 # Common setup steps shared by Python test jobs
-source ./ci/test_python_common.sh
+source ./ci/test_python_common.sh test_python_cudf
 
 rapids-logger "Check GPU usage"
 nvidia-smi
diff --git a/ci/test_python_other.sh b/ci/test_python_other.sh
index 06a24773cae..67c97ad29a5 100755
--- a/ci/test_python_other.sh
+++ b/ci/test_python_other.sh
@@ -5,7 +5,7 @@
 cd "$(dirname "$(realpath "${BASH_SOURCE[0]}")")"/../
 
 # Common setup steps shared by Python test jobs
-source ./ci/test_python_common.sh
+source ./ci/test_python_common.sh test_python_other
 
 rapids-mamba-retry install \
   --channel "${CPP_CHANNEL}" \
diff --git a/dependencies.yaml b/dependencies.yaml
index 620dac95c28..9c95b9f399f 100644
--- a/dependencies.yaml
+++ b/dependencies.yaml
@@ -43,15 +43,28 @@ files:
     includes:
       - cuda_version
       - test_cpp
-  test_python:
+  test_python_cudf_pandas:
     output: none
     includes:
       - cuda_version
       - py_version
       - test_python_common
       - test_python_cudf
-      - test_python_dask_cudf
       - test_python_cudf_pandas
+  test_python_cudf:
+    output: none
+    includes:
+      - cuda_version
+      - py_version
+      - test_python_common
+      - test_python_cudf
+  test_python_other:
+    output: none
+    includes:
+      - cuda_version
+      - py_version
+      - test_python_common
+      - test_python_dask_cudf
   test_java:
     output: none
     includes:
@@ -707,9 +720,7 @@ dependencies:
           - matrix: {dependencies: "oldest"}
             packages:
               - numba==0.57.*
-              - numpy==1.23.*
               - pandas==2.0.*
-              - pyarrow==14.0.0
           - matrix:
             packages:
       - output_types: conda
@@ -764,6 +775,14 @@ dependencies:
           - &transformers transformers==4.39.3
           - tzdata
     specific:
+      - output_types: [conda, requirements]
+        matrices:
+          - matrix: {dependencies: "oldest"}
+            packages:
+              - numpy==1.23.*
+              - pyarrow==14.0.0
+          - matrix:
+            packages:
       - output_types: conda
         matrices:
           - matrix:
@@ -783,6 +802,15 @@ dependencies:
         packages:
           - dask-cuda==24.12.*,>=0.0.0a0
           - *numba
+    specific:
+      - output_types: [conda, requirements]
+        matrices:
+          - matrix: {dependencies: "oldest"}
+            packages:
+              - numpy==1.24.*
+              - pyarrow==14.0.1
+          - matrix:
+            packages:
   depends_on_libcudf:
     common:
       - output_types: conda