diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 0e86407de11..f5234f58efe 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -155,7 +155,7 @@ repos:
           )
       - id: verify-alpha-spec
   - repo: https://github.com/rapidsai/dependency-file-generator
-    rev: v1.13.11
+    rev: v1.16.0
     hooks:
       - id: rapids-dependency-file-generator
         args: ["--clean"]
diff --git a/ci/build_cpp.sh b/ci/build_cpp.sh
index e5fcef17a83..3d06eacf9ff 100755
--- a/ci/build_cpp.sh
+++ b/ci/build_cpp.sh
@@ -15,8 +15,12 @@ rapids-print-env
 
 rapids-logger "Begin cpp build"
 
+sccache --zero-stats
+
 # With boa installed conda build forward to boa
 RAPIDS_PACKAGE_VERSION=$(rapids-generate-version) rapids-conda-retry mambabuild \
     conda/recipes/libcudf
 
+sccache --show-adv-stats
+
 rapids-upload-conda-to-s3 cpp
diff --git a/ci/build_python.sh b/ci/build_python.sh
index 823d7f62290..ed90041cc77 100755
--- a/ci/build_python.sh
+++ b/ci/build_python.sh
@@ -19,6 +19,8 @@ rapids-logger "Begin py build"
 
 CPP_CHANNEL=$(rapids-download-conda-from-s3 cpp)
 
+sccache --zero-stats
+
 # TODO: Remove `--no-test` flag once importing on a CPU
 # node works correctly
 # With boa installed conda build forwards to the boa builder
@@ -28,12 +30,18 @@ RAPIDS_PACKAGE_VERSION=$(head -1 ./VERSION) rapids-conda-retry mambabuild \
   --channel "${CPP_CHANNEL}" \
   conda/recipes/pylibcudf
 
+sccache --show-adv-stats
+sccache --zero-stats
+
 RAPIDS_PACKAGE_VERSION=$(head -1 ./VERSION) rapids-conda-retry mambabuild \
   --no-test \
   --channel "${CPP_CHANNEL}" \
   --channel "${RAPIDS_CONDA_BLD_OUTPUT_DIR}" \
   conda/recipes/cudf
 
+sccache --show-adv-stats
+sccache --zero-stats
+
 RAPIDS_PACKAGE_VERSION=$(head -1 ./VERSION) rapids-conda-retry mambabuild \
   --no-test \
   --channel "${CPP_CHANNEL}" \
@@ -46,6 +54,8 @@ RAPIDS_PACKAGE_VERSION=$(head -1 ./VERSION) rapids-conda-retry mambabuild \
   --channel "${RAPIDS_CONDA_BLD_OUTPUT_DIR}" \
   conda/recipes/cudf_kafka
 
+sccache --show-adv-stats
+
 RAPIDS_PACKAGE_VERSION=$(head -1 ./VERSION) rapids-conda-retry mambabuild \
   --no-test \
   --channel "${CPP_CHANNEL}" \
diff --git a/ci/build_wheel.sh b/ci/build_wheel.sh
index bf76f4ed29a..78b8a8a08cf 100755
--- a/ci/build_wheel.sh
+++ b/ci/build_wheel.sh
@@ -3,7 +3,8 @@
 
 set -euo pipefail
 
-package_dir=$1
+package_name=$1
+package_dir=$2
 
 source rapids-configure-sccache
 source rapids-date-string
@@ -12,4 +13,14 @@ rapids-generate-version > ./VERSION
 
 cd "${package_dir}"
 
-python -m pip wheel . -w dist -v --no-deps --disable-pip-version-check
+sccache --zero-stats
+
+rapids-logger "Building '${package_name}' wheel"
+python -m pip wheel \
+    -w dist \
+    -v \
+    --no-deps \
+    --disable-pip-version-check \
+    .
+
+sccache --show-adv-stats
diff --git a/ci/build_wheel_cudf.sh b/ci/build_wheel_cudf.sh
index fb93b06dbe2..fef4416a366 100755
--- a/ci/build_wheel_cudf.sh
+++ b/ci/build_wheel_cudf.sh
@@ -18,7 +18,7 @@ echo "libcudf-${RAPIDS_PY_CUDA_SUFFIX} @ file://$(echo /tmp/libcudf_dist/libcudf
 echo "pylibcudf-${RAPIDS_PY_CUDA_SUFFIX} @ file://$(echo /tmp/pylibcudf_dist/pylibcudf_*.whl)" >> /tmp/constraints.txt
 export PIP_CONSTRAINT="/tmp/constraints.txt"
 
-./ci/build_wheel.sh ${package_dir}
+./ci/build_wheel.sh cudf ${package_dir}
 
 python -m auditwheel repair \
     --exclude libcudf.so \
diff --git a/ci/build_wheel_cudf_polars.sh b/ci/build_wheel_cudf_polars.sh
index 9c945e11c00..79853cdbdb2 100755
--- a/ci/build_wheel_cudf_polars.sh
+++ b/ci/build_wheel_cudf_polars.sh
@@ -5,7 +5,7 @@ set -euo pipefail
 
 package_dir="python/cudf_polars"
 
-./ci/build_wheel.sh ${package_dir}
+./ci/build_wheel.sh cudf-polars ${package_dir}
 
 RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen ${RAPIDS_CUDA_VERSION})"
-RAPIDS_PY_WHEEL_NAME="cudf_polars_${RAPIDS_PY_CUDA_SUFFIX}" RAPIDS_PY_WHEEL_PURE="1" rapids-upload-wheels-to-s3 ${package_dir}/dist
+RAPIDS_PY_WHEEL_NAME="cudf_polars_${RAPIDS_PY_CUDA_SUFFIX}" RAPIDS_PY_WHEEL_PURE="1" rapids-upload-wheels-to-s3 python ${package_dir}/dist
diff --git a/ci/build_wheel_dask_cudf.sh b/ci/build_wheel_dask_cudf.sh
index eb2a91289f7..00c64afa2ef 100755
--- a/ci/build_wheel_dask_cudf.sh
+++ b/ci/build_wheel_dask_cudf.sh
@@ -5,7 +5,7 @@ set -euo pipefail
 
 package_dir="python/dask_cudf"
 
-./ci/build_wheel.sh ${package_dir}
+./ci/build_wheel.sh dask-cudf ${package_dir}
 
 RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen ${RAPIDS_CUDA_VERSION})"
-RAPIDS_PY_WHEEL_NAME="dask_cudf_${RAPIDS_PY_CUDA_SUFFIX}" RAPIDS_PY_WHEEL_PURE="1" rapids-upload-wheels-to-s3 ${package_dir}/dist
+RAPIDS_PY_WHEEL_NAME="dask_cudf_${RAPIDS_PY_CUDA_SUFFIX}" RAPIDS_PY_WHEEL_PURE="1" rapids-upload-wheels-to-s3 python ${package_dir}/dist
diff --git a/ci/build_wheel_libcudf.sh b/ci/build_wheel_libcudf.sh
index 91bc071583e..b3d6778ea04 100755
--- a/ci/build_wheel_libcudf.sh
+++ b/ci/build_wheel_libcudf.sh
@@ -3,10 +3,30 @@
 
 set -euo pipefail
 
+package_name="libcudf"
 package_dir="python/libcudf"
 
+rapids-logger "Generating build requirements"
+
+rapids-dependency-file-generator \
+  --output requirements \
+  --file-key "py_build_${package_name}" \
+  --file-key "py_rapids_build_${package_name}" \
+  --matrix "cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch);py=${RAPIDS_PY_VERSION};cuda_suffixed=true" \
+| tee /tmp/requirements-build.txt
+
+rapids-logger "Installing build requirements"
+python -m pip install \
+    -v \
+    --prefer-binary \
+    -r /tmp/requirements-build.txt
+
+# build with '--no-build-isolation', for better sccache hit rate
+# 0 really means "add --no-build-isolation" (ref: https://github.com/pypa/pip/issues/5735)
+export PIP_NO_BUILD_ISOLATION=0
+
 export SKBUILD_CMAKE_ARGS="-DUSE_NVCOMP_RUNTIME_WHEEL=ON"
-./ci/build_wheel.sh ${package_dir}
+./ci/build_wheel.sh "${package_name}" "${package_dir}"
 
 RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen ${RAPIDS_CUDA_VERSION})"
 
@@ -16,4 +36,4 @@ python -m auditwheel repair \
     -w ${package_dir}/final_dist \
     ${package_dir}/dist/*
 
-RAPIDS_PY_WHEEL_NAME="libcudf_${RAPIDS_PY_CUDA_SUFFIX}" rapids-upload-wheels-to-s3 cpp ${package_dir}/final_dist
+RAPIDS_PY_WHEEL_NAME="${package_name}_${RAPIDS_PY_CUDA_SUFFIX}" rapids-upload-wheels-to-s3 cpp "${package_dir}/final_dist"
diff --git a/ci/build_wheel_pylibcudf.sh b/ci/build_wheel_pylibcudf.sh
index 5e9f7f8a0c4..839d98846fe 100755
--- a/ci/build_wheel_pylibcudf.sh
+++ b/ci/build_wheel_pylibcudf.sh
@@ -16,7 +16,7 @@ RAPIDS_PY_WHEEL_NAME="libcudf_${RAPIDS_PY_CUDA_SUFFIX}" rapids-download-wheels-f
 echo "libcudf-${RAPIDS_PY_CUDA_SUFFIX} @ file://$(echo /tmp/libcudf_dist/libcudf_*.whl)" > /tmp/constraints.txt
 export PIP_CONSTRAINT="/tmp/constraints.txt"
 
-./ci/build_wheel.sh ${package_dir}
+./ci/build_wheel.sh pylibcudf ${package_dir}
 
 python -m auditwheel repair \
     --exclude libcudf.so \
@@ -24,4 +24,4 @@ python -m auditwheel repair \
     -w ${package_dir}/final_dist \
     ${package_dir}/dist/*
 
-RAPIDS_PY_WHEEL_NAME="pylibcudf_${RAPIDS_PY_CUDA_SUFFIX}" rapids-upload-wheels-to-s3 ${package_dir}/final_dist
+RAPIDS_PY_WHEEL_NAME="pylibcudf_${RAPIDS_PY_CUDA_SUFFIX}" rapids-upload-wheels-to-s3 python ${package_dir}/final_dist
diff --git a/dependencies.yaml b/dependencies.yaml
index 4804f7b00b0..7c7aa43fa41 100644
--- a/dependencies.yaml
+++ b/dependencies.yaml
@@ -232,7 +232,7 @@ files:
       key: cudf-pandas-tests
     includes:
       - test_python_cudf_pandas
-  py_rapids_build_cudf_polars:
+  py_build_cudf_polars:
     output: pyproject
     pyproject_dir: python/cudf_polars
     extras: