diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3949b4c3d..bd10e977a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -48,7 +48,7 @@ repos:
             - id: verify-copyright
             - 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 c23dac174..effab796d 100755
--- a/ci/build_cpp.sh
+++ b/ci/build_cpp.sh
@@ -15,7 +15,11 @@ rapids-print-env
 
 rapids-logger "Begin cpp build"
 
+sccache --zero-stats
+
 RAPIDS_PACKAGE_VERSION=$(rapids-generate-version) rapids-conda-retry mambabuild \
     conda/recipes/libcuspatial
 
+sccache --show-adv-stats
+
 rapids-upload-conda-to-s3 cpp
diff --git a/ci/build_python.sh b/ci/build_python.sh
index fc1066fc7..e0ff96639 100755
--- a/ci/build_python.sh
+++ b/ci/build_python.sh
@@ -21,6 +21,8 @@ CPP_CHANNEL=$(rapids-download-conda-from-s3 cpp)
 
 rapids-logger "Begin py build cuSpatial"
 
+sccache --zero-stats
+
 # TODO: Remove `--no-test` flag once importing on a CPU
 # node works correctly
 RAPIDS_PACKAGE_VERSION=$(head -1 ./VERSION) rapids-conda-retry mambabuild \
@@ -28,8 +30,12 @@ RAPIDS_PACKAGE_VERSION=$(head -1 ./VERSION) rapids-conda-retry mambabuild \
   --channel "${CPP_CHANNEL}" \
   conda/recipes/cuspatial
 
+sccache --show-adv-stats
+
 rapids-logger "Begin py build cuProj"
 
+sccache --zero-stats
+
 # TODO: Remove `--no-test` flag once importing on a CPU
 # node works correctly
 RAPIDS_PACKAGE_VERSION=$(head -1 ./VERSION) rapids-conda-retry mambabuild \
@@ -37,4 +43,6 @@ RAPIDS_PACKAGE_VERSION=$(head -1 ./VERSION) rapids-conda-retry mambabuild \
   --channel "${CPP_CHANNEL}" \
   conda/recipes/cuproj
 
+sccache --show-adv-stats
+
 rapids-upload-conda-to-s3 python
diff --git a/ci/build_wheel.sh b/ci/build_wheel.sh
index 75328d272..363d10d42 100755
--- a/ci/build_wheel.sh
+++ b/ci/build_wheel.sh
@@ -35,7 +35,15 @@ RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen ${RAPIDS_CUDA_VERSION})"
 
 cd "${package_dir}"
 
-python -m pip wheel . -w dist -vvv --no-deps --disable-pip-version-check
+rapids-logger "Building '${package_name}' wheel"
+python -m pip wheel \
+    -w dist \
+    -v \
+    --no-deps \
+    --disable-pip-version-check \
+    .
+
+sccache --show-adv-stats
 
 mkdir -p final_dist
 python -m auditwheel repair \
diff --git a/ci/build_wheel_libcuspatial.sh b/ci/build_wheel_libcuspatial.sh
index 742a58caa..ed3822207 100755
--- a/ci/build_wheel_libcuspatial.sh
+++ b/ci/build_wheel_libcuspatial.sh
@@ -3,4 +3,26 @@
 
 set -euo pipefail
 
-ci/build_wheel.sh libcuspatial python/libcuspatial cpp
+package_name="libcuspatial"
+
+rapids-logger "Generating build requirements"
+matrix_selectors="cuda=${RAPIDS_CUDA_VERSION%.*};arch=$(arch);py=${RAPIDS_PY_VERSION};cuda_suffixed=true"
+
+rapids-dependency-file-generator \
+  --output requirements \
+  --file-key "py_build_${package_name}" \
+  --file-key "py_rapids_build_${package_name}" \
+  --matrix "${matrix_selectors}" \
+| 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
+
+ci/build_wheel.sh "${package_name}" python/libcuspatial cpp