diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 458d8b1b51..5a5342a74e 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -117,7 +117,7 @@ repos:
                   cpp/cmake/modules/FindAVX[.]cmake
           - 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 c456bcae80..92586c7c0a 100755
--- a/ci/build_cpp.sh
+++ b/ci/build_cpp.sh
@@ -15,6 +15,10 @@ rapids-print-env
 
 rapids-logger "Begin cpp build"
 
+sccache --zero-stats
+
 RAPIDS_PACKAGE_VERSION=$(rapids-generate-version) rapids-conda-retry mambabuild conda/recipes/libraft
 
+sccache --show-adv-stats
+
 rapids-upload-conda-to-s3 cpp
diff --git a/ci/build_python.sh b/ci/build_python.sh
index 80d37b5ae3..dc303de4f5 100755
--- a/ci/build_python.sh
+++ b/ci/build_python.sh
@@ -22,6 +22,8 @@ git_commit=$(git rev-parse HEAD)
 export RAPIDS_PACKAGE_VERSION=${version}
 echo "${version}" > VERSION
 
+sccache --zero-stats
+
 # TODO: Remove `--no-test` flags once importing on a CPU
 # node works correctly
 rapids-conda-retry mambabuild \
@@ -29,12 +31,18 @@ rapids-conda-retry mambabuild \
   --channel "${CPP_CHANNEL}" \
   conda/recipes/pylibraft
 
+sccache --show-adv-stats
+sccache --zero-stats
+
 rapids-conda-retry mambabuild \
   --no-test \
   --channel "${CPP_CHANNEL}" \
   --channel "${RAPIDS_CONDA_BLD_OUTPUT_DIR}" \
   conda/recipes/raft-dask
 
+sccache --show-adv-stats
+sccache --zero-stats
+
 # Build ann-bench for each cuda and python version
 rapids-conda-retry mambabuild \
   --no-test \
@@ -42,15 +50,21 @@ rapids-conda-retry mambabuild \
   --channel "${RAPIDS_CONDA_BLD_OUTPUT_DIR}" \
   conda/recipes/raft-ann-bench
 
+sccache --show-adv-stats
+
 # Build ann-bench-cpu only in CUDA 11 jobs since it only depends on python
 # version
 RAPIDS_CUDA_MAJOR="${RAPIDS_CUDA_VERSION%%.*}"
 if [[ ${RAPIDS_CUDA_MAJOR} == "11" ]]; then
+  sccache --zero-stats
+
   rapids-conda-retry mambabuild \
   --no-test \
   --channel "${CPP_CHANNEL}" \
   --channel "${RAPIDS_CONDA_BLD_OUTPUT_DIR}" \
   conda/recipes/raft-ann-bench-cpu
+
+  sccache --show-adv-stats
 fi
 
 rapids-upload-conda-to-s3 python
diff --git a/ci/build_wheel.sh b/ci/build_wheel.sh
index e7ae52f33a..326ee9a4c7 100755
--- a/ci/build_wheel.sh
+++ b/ci/build_wheel.sh
@@ -16,7 +16,7 @@ source rapids-date-string
 
 RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen ${RAPIDS_CUDA_VERSION})"
 
-rapids-generate-version > VERSION
+rapids-generate-version > ./VERSION
 
 cd "${package_dir}"
 
@@ -39,10 +39,20 @@ case "${RAPIDS_CUDA_VERSION}" in
   ;;
 esac
 
-# Hardcode the output dir
-python -m pip wheel . -w dist -vvv --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
 
 mkdir -p final_dist
 python -m auditwheel repair -w final_dist "${EXCLUDE_ARGS[@]}" dist/*
 
-RAPIDS_PY_WHEEL_NAME="${underscore_package_name}_${RAPIDS_PY_CUDA_SUFFIX}" rapids-upload-wheels-to-s3 final_dist
+RAPIDS_PY_WHEEL_NAME="${underscore_package_name}_${RAPIDS_PY_CUDA_SUFFIX}" rapids-upload-wheels-to-s3 python final_dist