diff --git a/.github/workflows/pr.yaml b/.github/workflows/pr.yaml
index 699efc636..63948c666 100644
--- a/.github/workflows/pr.yaml
+++ b/.github/workflows/pr.yaml
@@ -9,6 +9,9 @@ concurrency:
   group: ${{ github.workflow }}-${{ github.ref }}
   cancel-in-progress: true
 
+env:
+  SHARED_ACTIONS_REF: better-download-error-handling
+
 jobs:
   pr-builder:
     needs:
@@ -40,7 +43,7 @@ jobs:
         # This gate is here and not at the job level because we need the job to not be skipped,
         # since other jobs depend on it.
         if: ${{ vars.TELEMETRY_ENABLED == 'true' }}
-        uses: rapidsai/shared-actions/telemetry-dispatch-stash-base-env-vars@main
+        uses: rapidsai/shared-actions/telemetry-dispatch-stash-base-env-vars@better-download-error-handling
   check-nightly-ci:
     # Switch to ubuntu-latest once it defaults to a version of Ubuntu that
     # provides at least Python 3.11 (see
@@ -57,7 +60,7 @@ jobs:
     needs:
       - telemetry-setup
     secrets: inherit
-    uses: rapidsai/shared-workflows/.github/workflows/changed-files.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/changed-files.yaml@github-token-attr-split
     with:
       files_yaml: |
         test_cpp:
@@ -79,40 +82,40 @@ jobs:
     secrets: inherit
     needs:
       - telemetry-setup
-    uses: rapidsai/shared-workflows/.github/workflows/checks.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/checks.yaml@github-token-attr-split
     with:
       enable_check_generated_files: false
       ignored_pr_jobs: telemetry-summarize
-  conda-cpp-build:
+ conda-cpp-build:
     needs: checks
     secrets: inherit
-    uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-build.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-build.yaml@github-token-attr-split
     with:
       build_type: pull-request
   conda-cpp-tests:
     needs: [conda-cpp-build, changed-files]
     secrets: inherit
-    uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-tests.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/conda-cpp-tests.yaml@github-token-attr-split
     if: fromJSON(needs.changed-files.outputs.changed_file_groups).test_cpp
     with:
       build_type: pull-request
   conda-python-build:
     needs: conda-cpp-build
     secrets: inherit
-    uses: rapidsai/shared-workflows/.github/workflows/conda-python-build.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/conda-python-build.yaml@github-token-attr-split
     with:
       build_type: pull-request
   conda-python-tests:
     needs: [conda-python-build, changed-files]
     secrets: inherit
-    uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/conda-python-tests.yaml@github-token-attr-split
     if: fromJSON(needs.changed-files.outputs.changed_file_groups).test_python
     with:
       build_type: pull-request
   docs-build:
     needs: conda-python-build
     secrets: inherit
-    uses: rapidsai/shared-workflows/.github/workflows/custom-job.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/custom-job.yaml@github-token-attr-split
     with:
       build_type: pull-request
       node_type: "gpu-l4-latest-1"
@@ -122,7 +125,7 @@ jobs:
   wheel-build-cpp:
     needs: checks
     secrets: inherit
-    uses: rapidsai/shared-workflows/.github/workflows/wheels-build.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/wheels-build.yaml@github-token-attr-split
     with:
       matrix_filter: group_by([.ARCH, (.CUDA_VER|split(".")|map(tonumber)|.[0])]) | map(max_by(.PY_VER|split(".")|map(tonumber)))
       build_type: pull-request
@@ -130,14 +133,14 @@ jobs:
   wheel-build-python:
     needs: wheel-build-cpp
     secrets: inherit
-    uses: rapidsai/shared-workflows/.github/workflows/wheels-build.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/wheels-build.yaml@github-token-attr-split
     with:
       build_type: pull-request
       script: ci/build_wheel_python.sh
   wheel-tests:
     needs: [wheel-build-python, changed-files]
     secrets: inherit
-    uses: rapidsai/shared-workflows/.github/workflows/wheels-test.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/wheels-test.yaml@github-token-attr-split
     if: fromJSON(needs.changed-files.outputs.changed_file_groups).test_python
     with:
       build_type: pull-request
@@ -146,7 +149,7 @@ jobs:
     secrets: inherit
     needs:
       - telemetry-setup
-    uses: rapidsai/shared-workflows/.github/workflows/build-in-devcontainer.yaml@nvks-runners
+    uses: rapidsai/shared-workflows/.github/workflows/build-in-devcontainer.yaml@github-token-attr-split
     with:
       arch: '["amd64"]'
       cuda: '["12.8"]'
@@ -163,4 +166,6 @@ jobs:
     continue-on-error: true
     steps:
       - name: Telemetry summarize
-        uses: rapidsai/shared-actions/telemetry-dispatch-summarize@main
+        uses: rapidsai/shared-actions/telemetry-dispatch-summarize@better-download-error-handling
+        with:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/ci/build_cpp.sh b/ci/build_cpp.sh
index 1ab555bc0..bf4b55f21 100755
--- a/ci/build_cpp.sh
+++ b/ci/build_cpp.sh
@@ -19,6 +19,6 @@ sccache --zero-stats
 # This calls mambabuild when boa is installed (as is the case in the CI images)
 RAPIDS_PACKAGE_VERSION=$(rapids-generate-version) rapids-conda-retry mambabuild conda/recipes/librmm
 
-sccache --show-adv-stats
+sccache --show-adv-stats | tee telemetry-artifacts/sccache-stats.txt
 
 rapids-upload-conda-to-s3 cpp
diff --git a/ci/build_python.sh b/ci/build_python.sh
index 98f57c34b..1b25e1541 100755
--- a/ci/build_python.sh
+++ b/ci/build_python.sh
@@ -23,6 +23,6 @@ sccache --zero-stats
 # This calls mambabuild when boa is installed (as is the case in the CI images)
 RAPIDS_PACKAGE_VERSION=$(head -1 ./VERSION) rapids-conda-retry mambabuild -c "${CPP_CHANNEL}" conda/recipes/rmm
 
-sccache --show-adv-stats
+sccache --show-adv-stats | tee telemetry-artifacts/sccache-stats.txt
 
 rapids-upload-conda-to-s3 python
diff --git a/ci/build_wheel_cpp.sh b/ci/build_wheel_cpp.sh
index 9396e9cc5..d1c31a7f2 100755
--- a/ci/build_wheel_cpp.sh
+++ b/ci/build_wheel_cpp.sh
@@ -18,7 +18,7 @@ sccache --zero-stats
 
 rapids-pip-retry wheel . -w dist -v --no-deps --disable-pip-version-check
 
-sccache --show-adv-stats
+sccache --show-adv-stats | tee telemetry-artifacts/sccache-stats.txt
 
 python -m wheel tags --platform any dist/* --remove
 
diff --git a/ci/build_wheel_python.sh b/ci/build_wheel_python.sh
index c61397fe2..e3a604b4b 100755
--- a/ci/build_wheel_python.sh
+++ b/ci/build_wheel_python.sh
@@ -27,7 +27,7 @@ sccache --zero-stats
 PIP_CONSTRAINT="${PWD}/build-constraints.txt" \
     rapids-pip-retry wheel . -w dist -v --no-deps --disable-pip-version-check
 
-sccache --show-adv-stats
+sccache --show-adv-stats | tee telemetry-artifacts/sccache-stats.txt
 
 mkdir -p final_dist
 python -m auditwheel repair -w final_dist dist/*