diff --git a/tests/buildkite/conftest.sh b/tests/buildkite/conftest.sh
index a8d568a0d..185b4a356 100755
--- a/tests/buildkite/conftest.sh
+++ b/tests/buildkite/conftest.sh
@@ -22,10 +22,10 @@ function set_buildkite_env_vars_in_container {
 
 set -x
 
-CUDA_VERSION=11.8.0
-NCCL_VERSION=2.16.5-1
-RAPIDS_VERSION=24.06
-DEV_RAPIDS_VERSION=24.08
+CUDA_VERSION=12.4.1
+NCCL_VERSION=2.22.3-1
+RAPIDS_VERSION=24.08
+DEV_RAPIDS_VERSION=24.10
 SPARK_VERSION=3.5.1
 JDK_VERSION=8
 R_VERSION=4.3.2
diff --git a/tests/ci_build/Dockerfile.cpu b/tests/ci_build/Dockerfile.cpu
index c81697ff6..22db93572 100644
--- a/tests/ci_build/Dockerfile.cpu
+++ b/tests/ci_build/Dockerfile.cpu
@@ -2,7 +2,7 @@ FROM ubuntu:22.04
 
 # Environment
 ENV DEBIAN_FRONTEND=noninteractive
-SHELL ["/bin/bash", "-c"]   # Use Bash as shell
+SHELL ["/bin/bash", "-c"]
 
 # Install all basic requirements
 RUN \
@@ -24,9 +24,14 @@ ENV GOSU_VERSION=1.10
 ENV JAVA_HOME=/usr/lib/jvm/java-8-openjdk-amd64/
 
 # Install gRPC
-RUN git clone -b v1.49.1 https://github.com/grpc/grpc.git \
-      --recurse-submodules --depth 1 --shallow-submodules && \
+# Patch Abseil to apply https://github.com/abseil/abseil-cpp/issues/1629
+RUN git clone -b v1.65.4 https://github.com/grpc/grpc.git \
+      --recurse-submodules --depth 1 && \
     pushd grpc && \
+    pushd third_party/abseil-cpp && \
+    git fetch origin master && \
+    git cherry-pick -n cfde5f74e276049727f9556f13473a59fe77d9eb && \
+    popd && \
     cmake -S . -B build -GNinja -DCMAKE_INSTALL_PREFIX=/opt/grpc -DCMAKE_CXX_VISIBILITY_PRESET=hidden && \
     cmake --build build --target install && \
     popd && \
diff --git a/tests/ci_build/Dockerfile.gpu b/tests/ci_build/Dockerfile.gpu
index f2cfe2ef9..884fc924c 100644
--- a/tests/ci_build/Dockerfile.gpu
+++ b/tests/ci_build/Dockerfile.gpu
@@ -6,7 +6,7 @@ ARG NCCL_VERSION_ARG
 
 # Environment
 ENV DEBIAN_FRONTEND=noninteractive
-SHELL ["/bin/bash", "-c"]   # Use Bash as shell
+SHELL ["/bin/bash", "-c"]
 
 # Install all basic requirements
 RUN \
@@ -22,8 +22,9 @@ ENV PATH=/opt/miniforge/bin:$PATH
 # Create new Conda environment with cuDF, Dask, and cuPy
 RUN \
     export NCCL_SHORT_VER=$(echo "$NCCL_VERSION_ARG" | cut -d "-" -f 1) && \
+    export CUDA_SHORT_VER=$(echo "$CUDA_VERSION_ARG" | grep -o -E '[0-9]+\.[0-9]') && \
     mamba create -y -n gpu_test -c rapidsai -c conda-forge -c nvidia \
-        python=3.10 cudf=$RAPIDS_VERSION_ARG* rmm=$RAPIDS_VERSION_ARG* cudatoolkit=$CUDA_VERSION_ARG \
+        python=3.10 cudf=$RAPIDS_VERSION_ARG* rmm=$RAPIDS_VERSION_ARG* cuda-version=$CUDA_SHORT_VER \
         "nccl>=${NCCL_SHORT_VER}" \
         dask \
         dask-cuda=$RAPIDS_VERSION_ARG* dask-cudf=$RAPIDS_VERSION_ARG* cupy \
diff --git a/tests/ci_build/Dockerfile.gpu_build_rockylinux8 b/tests/ci_build/Dockerfile.gpu_build_rockylinux8
index 5f8a5bfec..8869fb468 100644
--- a/tests/ci_build/Dockerfile.gpu_build_rockylinux8
+++ b/tests/ci_build/Dockerfile.gpu_build_rockylinux8
@@ -36,27 +36,38 @@ ENV CUDAHOSTCXX=/opt/rh/gcc-toolset-10/root/usr/bin/c++
 
 ENV GOSU_VERSION=1.10
 
-# Install RMM (Patch out -Werror)
+# Install gRPC
+# Patch Abseil to apply https://github.com/abseil/abseil-cpp/issues/1629
+RUN git clone -b v1.65.4 https://github.com/grpc/grpc.git \
+      --recurse-submodules --depth 1 && \
+    pushd grpc && \
+    pushd third_party/abseil-cpp && \
+    git fetch origin master && \
+    git cherry-pick -n cfde5f74e276049727f9556f13473a59fe77d9eb && \
+    popd && \
+    cmake -S . -B build -GNinja -DCMAKE_INSTALL_PREFIX=/opt/grpc -DCMAKE_CXX_VISIBILITY_PRESET=hidden && \
+    cmake --build build --target install && \
+    popd && \
+    rm -rf grpc
+
+# Install RMM
+# Patch out -Werror
+# Patch CCCL 2.5.0 to apply https://github.com/NVIDIA/cccl/pull/1957
 RUN git clone -b v${RAPIDS_VERSION_ARG}.00 https://github.com/rapidsai/rmm.git --recurse-submodules --depth 1 && \
     pushd rmm && \
     find . -name CMakeLists.txt -print0 | xargs -0 sed -i 's/-Werror//g' && \
     mkdir build && \
     pushd build && \
     cmake .. -GNinja -DCMAKE_INSTALL_PREFIX=/opt/rmm -DCUDA_STATIC_RUNTIME=ON && \
+    pushd _deps/cccl-src/ && \
+    git fetch origin main && \
+    git cherry-pick -n 9fcb32c228865f21f2b002b29d38a06b4c6fbd73 && \
+    popd && \
     cmake --build . --target install && \
     popd && \
     popd && \
     rm -rf rmm
 
-# Install gRPC
-RUN git clone -b v1.49.1 https://github.com/grpc/grpc.git \
-      --recurse-submodules --depth 1 && \
-    pushd grpc && \
-    cmake -S . -B build -GNinja -DCMAKE_INSTALL_PREFIX=/opt/grpc -DCMAKE_CXX_VISIBILITY_PRESET=hidden && \
-    cmake --build build --target install && \
-    popd && \
-    rm -rf grpc
-
 # Install lightweight sudo (not bound to TTY)
 RUN set -ex; \
     wget -nv -nc -O /usr/local/bin/gosu "https://github.com/tianon/gosu/releases/download/$GOSU_VERSION/gosu-amd64" && \
diff --git a/tests/ci_build/Dockerfile.gpu_dev_ver b/tests/ci_build/Dockerfile.gpu_dev_ver
index edf1f0cf1..d23c5e83c 100644
--- a/tests/ci_build/Dockerfile.gpu_dev_ver
+++ b/tests/ci_build/Dockerfile.gpu_dev_ver
@@ -25,8 +25,9 @@ ENV PATH=/opt/miniforge/bin:$PATH
 # Create new Conda environment with dev versions of cuDF, Dask, and cuPy
 RUN \
     export NCCL_SHORT_VER=$(echo "$NCCL_VERSION_ARG" | cut -d "-" -f 1) && \
+    export CUDA_SHORT_VER=$(echo "$CUDA_VERSION_ARG" | grep -o -E '[0-9]+\.[0-9]') && \
     mamba create -y -n gpu_test -c rapidsai-nightly -c conda-forge -c nvidia \
-        python=3.10 "cudf=$RAPIDS_VERSION_ARG.*" "rmm=$RAPIDS_VERSION_ARG.*" cudatoolkit=$CUDA_VERSION_ARG \
+        python=3.10 "cudf=$RAPIDS_VERSION_ARG.*" "rmm=$RAPIDS_VERSION_ARG.*" cuda-version=$CUDA_SHORT_VER \
         "nccl>=${NCCL_SHORT_VER}" \
         dask \
         "dask-cuda=$RAPIDS_VERSION_ARG.*" "dask-cudf=$RAPIDS_VERSION_ARG.*" cupy \
diff --git a/tests/ci_build/test_python.sh b/tests/ci_build/test_python.sh
index dd43f43a9..a1a023046 100755
--- a/tests/ci_build/test_python.sh
+++ b/tests/ci_build/test_python.sh
@@ -56,6 +56,7 @@ case "$suite" in
     set -x
     install_xgboost
     setup_pyspark_envs
+    python -c 'from cupy.cuda import jitify; jitify._init_module()'
     pytest -v -s -rxXs --fulltrace --durations=0 -m "not mgpu" ${args} tests/python-gpu
     unset_pyspark_envs
     uninstall_xgboost
@@ -67,6 +68,7 @@ case "$suite" in
     set -x
     install_xgboost
     setup_pyspark_envs
+    python -c 'from cupy.cuda import jitify; jitify._init_module()'
     pytest -v -s -rxXs --fulltrace --durations=0 -m "mgpu" ${args} tests/python-gpu
     pytest -v -s -rxXs --fulltrace --durations=0 -m "mgpu" ${args} tests/test_distributed/test_gpu_with_dask
     pytest -v -s -rxXs --fulltrace --durations=0 -m "mgpu" ${args} tests/test_distributed/test_gpu_with_spark