diff --git a/java/ci/build-in-docker.sh b/java/ci/build-in-docker.sh
index 75435319c91..d6a193fbeaf 100755
--- a/java/ci/build-in-docker.sh
+++ b/java/ci/build-in-docker.sh
@@ -56,6 +56,7 @@ mkdir -p "$WORKSPACE/cpp/build"
 cd "$WORKSPACE/cpp/build"
 cmake .. -G"${CMAKE_GENERATOR}" \
          -DCMAKE_INSTALL_PREFIX=$INSTALL_PREFIX \
+         -DCUDA_STATIC_RUNTIME=$ENABLE_CUDA_STATIC_RUNTIME \
          -DUSE_NVTX=$ENABLE_NVTX \
          -DCUDF_USE_ARROW_STATIC=ON \
          -DCUDF_ENABLE_ARROW_S3=OFF \
diff --git a/java/src/main/native/CMakeLists.txt b/java/src/main/native/CMakeLists.txt
index f34b998d01e..5b6c6c00e6e 100755
--- a/java/src/main/native/CMakeLists.txt
+++ b/java/src/main/native/CMakeLists.txt
@@ -115,21 +115,7 @@ rapids_find_package(ZLIB REQUIRED)
 # ##################################################################################################
 # * RMM -------------------------------------------------------------------------------------------
 
-find_path(
-  RMM_INCLUDE "rmm"
-  HINTS "${CUDF_CPP_BUILD_DIR}/_deps/rmm-src/include" "$ENV{RMM_ROOT}/include"
-        "$ENV{RMM_HOME}/include" "$ENV{CONDA_PREFIX}/include/rmm" "$ENV{CONDA_PREFIX}/include"
-)
-
-message(STATUS "RMM: RMM_INCLUDE set to ${RMM_INCLUDE}")
-
-find_path(
-  SPDLOG_INCLUDE "spdlog"
-  HINTS "${CUDF_CPP_BUILD_DIR}/_deps/spdlog-src/include" "$ENV{RMM_ROOT}/_deps/spdlog-src/include"
-        "$ENV{RMM_ROOT}/include" "$ENV{CONDA_PREFIX}/include"
-)
-
-message(STATUS "SPDLOG: SPDLOG_INCLUDE set to ${SPDLOG_INCLUDE}")
+include(${CUDF_SOURCE_DIR}/cmake/thirdparty/get_rmm.cmake)
 
 # ##################################################################################################
 # * ARROW -----------------------------------------------------------------------------------------
@@ -255,11 +241,9 @@ target_include_directories(
          "${NVCOMP_INCLUDE}"
          "${CMAKE_BINARY_DIR}/include"
          "${CMAKE_SOURCE_DIR}/include"
-         "${SPDLOG_INCLUDE}"
          "${CMAKE_SOURCE_DIR}/src"
          "${JNI_INCLUDE_DIRS}"
          "${CUDF_INCLUDE}"
-         "${RMM_INCLUDE}"
          "${ARROW_INCLUDE}"
 )
 
@@ -296,7 +280,7 @@ if(USE_GDS)
     PUBLIC "${LIBCUDACXX_INCLUDE}" "${CUDF_INCLUDE}"
     PRIVATE "${cuFile_INCLUDE_DIRS}"
   )
-  target_link_libraries(cufilejni PRIVATE cudfjni "${cuFile_LIBRARIES}")
+  target_link_libraries(cufilejni PRIVATE cudfjni rmm::rmm "${cuFile_LIBRARIES}")
 endif()
 
 # ##################################################################################################
@@ -323,7 +307,7 @@ if(CUDF_JNI_LIBCUDF_STATIC)
 endif()
 
 target_link_libraries(
-  cudfjni PRIVATE ${CUDF_LINK} ${NVCOMP_LIBRARY} ${ARROW_LIBRARY} CUDA::cuda_driver
+  cudfjni PRIVATE ${CUDF_LINK} ${NVCOMP_LIBRARY} ${ARROW_LIBRARY} rmm::rmm CUDA::cuda_driver
 )
 
 # ##################################################################################################