diff --git a/ci/build_docs.sh b/ci/build_docs.sh
index 529eaeae696..b94c61cc184 100755
--- a/ci/build_docs.sh
+++ b/ci/build_docs.sh
@@ -5,6 +5,9 @@ set -euo pipefail
 
 export RAPIDS_VERSION_NUMBER="$(rapids-generate-version)"
 
+export RAPIDS_VERSION="$(rapids-version)"
+export RAPIDS_VERSION_MAJOR_MINOR="$(rapids-version-major-minor)"
+
 rapids-logger "Create test conda environment"
 . /opt/conda/etc/profile.d/conda.sh
 
diff --git a/ci/check_style.sh b/ci/check_style.sh
index 8d882743fcc..b3890607f64 100755
--- a/ci/check_style.sh
+++ b/ci/check_style.sh
@@ -16,7 +16,9 @@ rapids-dependency-file-generator \
 rapids-mamba-retry env create --force -f "${ENV_YAML_DIR}/env.yaml" -n checks
 conda activate checks
 
-FORMAT_FILE_URL=https://raw.githubusercontent.com/rapidsai/rapids-cmake/branch-24.04/cmake-format-rapids-cmake.json
+RAPIDS_VERSION_MAJOR_MINOR="$(rapids-version-major-minor)"
+
+FORMAT_FILE_URL="https://raw.githubusercontent.com/rapidsai/rapids-cmake/branch-${RAPIDS_VERSION_MAJOR_MINOR}/cmake-format-rapids-cmake.json"
 export RAPIDS_CMAKE_FORMAT_FILE=/tmp/rapids_cmake_ci/cmake-formats-rapids-cmake.json
 mkdir -p $(dirname ${RAPIDS_CMAKE_FORMAT_FILE})
 wget -O ${RAPIDS_CMAKE_FORMAT_FILE} ${FORMAT_FILE_URL}
diff --git a/ci/checks/doxygen.sh b/ci/checks/doxygen.sh
index d932fa097e9..faf662aa593 100755
--- a/ci/checks/doxygen.sh
+++ b/ci/checks/doxygen.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-# Copyright (c) 2022-2023, NVIDIA CORPORATION.
+# Copyright (c) 2022-2024, NVIDIA CORPORATION.
 ###############################
 # cuDF doxygen warnings check #
 ###############################
@@ -21,6 +21,10 @@ if [ ! $(version "$DOXYGEN_VERSION") -eq $(version "1.9.1") ] ; then
   exit 0
 fi
 
+# Set variables for doxygen
+export RAPIDS_VERSION="$(rapids-version)"
+export RAPIDS_VERSION_MAJOR_MINOR="$(rapids-version-major-minor)"
+
 # Run doxygen, ignore missing tag files error
 TAG_ERROR1="error: Tag file '.*.tag' does not exist or is not a file. Skipping it..."
 TAG_ERROR2="error: cannot open tag file .*.tag for writing"
diff --git a/ci/release/update-version.sh b/ci/release/update-version.sh
index 811e7825363..7cacdfd39c3 100755
--- a/ci/release/update-version.sh
+++ b/ci/release/update-version.sh
@@ -44,12 +44,6 @@ echo "${NEXT_FULL_TAG}" > VERSION
 # Wheel testing script
 sed_runner "s/branch-.*/branch-${NEXT_SHORT_TAG}/g" ci/test_wheel_dask_cudf.sh
 
-# cmake-format rapids-cmake definitions
-sed_runner 's/'"branch-.*\/cmake-format-rapids-cmake.json"'/'"branch-${NEXT_SHORT_TAG}\/cmake-format-rapids-cmake.json"'/g' ci/check_style.sh
-
-# doxyfile update
-sed_runner 's/PROJECT_NUMBER         = .*/PROJECT_NUMBER         = '${NEXT_FULL_TAG}'/g' cpp/doxygen/Doxyfile
-
 DEPENDENCIES=(
   cudf
   cudf_kafka
@@ -71,9 +65,6 @@ for DEP in "${DEPENDENCIES[@]}"; do
   done
 done
 
-# Doxyfile update
-sed_runner "s|\(TAGFILES.*librmm/\).*|\1${NEXT_SHORT_TAG}|" cpp/doxygen/Doxyfile
-
 # README.md update
 sed_runner "s/version == ${CURRENT_SHORT_TAG}/version == ${NEXT_SHORT_TAG}/g" README.md
 sed_runner "s/cudf=${CURRENT_SHORT_TAG}/cudf=${NEXT_SHORT_TAG}/g" README.md
diff --git a/cpp/CMakeLists.txt b/cpp/CMakeLists.txt
index 5e8d13aa32d..36fef2201f1 100644
--- a/cpp/CMakeLists.txt
+++ b/cpp/CMakeLists.txt
@@ -1081,7 +1081,8 @@ rapids_export(
 add_custom_command(
   OUTPUT CUDF_DOXYGEN
   WORKING_DIRECTORY ${CUDF_SOURCE_DIR}/doxygen
-  COMMAND doxygen Doxyfile
+  COMMAND ${CMAKE_COMMAND} -E env "RAPIDS_VERSION=${RAPIDS_VERSION}"
+          "RAPIDS_VERSION_MAJOR_MINOR=${RAPIDS_VERSION_MAJOR_MINOR}" doxygen Doxyfile
   VERBATIM
   COMMENT "Custom command for building cudf doxygen docs."
 )
diff --git a/cpp/doxygen/Doxyfile b/cpp/doxygen/Doxyfile
index e45f856b870..81d8793d98b 100644
--- a/cpp/doxygen/Doxyfile
+++ b/cpp/doxygen/Doxyfile
@@ -38,7 +38,7 @@ PROJECT_NAME           = libcudf
 # could be handy for archiving the generated documentation or if some version
 # control system is used.
 
-PROJECT_NUMBER         = 24.04.00
+PROJECT_NUMBER         = $(RAPIDS_VERSION)
 
 # Using the PROJECT_BRIEF tag one can provide an optional one line description
 # for a project that appears at the top of each page and should give viewer a
@@ -2226,7 +2226,7 @@ SKIP_FUNCTION_MACROS   = YES
 # the path). If a tag file is not located in the directory in which doxygen is
 # run, you must also specify the path to the tagfile here.
 
-TAGFILES               = rmm.tag=https://docs.rapids.ai/api/librmm/24.04
+TAGFILES               = rmm.tag=https://docs.rapids.ai/api/librmm/$(RAPIDS_VERSION_MAJOR_MINOR)
 
 # When a file name is specified after GENERATE_TAGFILE, doxygen will create a
 # tag file that is based on the input files it reads. See section "Linking to