diff --git a/build.sh b/build.sh
index 8571a57..36ab352 100755
--- a/build.sh
+++ b/build.sh
@@ -391,6 +391,9 @@ if (( ${NUMARGS} == 0 )) || hasArg python; then
         python -m pip install --no-build-isolation --no-deps -vvv ${REPODIR}/python/cuvs
 fi
 
+export RAPIDS_VERSION="$(sed -E -e 's/^([0-9]{2})\.([0-9]{2})\.([0-9]{2}).*$/\1.\2.\3/' "${REPODIR}/VERSION")"
+export RAPIDS_VERSION_MAJOR_MINOR="$(sed -E -e 's/^([0-9]{2})\.([0-9]{2})\.([0-9]{2}).*$/\1.\2/' "${REPODIR}/VERSION")"
+
 if hasArg docs; then
     set -x
     cd ${DOXYGEN_BUILD_DIR}
diff --git a/ci/build_docs.sh b/ci/build_docs.sh
index 983e973..e756d09 100755
--- a/ci/build_docs.sh
+++ b/ci/build_docs.sh
@@ -18,13 +18,16 @@ rapids-print-env
 
 rapids-logger "Downloading artifacts from previous jobs"
 CPP_CHANNEL=$(rapids-download-conda-from-s3 cpp)
-#PYTHON_CHANNEL=$(rapids-download-conda-from-s3 python)
+PYTHON_CHANNEL=$(rapids-download-conda-from-s3 python)
 
 rapids-mamba-retry install \
   --channel "${CPP_CHANNEL}" \
-  libcuvs
+  --channel "${PYTHON_CHANNEL}" \
+  libcuvs cuvs
 
-export RAPIDS_VERSION_NUMBER="24.04"
+export RAPIDS_VERSION="$(rapids-version)"
+export RAPIDS_VERSION_MAJOR_MINOR="$(rapids-version-major-minor)"
+export RAPIDS_VERSION_NUMBER="$RAPIDS_VERSION_MAJOR_MINOR"
 export RAPIDS_DOCS_DIR="$(mktemp -d)"
 
 rapids-logger "Build CPP docs"
diff --git a/ci/release/update-version.sh b/ci/release/update-version.sh
index b122e73..7dc4d12 100755
--- a/ci/release/update-version.sh
+++ b/ci/release/update-version.sh
@@ -36,22 +36,11 @@ function sed_runner() {
     sed -i.bak ''"$1"'' $2 && rm -f ${2}.bak
 }
 
-sed_runner "s/set(RAPIDS_VERSION .*)/set(RAPIDS_VERSION \"${NEXT_SHORT_TAG}\")/g" cpp/CMakeLists.txt
-sed_runner "s/set(RAPIDS_VERSION .*)/set(RAPIDS_VERSION \"${NEXT_SHORT_TAG}\")/g" cpp/template/cmake/thirdparty/fetch_rapids.cmake
-sed_runner "s/set(CUVS_VERSION .*)/set(CUVS_VERSION \"${NEXT_FULL_TAG}\")/g" cpp/CMakeLists.txt
-sed_runner 's/'"cuvs_version .*)"'/'"cuvs_version ${NEXT_FULL_TAG})"'/g' python/cuvs/CMakeLists.txt
-sed_runner 's/'"branch-.*\/RAPIDS.cmake"'/'"branch-${NEXT_SHORT_TAG}\/RAPIDS.cmake"'/g' fetch_rapids.cmake
+sed_runner "s/set(RAPIDS_VERSION .*)/set(RAPIDS_VERSION \"${NEXT_SHORT_TAG}\")/g" cpp/examples/cmake/thirdparty/fetch_rapids.cmake
 
 # Centralized version file update
 echo "${NEXT_FULL_TAG}" > VERSION
 
-# Wheel testing script
-sed_runner "s/branch-.*/branch-${NEXT_SHORT_TAG}/g" ci/test_wheel_raft_dask.sh
-
-# Docs update
-sed_runner 's/version = .*/version = '"'${NEXT_SHORT_TAG}'"'/g' docs/source/conf.py
-sed_runner 's/release = .*/release = '"'${NEXT_FULL_TAG}'"'/g' docs/source/conf.py
-
 DEPENDENCIES=(
   dask-cuda
   cuvs
@@ -83,9 +72,6 @@ sed_runner "/^ucx_py_version:$/ {n;s/.*/  - \"${NEXT_UCX_PY_VERSION}\"/}" conda/
 for FILE in .github/workflows/*.yaml; do
   sed_runner "/shared-workflows/ s/@.*/@branch-${NEXT_SHORT_TAG}/g" "${FILE}"
 done
-sed_runner "s/RAPIDS_VERSION_NUMBER=\".*/RAPIDS_VERSION_NUMBER=\"${NEXT_SHORT_TAG}\"/g" ci/build_docs.sh
-
-sed_runner "/^PROJECT_NUMBER/ s|\".*\"|\"${NEXT_SHORT_TAG}\"|g" cpp/doxygen/Doxyfile
 
 sed_runner "/^set(CUVS_VERSION/ s|\".*\"|\"${NEXT_SHORT_TAG}\"|g" docs/source/build.md
 sed_runner "s|branch-[0-9][0-9].[0-9][0-9]|branch-${NEXT_SHORT_TAG}|g" docs/source/build.md
diff --git a/cpp/CMakeLists.txt b/cpp/CMakeLists.txt
index 73dec92..f6d6a22 100644
--- a/cpp/CMakeLists.txt
+++ b/cpp/CMakeLists.txt
@@ -10,11 +10,8 @@
 # is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express
 # or implied. See the License for the specific language governing permissions and limitations under
 # the License.
-set(RAPIDS_VERSION "24.04")
-set(CUVS_VERSION "24.04.00")
-
 cmake_minimum_required(VERSION 3.26.4 FATAL_ERROR)
-include(../fetch_rapids.cmake)
+include(../rapids_config.cmake)
 include(rapids-cmake)
 include(rapids-cpm)
 include(rapids-export)
@@ -34,7 +31,7 @@ endif()
 
 project(
   CUVS
-  VERSION ${CUVS_VERSION}
+  VERSION "${RAPIDS_VERSION}"
   LANGUAGES ${lang_list}
 )
 
diff --git a/cpp/cmake/thirdparty/get_raft.cmake b/cpp/cmake/thirdparty/get_raft.cmake
index ace0165..3675136 100644
--- a/cpp/cmake/thirdparty/get_raft.cmake
+++ b/cpp/cmake/thirdparty/get_raft.cmake
@@ -11,10 +11,10 @@
 # or implied. See the License for the specific language governing permissions and limitations under
 # the License.
 
-# Use RAPIDS_VERSION from cmake/thirdparty/fetch_rapids.cmake
-set(RAFT_VERSION "${RAPIDS_VERSION}")
+# Use RAPIDS_VERSION_MAJOR_MINOR from rapids_config.cmake
+set(RAFT_VERSION "${RAPIDS_VERSION_MAJOR_MINOR}")
 set(RAFT_FORK "rapidsai")
-set(RAFT_PINNED_TAG "branch-${RAPIDS_VERSION}")
+set(RAFT_PINNED_TAG "branch-${RAPIDS_VERSION_MAJOR_MINOR}")
 
 function(find_and_configure_raft)
     set(oneValueArgs VERSION FORK PINNED_TAG COMPILE_LIBRARY ENABLE_NVTX ENABLE_MNMG_DEPENDENCIES)
diff --git a/cpp/doxygen/Doxyfile b/cpp/doxygen/Doxyfile
index faa31c2..614cf43 100644
--- a/cpp/doxygen/Doxyfile
+++ b/cpp/doxygen/Doxyfile
@@ -38,7 +38,7 @@ PROJECT_NAME           = "cuVS C++ API"
 # could be handy for archiving the generated documentation or if some version
 # control system is used.
 
-PROJECT_NUMBER         = "24.04"
+PROJECT_NUMBER         = "$(RAPIDS_VERSION_MAJOR_MINOR)"
 
 # 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
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 1089f6a..0d66783 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -2,6 +2,9 @@
 
 import os
 import sys
+from packaging.version import Version
+
+import cuvs
 
 # If extensions (or modules to document with autodoc) are in another
 # directory, add these directories to sys.path here. If the directory
@@ -66,10 +69,11 @@
 # |version| and |release|, also used in various other places throughout the
 # built documents.
 #
+CUVS_VERSION = Version(cuvs.__version__)
 # The short X.Y version.
-version = '24.04'
+version = f"{CUVS_VERSION.major:02}.{CUVS_VERSION.minor:02}"
 # The full version, including alpha/beta/rc tags.
-release = '24.04.00'
+release = f"{CUVS_VERSION.major:02}.{CUVS_VERSION.minor:02}.{CUVS_VERSION.micro:02}"
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/fetch_rapids.cmake b/fetch_rapids.cmake
deleted file mode 100644
index 330270d..0000000
--- a/fetch_rapids.cmake
+++ /dev/null
@@ -1,20 +0,0 @@
-# =============================================================================
-# Copyright (c) 2022-2024, NVIDIA CORPORATION.
-#
-# Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except
-# in compliance with the License. You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-# is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express
-# or implied. See the License for the specific language governing permissions and limitations under
-# the License.
-# =============================================================================
-if(NOT EXISTS ${CMAKE_CURRENT_BINARY_DIR}/CUVS_RAPIDS.cmake)
-  file(DOWNLOAD https://raw.githubusercontent.com/rapidsai/rapids-cmake/branch-24.04/RAPIDS.cmake
-       ${CMAKE_CURRENT_BINARY_DIR}/CUVS_RAPIDS.cmake
-  )
-endif()
-
-include(${CMAKE_CURRENT_BINARY_DIR}/CUVS_RAPIDS.cmake)
diff --git a/python/cuvs/CMakeLists.txt b/python/cuvs/CMakeLists.txt
index 33a9420..36a6204 100644
--- a/python/cuvs/CMakeLists.txt
+++ b/python/cuvs/CMakeLists.txt
@@ -14,9 +14,7 @@
 
 cmake_minimum_required(VERSION 3.26.4 FATAL_ERROR)
 
-include(../../fetch_rapids.cmake)
-
-set(cuvs_version 24.04.00)
+include(../../rapids_config.cmake)
 
 # We always need CUDA for cuvs because the cuvs dependency brings in a header-only cuco dependency
 # that enables CUDA unconditionally.
@@ -25,7 +23,7 @@ rapids_cuda_init_architectures(cuvs_py)
 
 project(
   cuvs_py
-  VERSION ${cuvs_version}
+  VERSION "${RAPIDS_VERSION}"
   LANGUAGES # TODO: Building Python extension modules via the python_extension_module requires the C
             # language to be enabled here. The test project that is built in scikit-build to verify
             # various linking options for the python library is hardcoded to build with C, so until
@@ -45,7 +43,6 @@ message("CUVS_PY: Searching for existing cuVS C/C++ installations before default
 ################################################################################
 # - Process User Options  ------------------------------------------------------
 
-include(../../fetch_rapids.cmake)
 include(rapids-cmake)
 include(rapids-cpm)
 include(rapids-cython-core)
@@ -56,7 +53,7 @@ rapids_cpm_init()
 
 # If the user requested it we attempt to find CUVS.
 if(FIND_CUVS_CPP)
-  find_package(cuvs ${cuvs_version} REQUIRED)
+  find_package(cuvs "${RAPIDS_VERSION}" REQUIRED)
   include(../../cpp/cmake/thirdparty/get_dlpack.cmake)
 else()
   set(cuvs_FOUND OFF)
diff --git a/rapids_config.cmake b/rapids_config.cmake
new file mode 100644
index 0000000..19906db
--- /dev/null
+++ b/rapids_config.cmake
@@ -0,0 +1,34 @@
+# =============================================================================
+# Copyright (c) 2018-2024, NVIDIA CORPORATION.
+#
+# Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except
+# in compliance with the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software distributed under the License
+# is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express
+# or implied. See the License for the specific language governing permissions and limitations under
+# the License.
+# =============================================================================
+file(READ "${CMAKE_CURRENT_LIST_DIR}/VERSION" _rapids_version)
+if(_rapids_version MATCHES [[^([0-9][0-9])\.([0-9][0-9])\.([0-9][0-9])]])
+  set(RAPIDS_VERSION_MAJOR "${CMAKE_MATCH_1}")
+  set(RAPIDS_VERSION_MINOR "${CMAKE_MATCH_2}")
+  set(RAPIDS_VERSION_PATCH "${CMAKE_MATCH_3}")
+  set(RAPIDS_VERSION_MAJOR_MINOR "${RAPIDS_VERSION_MAJOR}.${RAPIDS_VERSION_MINOR}")
+  set(RAPIDS_VERSION "${RAPIDS_VERSION_MAJOR}.${RAPIDS_VERSION_MINOR}.${RAPIDS_VERSION_PATCH}")
+else()
+  string(REPLACE "\n" "\n  " _rapids_version_formatted "  ${_rapids_version}")
+  message(
+    FATAL_ERROR
+      "Could not determine RAPIDS version. Contents of VERSION file:\n${_rapids_version_formatted}")
+endif()
+
+if(NOT EXISTS "${CMAKE_CURRENT_BINARY_DIR}/CUVS_RAPIDS-${RAPIDS_VERSION_MAJOR_MINOR}.cmake")
+  file(
+    DOWNLOAD
+    "https://raw.githubusercontent.com/rapidsai/rapids-cmake/branch-${RAPIDS_VERSION_MAJOR_MINOR}/RAPIDS.cmake"
+    "${CMAKE_CURRENT_BINARY_DIR}/CUVS_RAPIDS-${RAPIDS_VERSION_MAJOR_MINOR}.cmake")
+endif()
+include("${CMAKE_CURRENT_BINARY_DIR}/CUVS_RAPIDS-${RAPIDS_VERSION_MAJOR_MINOR}.cmake")