diff --git a/cpp/cmake_modules/FindAzure.cmake b/cpp/cmake_modules/FindAzure.cmake
index a4de4ca1eb19f..4ded3eecd1681 100644
--- a/cpp/cmake_modules/FindAzure.cmake
+++ b/cpp/cmake_modules/FindAzure.cmake
@@ -40,17 +40,11 @@ find_package(azure-storage-blobs-cpp ${find_package_args})
 find_package(azure-storage-common-cpp ${find_package_args})
 find_package(azure-storage-files-datalake-cpp ${find_package_args})
 
-if(azure-core-cpp_FOUND AND azure-identity-cpp_FOUND AND azure-storage-blobs-cpp_FOUND
-  AND azure-storage-common-cpp_FOUND AND azure-storage-files-datalake-cpp_FOUND)
-  list(APPEND
-    AZURE_SDK_LINK_LIBRARIES
-    Azure::azure-core
-    Azure::azure-identity
-    Azure::azure-storage-blobs
-    Azure::azure-storage-common
-    Azure::azure-storage-files-datalake
-  )
-  set(Azure_FOUND TRUE)
-else()
-  set(Azure_FOUND FALSE)
-endif()
+find_package_handle_standard_args(
+  Azure
+  REQUIRED_VARS azure-core-cpp_FOUND
+                azure-identity-cpp_FOUND
+                azure-storage-blobs-cpp_FOUND
+                azure-storage-common-cpp_FOUND
+                azure-storage-files-datalake-cpp_FOUND
+  VERSION_VAR azure-storage-files-datalake-cpp_VERSION)