diff --git a/ci/scripts/python_wheel_windows_build.bat b/ci/scripts/python_wheel_windows_build.bat
index 51bf383250..b46feff353 100644
--- a/ci/scripts/python_wheel_windows_build.bat
+++ b/ci/scripts/python_wheel_windows_build.bat
@@ -27,7 +27,7 @@ set CMAKE_GENERATOR=Visual Studio 15 2017 Win64
 set CMAKE_UNITY_BUILD=ON
 set VCPKG_FEATURE_FLAGS=-manifests
 set VCPKG_TARGET_TRIPLET=x64-windows-static
-set ADBC_VERSION_DLL_SUFFIX=.0.5.1
+set ADBC_VERSION_DLL_SUFFIX=.5.1.0
 
 IF NOT DEFINED VCPKG_ROOT (echo "Must set VCPKG_ROOT" && exit /B 1)