diff --git a/core/cmake/ThirdPartyPackages.cmake b/core/cmake/ThirdPartyPackages.cmake
index a7632831b07cf809b0dad9f33e90547a6c9238c7..48231e6d06365d79a88b519d32117c9367698adc 100644
--- a/core/cmake/ThirdPartyPackages.cmake
+++ b/core/cmake/ThirdPartyPackages.cmake
@@ -158,6 +158,10 @@ if(USE_JFROG_CACHE STREQUAL "ON")
     endif()
 
     set(THIRDPARTY_PACKAGE_CACHE "${THIRDPARTY_DIR}/cache")
+    if(NOT EXISTS ${THIRDPARTY_PACKAGE_CACHE})
+        message(STATUS "Will create cached directory: ${THIRDPARTY_PACKAGE_CACHE}")
+        file(MAKE_DIRECTORY ${THIRDPARTY_PACKAGE_CACHE})
+    endif()
 endif()
 
 macro(resolve_dependency DEPENDENCY_NAME)
diff --git a/core/src/index/cmake/ThirdPartyPackagesCore.cmake b/core/src/index/cmake/ThirdPartyPackagesCore.cmake
index 12d5c2a71168429d87060e0d1d181f9f74a27018..4c233125bcd0158d22aec158529e91c8b03544f3 100644
--- a/core/src/index/cmake/ThirdPartyPackagesCore.cmake
+++ b/core/src/index/cmake/ThirdPartyPackagesCore.cmake
@@ -125,6 +125,10 @@ endif()
 if(USE_JFROG_CACHE STREQUAL "ON")
     set(JFROG_ARTFACTORY_CACHE_URL "${JFROG_ARTFACTORY_URL}/milvus/thirdparty/cache/${CMAKE_OS_NAME}/${KNOWHERE_BUILD_ARCH}/${BUILD_TYPE}")
     set(THIRDPARTY_PACKAGE_CACHE "${THIRDPARTY_DIR}/cache")
+    if(NOT EXISTS ${THIRDPARTY_PACKAGE_CACHE})
+        message(STATUS "Will create cached directory: ${THIRDPARTY_PACKAGE_CACHE}")
+        file(MAKE_DIRECTORY ${THIRDPARTY_PACKAGE_CACHE})
+    endif()
 endif()
 
 macro(resolve_dependency DEPENDENCY_NAME)