diff --git a/cpp/cmake/ThirdPartyPackages.cmake b/cpp/cmake/ThirdPartyPackages.cmake
index fed5dece88c122b402966a888f98e6b4ccb32e12..28180b2c36050322924a69542d5d904a821e34e7 100644
--- a/cpp/cmake/ThirdPartyPackages.cmake
+++ b/cpp/cmake/ThirdPartyPackages.cmake
@@ -1676,14 +1676,18 @@ macro(build_gperftools)
             BUILD_BYPRODUCTS
             ${GPERFTOOLS_STATIC_LIB})
 
+    ExternalProject_Add_StepDependencies(gperftools_ep build libunwind_ep)
+
     file(MAKE_DIRECTORY "${GPERFTOOLS_INCLUDE_DIR}")
 
-    add_library(gperftools SHARED IMPORTED)
+    add_library(gperftools STATIC IMPORTED)
     set_target_properties(gperftools
             PROPERTIES IMPORTED_LOCATION "${GPERFTOOLS_STATIC_LIB}"
-            INTERFACE_INCLUDE_DIRECTORIES "${GPERFTOOLS_INCLUDE_DIR}")
+            INTERFACE_INCLUDE_DIRECTORIES "${GPERFTOOLS_INCLUDE_DIR}"
+            INTERFACE_LINK_LIBRARIES libunwind)
 
     add_dependencies(gperftools gperftools_ep)
+    add_dependencies(gperftools libunwind_ep)
 endmacro()
 
 if(MILVUS_WITH_GPERFTOOLS)
@@ -1692,4 +1696,5 @@ if(MILVUS_WITH_GPERFTOOLS)
     # TODO: Don't use global includes but rather target_include_directories
     get_target_property(GPERFTOOLS_INCLUDE_DIR gperftools INTERFACE_INCLUDE_DIRECTORIES)
     include_directories(SYSTEM ${GPERFTOOLS_INCLUDE_DIR})
+    link_directories(SYSTEM ${GPERFTOOLS_PREFIX}/lib)
 endif()
diff --git a/cpp/src/CMakeLists.txt b/cpp/src/CMakeLists.txt
index 31d1e66c4da88334fd8d053775cc40ee6f1f5216..459297a85546ebdf0def1834bed3a736f42a37df 100644
--- a/cpp/src/CMakeLists.txt
+++ b/cpp/src/CMakeLists.txt
@@ -63,10 +63,6 @@ include_directories("${CUDA_TOOLKIT_ROOT_DIR}/include")
 include_directories(thrift/gen-cpp)
 include_directories(/usr/include/mysql)
 
-if (MILVUS_ENABLE_PROFILING STREQUAL "ON")
-    SET(PROFILER_LIB profiler)
-endif()
-
 set(third_party_libs
         easyloggingpp
         sqlite
@@ -85,7 +81,6 @@ set(third_party_libs
         zlib
         zstd
         mysqlpp
-        ${PROFILER_LIB}
         ${CUDA_TOOLKIT_ROOT_DIR}/lib64/stubs/libnvidia-ml.so
         cudart
         )
@@ -103,6 +98,12 @@ else()
             openblas)
 endif()
 
+if (MILVUS_ENABLE_PROFILING STREQUAL "ON")
+    set(third_party_libs ${third_party_libs}
+            gperftools
+            libunwind)
+endif()
+
 if (GPU_VERSION STREQUAL "ON")
     link_directories("${CUDA_TOOLKIT_ROOT_DIR}/lib64")
     set(engine_libs