diff --git a/CMakeLists.txt b/CMakeLists.txt
index a133cd66bc5da..88996aa252177 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -172,7 +172,7 @@ message("Setting CMAKE_CXX_FLAGS=${SCRIPT_CXX_FLAGS}")
 set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${SCRIPT_CXX_FLAGS}")
 set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -D USE_VELOX_COMMON_BASE")
 
-set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -D HAS_UNCAUGHT_EXCEPTIONS")
+set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -D HAS_UNCAUGHT_EXCEPTIONS -fPIC")
 
 # Under Ninja, we are able to designate certain targets large enough to require
 # restricted parallelism.
diff --git a/velox/connectors/hive/CMakeLists.txt b/velox/connectors/hive/CMakeLists.txt
index 3b91864bc38fa..ba029222f820a 100644
--- a/velox/connectors/hive/CMakeLists.txt
+++ b/velox/connectors/hive/CMakeLists.txt
@@ -12,7 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-add_library(velox_hive_connector OBJECT HiveConnector.cpp FileHandle.cpp)
+add_library(velox_hive_connector HiveConnector.cpp FileHandle.cpp)
 
 target_link_libraries(velox_hive_connector velox_connector
                       velox_dwio_dwrf_reader velox_dwio_dwrf_writer velox_file)
diff --git a/velox/functions/prestosql/CMakeLists.txt b/velox/functions/prestosql/CMakeLists.txt
index a2270176adbfa..553e3a6ac764c 100644
--- a/velox/functions/prestosql/CMakeLists.txt
+++ b/velox/functions/prestosql/CMakeLists.txt
@@ -16,7 +16,7 @@ add_subdirectory(types)
 add_subdirectory(window)
 
 add_library(
-  velox_functions_prestosql_impl OBJECT
+  velox_functions_prestosql_impl
   ArrayConstructor.cpp
   ArrayContains.cpp
   ArrayDistinct.cpp
diff --git a/velox/functions/prestosql/aggregates/CMakeLists.txt b/velox/functions/prestosql/aggregates/CMakeLists.txt
index 9940c8efe11d8..c914eb7a3a800 100644
--- a/velox/functions/prestosql/aggregates/CMakeLists.txt
+++ b/velox/functions/prestosql/aggregates/CMakeLists.txt
@@ -13,7 +13,7 @@
 # limitations under the License.
 
 add_library(
-  velox_aggregates OBJECT
+  velox_aggregates
   AggregateNames.h
   ApproxDistinctAggregate.cpp
   ApproxMostFrequentAggregate.cpp