diff --git a/.travis.yml b/.travis.yml
index c4a8f4120c7..f6f64003d27 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -128,7 +128,7 @@ matrix:
     script:
     - $TRAVIS_BUILD_DIR/ci/travis_script_c_glib.sh
   - compiler: clang
-    osx_image: xcode6.4
+    osx_image: xcode8.3
     os: osx
     cache:
     addons:
diff --git a/ci/travis_before_script_c_glib.sh b/ci/travis_before_script_c_glib.sh
index 6799ae4ce41..533c892712d 100755
--- a/ci/travis_before_script_c_glib.sh
+++ b/ci/travis_before_script_c_glib.sh
@@ -23,7 +23,9 @@ source $TRAVIS_BUILD_DIR/ci/travis_env_common.sh
 
 if [ $TRAVIS_OS_NAME == "osx" ]; then
   brew install gtk-doc autoconf-archive gobject-introspection
-  brew upgrade git cmake wget libtool
+  brew upgrade git cmake
+  brew outdated || brew upgrade wget
+  brew outdated || brew upgrade libtool
 
   export PKG_CONFIG_PATH=$PKG_CONFIG_PATH:/usr/local/opt/libffi/lib/pkgconfig
 else
@@ -36,6 +38,7 @@ gem install test-unit gobject-introspection
 
 if [ $TRAVIS_OS_NAME == "osx" ]; then
   brew install lua
+  sudo env PKG_CONFIG_PATH=$PKG_CONFIG_PATH luarocks install lgi
 else
   git clone \
     --quiet \
@@ -47,8 +50,8 @@ else
   echo "yes" | ./install.sh > /dev/null
   . ~/torch/install/bin/torch-activate
   popd
+  luarocks install lgi
 fi
-luarocks install lgi
 
 go get github.com/linuxdeepin/go-gir-generator || :
 pushd $GOPATH/src/github.com/linuxdeepin/go-gir-generator
@@ -74,6 +77,12 @@ pushd $ARROW_C_GLIB_DIR
 export PKG_CONFIG_PATH=$PKG_CONFIG_PATH:$ARROW_CPP_INSTALL/lib/pkgconfig
 export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$ARROW_CPP_INSTALL/lib
 
+if [ $TRAVIS_OS_NAME == "osx" ]; then
+  install_name_tool \
+    -id $ARROW_CPP_INSTALL/lib/libarrow.dylib \
+    $ARROW_CPP_INSTALL/lib/libarrow.dylib
+fi
+
 CONFIGURE_OPTIONS="--prefix=$ARROW_C_GLIB_INSTALL"
 if [ $TRAVIS_OS_NAME != "osx" ]; then
   CONFIGURE_OPTIONS="$CONFIGURE_OPTIONS --enable-gtk-doc"