diff --git a/.travis.yml b/.travis.yml
index 6f53a8a33..85bf0c4c8 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -70,6 +70,10 @@ before_cache:
 after_failure:
   - tests/travis/travis_after_failure.sh
 
+after_success:
+  - tree build
+  - bash <(curl -s https://codecov.io/bash) -a '-o src/ src/*.c'
+
 notifications:
   email:
     on_success: change
diff --git a/Makefile b/Makefile
index 3650c6058..1560cc87e 100644
--- a/Makefile
+++ b/Makefile
@@ -160,7 +160,9 @@ check: test
 
 ifeq ($(TEST_COVER), 1)
 cover: check
-	gcov -pbcu $(COVER_OBJ)
+	@- $(foreach COV_OBJ, $(COVER_OBJ), \
+		gcov -pbcul -o $(shell dirname $(COV_OBJ)) $(COV_OBJ) > gcov.log || cat gcov.log; \
+	)
 endif
 
 clean:
diff --git a/tests/travis/run_test.sh b/tests/travis/run_test.sh
index 2d3713064..2c8a14194 100755
--- a/tests/travis/run_test.sh
+++ b/tests/travis/run_test.sh
@@ -94,5 +94,5 @@ if [ ${TASK} == "cpp_test" ]; then
     make -f dmlc-core/scripts/packages.mk gtest
     echo "TEST_COVER=1" >> config.mk
     echo "GTEST_PATH="${CACHE_PREFIX} >> config.mk
-    make check
+    make cover
 fi