diff --git a/.travis.yml b/.travis.yml
index 21de0273d..4e918491b 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -21,7 +21,7 @@ matrix:
       before_install:
         - bash -x ${TRAVIS_BUILD_DIR}/.travis/python.configure.sh
       script:
-        - bazel test -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test -//tensorflow_io/video:video_py_test
+        - bazel test --spawn_strategy standalone -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test -//tensorflow_io/video:video_py_test
     - name: "Ubuntu 14.04 Python 3.4"
       language: python
       python:
@@ -29,7 +29,7 @@ matrix:
       before_install:
         - bash -x ${TRAVIS_BUILD_DIR}/.travis/python.configure.sh
       script:
-        - bazel test -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test -//tensorflow_io/video:video_py_test
+        - bazel test --spawn_strategy standalone -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test -//tensorflow_io/video:video_py_test
     - name: "Ubuntu 14.04 Python 3.5"
       language: python
       python:
@@ -37,7 +37,7 @@ matrix:
       before_install:
         - bash -x ${TRAVIS_BUILD_DIR}/.travis/python.configure.sh
       script:
-        - bazel test -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test -//tensorflow_io/video:video_py_test
+        - bazel test --spawn_strategy standalone -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test -//tensorflow_io/video:video_py_test
     - name: "Ubuntu 14.04 Python 3.6"
       language: python
       python:
@@ -45,13 +45,13 @@ matrix:
       before_install:
         - bash -x ${TRAVIS_BUILD_DIR}/.travis/python.configure.sh
       script:
-        - bazel test -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test -//tensorflow_io/video:video_py_test
+        - bazel test --spawn_strategy standalone -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test -//tensorflow_io/video:video_py_test
     - name: "Ubuntu 18.04 Python 2.7"
       script:
-        - docker run -i -t -e PYTHON_VERSION= -e BAZEL_VERSION=0.20.0 -e BAZEL_OS=linux --rm -v $PWD:/workspace -w /workspace --net=host ubuntu:18.04 bash -x -c ".travis/python.ubuntu.18.04.sh && apt-get -y -qq install libavformat57 libavcodec57 libavutil55 libswscale4 && bazel test -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test"
+        - docker run -i -t -e PYTHON_VERSION= -e BAZEL_VERSION=0.20.0 -e BAZEL_OS=linux --rm -v $PWD:/workspace -w /workspace --net=host ubuntu:18.04 bash -x -c ".travis/python.ubuntu.18.04.sh && apt-get -y -qq install libavformat57 libavcodec57 libavutil55 libswscale4 && bazel test --spawn_strategy standalone -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test"
     - name: "Ubuntu 18.04 Python 3.6"
       script:
-        - docker run -i -t -e PYTHON_VERSION=3 -e BAZEL_VERSION=0.20.0 -e BAZEL_OS=linux --rm -v $PWD:/workspace -w /workspace --net=host ubuntu:18.04 bash -x -c ".travis/python.ubuntu.18.04.sh && apt-get -y -qq install libavformat57 libavcodec57 libavutil55 libswscale4 && bazel test -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test"
+        - docker run -i -t -e PYTHON_VERSION=3 -e BAZEL_VERSION=0.20.0 -e BAZEL_OS=linux --rm -v $PWD:/workspace -w /workspace --net=host ubuntu:18.04 bash -x -c ".travis/python.ubuntu.18.04.sh && apt-get -y -qq install libavformat57 libavcodec57 libavutil55 libswscale4 && bazel test --spawn_strategy standalone -s --verbose_failures -- //tensorflow_io/... -//tensorflow_io/ignite:ignite_py_test"
     - name: "Ubuntu 14.04 R 3.2"
       language: r
       r: