Start and cleanup integration tests

[tanyongzhi]

To run integration-tests, we have to start the api in the background with make run-test, and then run the integration tests with make integration-test. This is already being implemented in #429. Ideally, we want to simplify this process by making make integration-test start the api, run the integration test, and then kill it with pkill or a similar command.