Verify metrics in integration test

[liu-cong]

Hermetic test is a fast way to verify functionality e2e without requiring a real cluster.

We should verify the metrics in each test case.

[liu-cong]

cc @JeffLuoo @courageJ

[JeffLuoo]

As a followup regarding this comment that we should add authentication in integration test as well.