Cherrypick #1058[Handle health check not found error gracefully] into release-1.9

[skmatti]

No description provided.

[k8s-ci-robot]

Hi @skmatti. Thanks for your PR.

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[freehan]

/lgtm
/approve

[k8s-ci-robot]

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