I am trying to connect to kubernetes service through a pod.

I can list down the service using kubectl get svc and I can see the CLusterIP and port are there, but when the pod tries to connect to it, I get the error

dial tcp 10.0.0.153:xxxx: i/o timeout.

Any idea how to debug that? Or what could be the reason?