Hello @sdheepak,
Thanks for your questions. Given the nature of the issue it will require a more detail investigation to understand the root cause of the issue. Do you have a support plan to raise a case with us?
Just as general troubleshooting step, have you validated SQL monitoring? when queries are queued up do you not see any query processing at all?
And what is the size / t-shirt size and number of queries being run?