Abhishek,

Bordering on offtopic here but some thoughts that come to mind as common 
gotchas:

Assuming it's on EC2, what EC2 instance type are you running your 
application on and what OS installation? Some instances are burstable and 
you will get very aggressive throttling after some period of work.

You'll need to share additional information about the instance - storage 
details, etc. You might not have sufficient IOPS provisioned against the 
datastore backing your instance.

If it's something else eg EMR / ECS / etc, please share those details too.

Thanks
Jason

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