Client request timeout for One Hour Data , while the same query when executed for 15 minutes or less give the data in some microseconds, What can be the root cause

Elastic Stack Elasticsearch
1

I am not finding any logs related to such an error on coordination or on any master node, The Elastic nodes have the high bandwidth within themselves, but some time I observe retries when testing the bandwidth , Can this be a reason for this Client Request Timeout?