Hi Basu Mathapati,
Welcome to Microsoft Q&A forum.
As I understand, you are getting query timeout issue in Azure SQL Database.
We recommend you to go through the detailed documentation on handling of Query Timeout cases as below:
Other helpful post: https://learn.microsoft.com/en-us/answers/questions/654406/query-timeout-on-a-single-query
Let us know if this helped. If not, we will look into it further.
Thanks