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:
Let us know if this helped. If not, we will look into it further.