@Mrul Thank you for reaching out to us. As I understand you are trying to troubleshoot "no-start-ma" error on your Azure AD Sync server.
A "no-start-ma" error, which occurs when there are name resolution issues (DNS) in AD, any issues in your on-premise AD with respect to name resolution issues, network connectivity problems.
You can use telnet tool to check if any ports are blocked to the domain controller which your sync server is communicating. Since how long are you facing this issue.
Any events in the event logs which you can share at the time of this error.
Let me know if you have any further questions or we can connect offline to troubleshoot further on the same.