Should I get certified before applying for cloud roles?
An associate-level certification is usually worth the time when your current role has no cloud on paper, because it gets your profile past keyword screening. Treat it as a filter key rather than as preparation. The technical rounds ask you to design something for a specific constraint or debug a broken configuration, and certification study does not cover either style of question well.
Will I stop coding if I move into a cloud engineering role?
You write different code rather than none. Infrastructure definitions, automation, operational tooling and occasional service work. Some Java developers find this satisfying and others miss product feature work within a year. It is worth deciding honestly beforehand, because moving back into application development after two years of pure infrastructure work means rebuilding a recent code history from scratch.
Which cloud should I choose to target in India?
Look at the specific companies you want rather than overall market share. AWS has the widest product-company presence, while Azure dominates enterprise and services accounts, particularly where Microsoft licensing is already embedded. Learn one properly and enough of a second to hold a conversation. Candidates who spread across all three usually cannot answer depth questions on any of them.
How do I explain the switch without sounding like I am escaping Java?
Frame it as extension, not escape. You built services, then took responsibility for how they run, scale and fail in production. That narrative reads as growing scope. Saying you wanted to leave development or that Java felt saturated reads as avoidance, and interviewers hear that as a risk that you will move again as soon as this domain also becomes routine.