Does having a decent extra circular activities certification will provide me an extra edge, being a fresher?

Yes. Having extra curricular certificates does help you but only if they have not hampered your academics. You can never justify your extra curricular for your low grades (unless you are a national/international achiever in some domain). Understand this, there is a reason they are called "extra curr