You can buy bitcoins directly from a person from your city using local bitcoins
WazirX is one of the leading cryptocurrency exchanges in India. This exchange, you can do trading in Person-to-person or from centralized exchange.
In P2P direct money transfer happens from the buyer to the seller account.
Whereas where you trade on exchange the money is transferred via WazirX.