Pack some nice homemade food, cause this isn't a short trip !
There are direct flights, trains and buses for this journey. Chennai (Tamil Nadu) to Pune (Maharashtra) distance is 1190 km and you can get there by flight in just over 1 hour and 35 minutes or by train fares starting from ₹ 417.
It's gonna be warm and sunny, and did I mention warm ?