Cool ! I have always wanted to visit Tirupati again !
There are direct trains and buses but no direct flights for this journey. Chennai (Tamil Nadu) to Tirupati (Andhra Pradesh) distance is 139 km and you can get there by train in just over 2 hours and 30 minutes with fares starting from ₹ 68.
The weather is amazing right now. You'll have a great time.