Atharvaa is a trained dancer and often showcases his skills in films.
He initially studied engineering before pursuing acting full-time.
His grandfather, S. Siddalingaiah, directed the classic Tamil film Kaavalkaaran (1967).
Atharvaa won the Filmfare Award for Best Actor (Tamil) for Paradesi.
He is known for maintaining a low-profile personal life despite his film lineage.