Early career Velupillay began his career in the youth academy at Glen Eira FC, FTS (football technique school).
Melbourne Victory Velupillay signed his first professional contract with
Melbourne Victory in 2019. He made his professional debut for the club on 19 May 2021, coming on as a substitute in a 0–2 defeat against Sydney. On 11 December 2021, Velupillay scored his first professional goal, netting the winning goal in a 2–1 win over
Adelaide United. In the
2024 finals series Velupillay would score a late goal in the 88th minute in an elimination final against
Melbourne City, to make the scores level and put the match into
extra-time. In the
2024-25 season Velupillay would become the clubs top goal-scorer for Melbourne Victory in all competitions and equal top goal-scorer for the club in the regular season. Unfortunately Velupillay would miss out on playing in the
2025 A-League Grand final against
Melbourne City, due to an injury. ==International career==