He currently plays for Karaköprü Belediyesi Spor Kulübü, wearing the number 28 shirt. He plays primarily as a Midfield.

His most recent move was a from Istanbul Beylikdüzüspor to Ayvalikgucu Belediyespor on 2023-07-01.

Across 13 appearances in the Turkish Third League 2025-2026, Deniz Cebeci registered 1 goals and 0 assists, while completing 0 key passes out of 0 total passes with a passing accuracy of -.