The 22-year-old actor was spotted without his girlfriend Marie Avgeropoulos for the big show.
Taylor instead brought along a friend to enjoy the concert with.
Before the show, Drake took to Twitter to let fans know how amped he was for the show.
“Excited to go to work tonight. LA Hollywood Bowl. Run up,” he tweeted.