Gomez hung out with the 20-year-old Canadian heartthrob all day and also sat on his lap at one point, reported TMZ online.
They were spotted enjoying each other's company during Jhene Aiko's performance.
Earlier, Bieber hit the stage with Chance the Rapper. The two stars performed their collaboration 'Confident' which is featured in the pop star's album Journal.
"Thanks Coachella for showing so much love. Good times," the Canadian singer tweeted after the performance.
Gomez was seen at the music fest with Kendall Jenner, Kylie Jenner and their entourage. The singer and Kylie later went to a midnight party.
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