The 23-year-old singer and 18-year-old One Direction hunk were joined by her mom, Andrea.
During their afternoon out, Taylor stopped by Ralph’s grocery store for a few goodies.
Just the night before, Taylor joined Harry at Shamrock Tattoo in Los Angeles to watch him get some new ink.
Be sure to tune in to X Factor USA tomorrow night — 1D will be performing!
20+ pics inside…