During Peter Weber's season of The Bachelor, there was a bit of an awkward reunion between Victoria and Chase. The singer agreed to make a cameo appearance and perform on the ABC reality dating series but was not aware that he would be singing to a former fling.

"They've never brought somebody in and surprised the guest on the show," Chase said in an interview on Fitz in the Morning in 2020. "To do that to me, it's over the top; it's unnecessary. I didn't expect it."

Additionally, Chase claimed that the two did not officially date but "spent a night together in Charlotte."

He added, "She's a cool chick, from what I know of her. I got no problem with her. I got no problem with him."

In 2019, Chase was linked to Olympic medalist Aly Raisman.