It happened around 3:30 a.m. Sunday at the store on Wilmington Avenue and Del Amo Boulevard.
Police confirmed a burglary took place, but no other information was released.
Video obtained by Eyewitness News shows dozens of shoe boxes scattered across the store parking lot along with shattered glass. The footage also shows some people being detained, but police couldn't confirm if any formal arrests were made.
It's also unclear if anything was stolen.
The incident remains under investigation.