The incident happened early Wednesday morning at the Gilded Jewelry store in Santa Alley.
It appears they broke through the wall from a neighboring business to get inside. The store posted videos showing the damage on Instagram.
According to the Los Angeles Police Department, thousands of dollars in merchandise was stolen.