The breakin happened around 3 a.m. at Nafiseh Jewelry on Ventura Boulevard.
Investigators say the suspect, who appeared to be working alone, entered the business by creating a hole in the ceiling.
The store owner told reporters the thief escaped with about $50,000 in jewelry.
Police are asking anyone with information to contact the Los Angeles Police Department.