The incident happened around 12:40 a.m. Friday at a jewelry store in the 1200 block of West Rancho Vista Boulevard. According to the Palmdale sheriff's station, the suspects drove a vehicle into the building, got out and began taking items.
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It's unclear how many suspects were involved but authorities say they're still on the run.
No store employees were injured.
Anyone with information is urged to contact authorities.