The incident happened at 8 p.m. on Friday.
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According to investigators, the thieves took a variety of tools, including sledgehammers and crowbars, and took off after getting into a getaway car that was parked outside.
The four suspects were taken into custody early Saturday morning during a traffic stop conducted by Beverly Hills police.
In an update issued by the Los Angeles Sheriff's Department on Sunday, the four suspects were identified as 22-year-old Everett Lestorkindle, 20-year-old Bronz Jackson, 19-year-old Shawn Jones and 19-year-old Daniel DeHughes.
They have all been charged with conspiracy to commit burglary and are being held on a $20,000 bond.
DeHughes is being medically treated before he is booked, according to LASD.
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They're all expected back in court on Tuesday, Nov. 30.
The theft comes as similar tools have been used in a number of smash-and-grab robberies at high-end stores in several major US cities this month.
At least 18 people broke into a Nordstrom department store in Los Angeles Monday night and stole thousands of dollars in merchandise, the city's police chief said. Similar crimes have been reported in the San Francisco Bay Area, Chicago, and other cities.
The CNN Wire contributed to this report.