It happened just before noon on Thursday at the store located near the intersection of Laurel Canyon and Victory Boulevard.
Police say the victims were shot on the second floor of the store where officers have since placed one person in custody.
The Los Angeles Fire Department told Eyewitness News one woman has been sent to the hospital.
According to a tweet posted by the Los Angeles Police Department, the incident is not being considered an active shooter situation.
LAPD News: Around 11:45 am there was a shooting at a business near Victory Bl & Laurel Canyon. This is NOT an active shooter. Suspect is in custody. More information to follow.
— LAPD PIO (@LAPDPIO) December 23, 2021
Crews have since shut down portions of the nearby streets as officers continue their investigation.
This is a developing story. This article will be updated as more information becomes available.
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