Police said late Sunday that the woman is a victim of domestic violence but didn't say how she knows the man in the video.
"It appears that in the video, he has his arms wrapped around her neck as he forces her inside the vehicle", Miami Police officer Kiara Delva said, describing the possible abduction, according to WTVJ.
Police initially tweeted video of the incident in the city's Allapattah neighborhood Saturday evening, saying that they were looking for a newer-model white Nissan Altima with a paper tag.
"He's going to kill me", she screamed before being forced into the man's auto and driven off, witnesses told WPLG-Ch. 10. "She told me, 'He's going to kill me'".
Jewish Leaders Outraged by Democrat Ilhan Omar's Antisemitic Tweets
Representative Ilhan Omar , Democrat of Minnesota, speaks during a press conference calling on Congress to cut funding for U.S. Immigration and Customs Enforcement (ICE) and to defund border detention facilities, outside the U.S.
A white Nissan Altima then speeds up to the premises and a man gets out from the driver's side. "He hit her like 20 more times with the door".
"He was running like a beast into the shop, he took her (and) he hit her like 20 times", the witness said. "We don't know if she's hurt", Cruz said in a Facebook Live video.
"This is someone's daughter, someone's sister, someone's family member", added Cruz. "We need to apprehend this individual; we need to bring this young lady back home to safety".
Anyone with any information is asked to contact police at 305-603-6370 or 911.