The silver BMW in the video is having trouble backing out of a parking stall, even though there is plenty of room, and hits a red car in the process.
The video was posted Thursday by YouTube user Kidzidzi Kidzidzi, who says the man in the green top helps the woman leave before realizing she damaged his car.
"We are very interested in following up on this video," said Calgary police in the comments posted under the video. "We ask that the person who captured it, along with any other owners [or] witnesses please contact 403-266-1234."
Const. Jeremy Shaw confirmed on Twitter that a hit-and-run investigation is currently underway.