The Windsor Police Service (WPS) is looking for any security or dashcam footage from Erie Street East, near Louis Avenue, on Sunday between 3 a.m. and 5 a.m.
Police were called to the area at that time for reports of shots fired at a vehicle. At the scene, officers did find spent shell casings on the street and sidewalk.
Investigators have determined that an argument broke out between two men on foot and several people in a silver Ford Escape.
"As the sports utility vehicle drove westbound, one of the males retrieved a firearm from his waistband and fired several shots at the vehicle," police said. Adding that the two men then ran in the opposite direction.
On Wednesday, WPS released images of several people and vehicles connected to the investigation.
No injuries have been reported following the incident.
The shooting suspect has been described as wearing a light-coloured shirt with dark sleeves and a dark hood as well as light-coloured pants.
Anyone with information is asked to contact the Windsor Police Major Crimes Unit at 519-255-6700 ext. 4830 or Crime Stoppers at 1-800-222-8477 (TIPS).