Detectives say two men were walking down Olive Street, near 5th Avenue in Westlake, when a heated argument broke out between the pair.
According to witnesses one man pulled out a gun, and shot the other man. The 47-year-old victim died at the scene.
Reports say the shooting suspect was last seen wearing a red sweatshirt and jeans.
Anyone with information is asked to call the Seattle Police Department.