The car park near High Street, Llandaff, was closed while police investigated Police had said earlier that armed officers were deployed as a precaution to the incident on Chapel Street.
Det Ch Insp Matt Davies said a "police cordons remain in place in Llandaff, including at the High Street carpark, while enquiries continue". "Cordons will be lifted at the earliest opportunity.