The Cannonball Run Filming Locations

The Cannonball Run was filmed in Los Angeles, Tucson, & St. Louis in United States of America.
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Eads Bridge

Bridge

J.J. and Victor's ambulance crosses the bridge into St. Louis.

Source: IMDb