Spanish mackerel with their silver sides and yellow spots are probably the most colorful fish of the Chesapeake Bay and are also good to eat. Spanish mackerel fishing is done trolling at various locations throughout the lower bay, with larger ones caught near the Chesapeake Bay Bridge Tunnel.