MARYLAND LAKES Chesapeake Bay Anne Arundel County, MD BE THE FIRST TO WRITE A REVIEW SHARE THIS PAGE Chesapeake Bay is located in Anne Arundel County, Maryland. This lake is 964,871 acres in size. BUY A MARYLAND FISHING LICENSE. SIZE 964,871 acres POST A FISHING REPORT BAROMETRICPRESSURE WEATHERINFO WIND MAP& FORECAST SUN/MOONINFO