The bay is spanned twice , in Maryland by the Chesapeake Bay Bridge from Sandy Point ( near Annapolis ) to Kent Island , and in Virginia by the Chesapeake Bay Bridge-Tunnel connecting Virginia Beach to Cape Charles .
The Chesapeake Bay Bridge crosses the bay in Maryland from Sandy Point ( near Annapolis ) to Kent Island .