This would include the beaches of Biloxi, Gulfport, Pass Christian, and Long Beach. The counties of Hancock and Jackson do permit pets on their beaches, but they must be on leash and you must clean up after them. These beaches include: Lakeshore Beach. Lakeshore Drive. Bay St. Louis, MS.