Ferry operators are racing to be the first to tie up pier-side in Havana.

At least five shipping companies have applied for special licenses from the U.S. State Department to relaunch overnight ferry service from ports in Florida, according to shipping executives familiar with the matter. The routes were popular with American tourists and weekend revelers before sea links were closed off more than 50 years ago.

The...