Spongebob's creator said it was supposed to end at the end of the first Spongebob Movie
Nick was too interested in $$$ for that though.
spongebob, from what i assume, doesnt make nearly as much money
if they end it with a big bang with a profit of like 100 million or something that'll be it
also, the first movie barely doubled the budget so that's why they continued