The correct spelling for "catterpillar" is "caterpillar". To avoid this common misspelling, remember to use only one "t" in the middle instead of two. Additionally, a helpful tip could be to associate the word with the animal's behavior of "catering" to its leafy diet, making it easier to remember the correct spelling.