Catch That Hat! is a 1997 children's picture book that was written by Mark S. Bernthal and illustrated by Bill A. Langley.
It was the second Barney book to be under the Little Golden Books collection following Sharing Is Caring.
One windy day, Barney and BJ were flying kites in the park. Suddenly BJ pointed to the big clock and shouted that he had to meet Baby Bop at the playground at twelve o'clock. The wind soon blew BJ's hat into the air. Throughout the book, Barney and BJ try to catch BJ's hat as the wind blows it around from place to place. Eventually, the hat was blown onto Baby Bop's head in the playground, just in time for BJ to have playtime with his sister.
- Following the episode, "Hats Off to BJ!" and the home video Barney's Musical Scrapbook, this marked the third time in the franchise where we see BJ lose his hat due to the wind.
- This book was released one year after Bedtime for Baby Bop was released.