Armadillo's habit of eavesdropping and then misreporting what he hears makes the other animals so angry that they find a way to keep him from overhearing their private conversations.
Bo, an adventurous, near-sighted armadillo, leaves his mother and brothers to follow a girl heading to a rodeo wearing new red boots which Bo mistakes for another armadillo.
Armadillo wants a friend, and so when three other animals mistake him for a stone and express their wishes near him, he does everything he can to make them come true.
When no one can find a pink, fluffy rabbit to give to Tallulah for her birthday, her grandmother knits her a pink, fluffy "thing" that they name Milo Armadillo, which proves to be a great present.