I followed the instructions on My Boho Baby is Hippie Chic and made this high chair/shopping cart cover. If this works well, I might make another one for gifting.
I bought some Heat ‘n Bond and some felt for some custom applique too, though I’m not sure whether fleece is a good fabric to try it on.