What's the Name of That Book??? discussion

This topic is about
Missing Judy
SOLVED: Children's/YA
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SOLVED. YA novel a girl’s 5 year old sister has been missing for multiple years after getting angry and walking out of a sleepover. [s]
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SPOILER
At the end of the book it turns out the grandfather did in fact find the missing sister after she walked out of the sleepover but, as he was driving under the influence he got into a car crash and killed the girl by accident. However he was successfully able to cover it up and pretended for many years to still be looking for the girl.
For some reason I remember the book title being like 3 words, it might have had balloons on the cover (not sure about this) and I’m pretty sure the author’s name was alliteration with Js (again not so sure on this info; the Js may have been the title though, for some reason joy?? rings a bell). I think the cover was purple with blue writing but I could be confusing it for another book.
I’m from England btw if that helps and I think the book was set here too.