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Im having the same issue, also started about a month ago same as OP, and I have a Galaxy S23 (OP had a galaxy S24)
Game works perfectly while I'm online/on data, and it's synched to my account. But as soon as I'm offline, the app loads and the map loads, but clicking on my latest level number doesn't open the game, again similar symptom as OP.
So this is definitely some candy crush app issue, not an issue with OP since atleast three people here have mentioned it