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Some websides try to persuade you to by with them if you come back later.
(Some travel sites make everything more expensive if you come back later because they know there is a high chance you have already decided to buy from them. Amazon does something similar.)
It could also be that their prices depend on their current workload or on some other factors. (Cheaper prices if they have not enough orders, …)