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Push notifications have emerged as a dynamic tool for increasing user engagement in the digital landscape. By transmitting timely and personalized messages directly to users' devices, apps can retain their attention and encourage desired actions. However, crafting effective push notifications requires a nuanced approach. Interpreting user behavior