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