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 hold their attention and prompt desired actions. When, crafting effective push notifications requires a nuanced approach. Analyzing user behavior and preferen