Push notifications have emerged as a dynamic tool for increasing user engagement in the digital landscape. By sending timely and targeted messages directly to users' devices, apps can hold their attention and encourage desired actions. Meanwhile, crafting effective push notifications requires a deft approach. Analyzing user behavior and preference