Why do different weather apps sometimes disagree?

Because forecasting is genuinely hard and every app leans on a different model, and the models themselves don't always agree — especially about when rain starts and how much falls. If your weather apps are arguing with each other, that's usually the atmosphere being genuinely uncertain, not one of them being "wrong."