Collecting data is easy. Acting on it is harder. IoT application development matters when applications translate raw signals into decisions teams can use. Short anomalies trigger fast responses. Longer patterns guide planning without endless interpretation. I’ve seen downtime drop simply because applications stopped hiding issues behind generic charts. With Xcelore shaping timing and ... https://medium.com/p/8f03c4e23009/