Chapter 3 Design Figure 3-23. IoT integration • IoT application layer: The IoT application layer collates the data and applies ML capability to the data taken from the devices. Insights, predictions along with appropriate data, and web services are exposed to the UI dashboards and analytics application. Frameworks like Apache Spark and Apache Kafka help to manage IoT data in real time; they provide data pipelines and steaming mode to get insights 94