Explanation There are a number of resource constraints that can cause the streaming pipeline to slow down. The watermark delay metric can rise due to: Not enough processing resources in Stream Analytics to handle the volume of input events. Not enough throughput within the input event brokers, so they are throttled. Output sinks are not provisioned with enough capacity, so they are throttled. The possible solutions vary widely based on the flavor of output service being used. Reference: https://docs.microsoft.com/en-us/azure/stream-analytics/stream-analytics-time-handling