Data pipelines provide the ability to operate on streams of real-time data and process large data volumes. Monitoring data pipelines can present a challenge because many of the important metrics are unique. For example, with data pipelines, you need to understand the throughput of the pipeline, how long it takes data to flow through it and whether your data pipeline is resource-constrained.

Using dashboards in Cloud Monitoring makes it easy for you to track important system metrics. Creating dashboards by hand in the Monitoring UI can be a time-consuming process, especially if you want to use them in multiple different Monitoring Workspaces. With the recent GA announcement for the Cloud Monitoring dashboards API, you now have a way to programmatically create dashboards.