One of the biggest changes to the Apache Spark Structured Streaming API over the past few years is undoubtedly the introduction of the declarative API, AKA Spark Declarative Pipelines. This post kicks off a three-part series dedicated to this new functionality. By the end of these articles, you will be able to effectively leverage declarative programming in your workflows and gain a deeper understanding of what happens under the hood when you do.