With malware on the rise, it is has become difficult for analysts to make informed decisions quickly whether to spend time and money on a more rigorous manual review. To help combat this, I will discuss how to build and use an automated malware pipeline, which organizes and characterizes thousands of pieces of malware. After discussing tools and techniques for building a pipeline, I will give a demonstration of how the pipeline actually handles various malware samples. The audience will be walked through the stages, step by step, and will learn how the process works.