Modern analytics relies on robust data pipelines to automate the flow of information. These pipelines pull data from multiple sources, clean it into a usable format, and deliver it to analytical tools for insightful analysis. Building such pipelines requires careful design of each stage, from data capture to storage and presentation. A robust pipe