Modern analytics relies on robust data pipelines to automate the flow of information. These pipelines pull data from diverse sources, clean it into a usable format, and push it to analytical tools for actionable interpretation. Building such pipelines requires careful design of each stage, from data ingestion to storage and presentation. A robust