Modern analytics hinges on robust data pipelines to optimize the flow of information. These pipelines pull data from multiple sources, clean it into a usable format, and deliver it to analytical tools for meaningful interpretation. Building such pipelines requires careful design of each stage, from data ingestion to storage and reporting. A robust