Modern analytics depends on robust data pipelines to optimize the flow of information. These pipelines gather data from varied sources, transform it into a usable format, and push it to analytical tools for actionable understanding. Building such pipelines requires careful planning of each stage, from data ingestion to storage and visualization. A