Modern analytics depends on robust data pipelines to streamline the flow of information. These pipelines gather data from diverse sources, clean it into a usable format, and push it to analytical tools for meaningful understanding. Building such pipelines requires careful consideration of each stage, from data ingestion to storage and visualization