Teams often end up rebuilding the same runtime code—connection handling, retries, logging—in hundreds of standalone Python scripts. SeaTunnel fixes this by moving those concerns into a shared runtime and connector framework, leaving developers to define just the source, transform, and sink for each data pipeline.

The article argues that technically sound data teams often stop at delivering dashboards and pipelines, failing to influence actual decisions. It introduces a three-layer Data-Perspective-Action framework and practical habits—like weekly one-pagers—to build the interpretive “Perspective” layer that links data work to business outcomes.