What is a data pipeline?
A process that automatically collects, cleans and transforms data from different systems and delivers it to reports, analytics or AI applications.
In detail
Business data is scattered across multiple systems, with different formats and definitions. A data pipeline extracts the data on a schedule or in real time, standardizes formats, removes errors and duplicates, then stores it in a data warehouse or passes it to other applications, so analytics and AI work with clean, reliable data.
For example
Every night, the data pipeline pulls the previous day's data from the ERP, the e-commerce platform and ad platforms, consolidates it and updates the business dashboard.
How companies use it
Set up run monitoring and failure alerts for every pipeline, so data problems are caught promptly.
Common misconceptions
Pipelines failing silently. The data in the reports stopped three days ago, yet managers think it is up to date.
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