Glossary

Data Pipeline

A data pipeline is the automated path data takes from a source system to wherever it is used, including the scheduling, transformation, error handling and recovery that keep it running unattended.

The Distinction From A One-Off Script Is Everything That Happens When Something Goes Wrong.

A script moves data once. A pipeline handles a source being unavailable, a run overlapping the previous one, a partial failure halfway through, and the need to re-process yesterday after a bug is fixed.

Data analysts reviewing data pipeline pipelines, metrics dashboards, and performance trends — Accurate Data Pipeline tracking provides transparent visibility into operational performance and user behaviour.

Backfill is the requirement most often missed.: When a transformation turns out to be wrong, the correction has to be applied to historical data as well as new, and a pipeline that can only move today's records makes that a manual project.
Ownership decides whether it survives.: Pipelines break when source systems change, credentials rotate and schemas drift. Without a named owner and an alert that reaches them, the first sign of failure is usually a figure someone did not believe.

Covered in Business IntelligenceSystems Integration

Frequently Asked Questions

How Is A Pipeline Different From A Script?

A script moves data once. A pipeline handles scheduling, overlapping runs, partial failures, alerting and re-processing history after a fix, which is most of the real work.

What Breaks Pipelines Most Often?

Changes in the source system: a renamed field, a changed format, a new null. They are silent by default, which is why validation on ingest matters more than clever transformation.

What Does This Cover?

A data pipeline is the automated path data takes from a source system to wherever it is used, including the scheduling, transformation, error handling and recovery that keep it running unattended.

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Data Pipeline

The Distinction From A One-Off Script Is Everything That Happens When Something Goes Wrong.

Frequently Asked Questions

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Data Pipeline

The Distinction From A One-Off Script Is Everything That Happens When Something Goes Wrong.

Frequently Asked Questions

Where this applies

Related Services

Read next