Coursera

Data Quality and Debugging for Reliable Pipelines

Coursera

Data Quality and Debugging for Reliable Pipelines

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Beginner level

Recommended experience

Flexible schedule
Learn at your own pace
Beginner level

Recommended experience

Flexible schedule
Learn at your own pace

What you'll learn

  • Define and automate data quality tests using YAML to validate row counts, null thresholds, and uniqueness across pipeline datasets.

  • Trace data anomalies through pipeline stages by analyzing logs and dashboards to identify and fix the exact source of failure.

  • Apply advanced Python debugging tools — including conditional breakpoints, watchpoints, and pdb — to diagnose and resolve pipeline issues.

  • Resolve complex concurrency bugs by reading stack traces and correlating thread logs to identify deadlocks and race conditions in code.

Details to know

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Taught in English
Recently updated!

March 2026

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This course is part of the Open source Data Engineering with Spark, dbt & Airflow Professional Certificate
When you enroll in this course, you'll also be enrolled in this Professional Certificate.
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