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Observability: Data Quality

Reliable data for reliable decisions

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About this module

Welcome to the Observability: Data Quality module!

In this module, you will learn why data quality matters, the six essential characteristics that any dataset must possess to ensure high data quality, a crucial data engineering approach to prevent bad data from being pushed into production, and, more importantly, how to implement data quality checks with Astro Observe.

🎯 Learning Objectives

At the end of this module, you'll be able to:

  • Implement your first data quality checks with Astro Observe
  • Spot issues and define the correct data quality check
  • Assess if a dataset is reliable enough for taking decisions based on it
  • Use the Write-Audit-Publish pattern to prevent pushing bad data into production

Curriculum0 hr 31 min

  • Introduction
  • Welcome! 0 hr 1 min
  • Data Quality Fundamentals
  • Why Data Quality? 0 hr 5 min
  • The Six pillars of Data Quality 0 hr 10 min
  • Implementing your Data Quality checks
  • The WAP pattern 0 hr 8 min
  • Data Quality with Astro Observe 0 hr 7 min
  • Wrap Up
  • Final Quiz
  • How was it?

About this module

Welcome to the Observability: Data Quality module!

In this module, you will learn why data quality matters, the six essential characteristics that any dataset must possess to ensure high data quality, a crucial data engineering approach to prevent bad data from being pushed into production, and, more importantly, how to implement data quality checks with Astro Observe.

🎯 Learning Objectives

At the end of this module, you'll be able to:

  • Implement your first data quality checks with Astro Observe
  • Spot issues and define the correct data quality check
  • Assess if a dataset is reliable enough for taking decisions based on it
  • Use the Write-Audit-Publish pattern to prevent pushing bad data into production

Curriculum0 hr 31 min

  • Introduction
  • Welcome! 0 hr 1 min
  • Data Quality Fundamentals
  • Why Data Quality? 0 hr 5 min
  • The Six pillars of Data Quality 0 hr 10 min
  • Implementing your Data Quality checks
  • The WAP pattern 0 hr 8 min
  • Data Quality with Astro Observe 0 hr 7 min
  • Wrap Up
  • Final Quiz
  • How was it?