Preventative Data Quality Rules

Nhập môn Chất lượng Dữ liệu

Chrissy Bloom

Head of Enterprise Data Strategy & Governance

Defining preventative rules

Preventative data quality rule: rule that stops data from loading downstream if a data quality issue is found

preventative data quality rule example with three tables where data is only loaded in the first table

When the data is critical to business processes and an identified issue would cause harm if it is not immediately corrected
When the issue can be easily fixed
When the issue has an impact on a large number of records

three images: heart beat for criticality, a puzzle for complexity, and two intertwined arrows for impact

preventative data quality rule example with two tables where data does not load in the second table

diagram with two example data pipelines where the first has an issue prevented and the second has the issue remediated

diagram depicting different between detective and preventative data quality rules

Nhập môn Chất lượng Dữ liệu