dbt Articles, Guides & Best Practices

Data quality SLOs for one dataset: consumers and consequences, five indicators with targets, observation log, error budget and burn-rate alerting

Data Quality SLOs: 5 Proven Indicators, Error Budgets and Burn-Rate Alerts on dbt and Airflow

Every data platform we take over has data quality checks. Hundreds of them, usually: not_null tests on every column, row-count assertions, a freshness dashboard nobody looks at, and a Slack channel where the failures scroll [...]

Metrics layer on dbt and MetricFlow: sources, marts, semantic models and metrics compiled into BI, notebook and decision API queries

Metrics Layer with dbt: 5 Proven Tests That Keep One Definition per Number

Ask three teams in the same company for last quarter's net revenue and you will usually get three numbers. Finance excludes returns booked after period close, marketing counts gross of discounts because that is what [...]

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