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Can someone recommend the best open-source data quality testing frameworks to use alongside dbt Core for a university database management project
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can someone recommend the best open-source data quality testing frameworks to use alongside dbt Core for a university database management project
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
open source data quality testing frameworks integrate dbt Core Great Expectations Soda Core dbt-expectations Elementary Deequ 2026 Google ↗
official documentation dbt data tests dbt-utils dbt-expectations Soda Core Great Expectations integration Google ↗
- dbt testing documentation · docs.getdbt.com
- dbt-utils · github.com
- dbt-expectations · github.com
- Official website · greatexpectations.io
- dbt integration tutorial · docs.greatexpectations.io
- GitHub repository · github.com
- Official website · elementary-data.com
- GitHub repository · github.com
- GitHub repository · github.com
- License · github.com
- GitHub repository · github.com
- Elementary: Data observability that installs as a dbt package · matca.io
- The 2026 Open-Source Data Quality and Data Observability Landscape · datakitchen.io
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source data quality testing frameworks integrate dbt Core Great Expectations Soda Core dbt-expectations Elementary Deequ 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
official documentation dbt data tests dbt-utils dbt-expectations Soda Core Great Expectations integration OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |