What are the main reasons data teams migrate away from Great Expectations to tools like Soda or dbt tests, based on recent migration case studies and forum posts?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the main reasons data teams migrate away from Great Expectations to tools like Soda or dbt tests, based on recent migration case studies and forum posts?
4 real searches · 1 real-search pass
Great Expectations migration case study Soda dbt tests data quality 2026Google ↗
OBSERVEDReason
Great Expectations migration to Soda case study why teams switched data quality forumGoogle ↗
OBSERVEDReason
Great Expectations vs Soda Core migration experience dbt tests forum reasonsGoogle ↗
OBSERVEDReason
Great Expectations users frustrations migration dbt tests community discussionGoogle ↗
OBSERVEDReason
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 (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
Great Expectations migration case study Soda dbt tests data quality 2026 Google ↗
Great Expectations migration to Soda case study why teams switched data quality forum Google ↗
Great Expectations vs Soda Core migration experience dbt tests forum reasons Google ↗
Great Expectations users frustrations migration dbt tests community discussion Google ↗
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Great Expectations migration case study Soda dbt tests data quality 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Great Expectations migration to Soda case study why teams switched data quality forum OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Great Expectations vs Soda Core migration experience dbt tests forum reasons OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Great Expectations users frustrations migration dbt tests community discussion OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |