What are the biggest complaints developers have about setting up Great Expectations data validation tests in 2024, and are there easier libraries to use for someone who just knows basic Python and SQL?
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The searches the AI actually ran for this prompt.
SEED QUERY
What are the biggest complaints developers have about setting up Great Expectations data validation tests in 2024, and are there easier libraries to use for someone who just knows basic Python and SQL?
2 real searches · 1 real-search pass
Great Expectations 2024 developer complaints setup complexity configuration learning curve alternatives data validation libraries Pandera Soda dbt testsGoogle ↗
OBSERVEDComparison
Great Expectations 1.0 2024 migration breaking changes user feedback setup expectations data contextGoogle ↗
OBSERVEDConsequence
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). 1 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
Great Expectations 2024 developer complaints setup complexity configuration learning curve alternatives data validation libraries Pandera Soda dbt tests Google ↗
Great Expectations 1.0 2024 migration breaking changes user feedback setup expectations data context Google ↗
- The next step for GX OSS: 1.0 · greatexpectations.io
- Great Expectations is bloaty. What are the alternatives? · reddit.com
- Changes to know for GX Core 1.0 · greatexpectations.io
- Community roundup: March 2024 · greatexpectations.io
- Changelog · docs.greatexpectations.io
- Pandera documentation · pandera.readthedocs.io
- Soda documentation · docs.soda.io
- SodaCL tutorial | Soda v3 · docs.soda.io
- Soda Core (v3) | Soda v3 · docs.soda.io
- dbt data tests · docs.getdbt.com
- Add data tests to your DAG · docs.getdbt.com
- Writing custom generic data tests · docs.getdbt.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Great Expectations 2024 developer complaints setup complexity configuration learning curve alternatives data validation libraries Pandera Soda dbt tests OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Great Expectations 1.0 2024 migration breaking changes user feedback setup expectations data context OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |