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How do I write a Python script using Great Expectations or Soda to automate data quality checks inside a GitHub Actions CI CD pipeline

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I write a Python script using Great Expectations or Soda to automate data quality checks inside a GitHub Actions CI CD pipeline
3 real searches · 1 real-search pass
Great Expectations current Python validation API pandas dataframe validator documentation 2026Google ↗
OBSERVED
Soda Core Python scan configuration checks YAML documentation GitHub ActionsGoogle ↗
OBSERVED
GitHub Actions Python workflow setup-python official documentationGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Great Expectations current Python validation API pandas dataframe validator documentation 2026 Google ↗
Soda Core Python scan configuration checks YAML documentation GitHub Actions Google ↗
GitHub Actions Python workflow setup-python official documentation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Great Expectations current Python validation API pandas dataframe validator documentation 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Soda Core Python scan configuration checks YAML documentation GitHub Actions
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
GitHub Actions Python workflow setup-python official documentation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1