Real ChatGPT answer · index seedGnY1psal7LwcompleteB2B software · data and analytics platformscommercial

Can you recommend an open-source data quality testing framework that integrates natively with dbt and supports custom statistical assertions on streaming data?

ChatGPTgpt-64 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you recommend an open-source data quality testing framework that integrates natively with dbt and supports custom statistical assertions on streaming data?
4 real searches · 1 real-search pass
open-source data quality framework native dbt integration custom statistical assertions streaming data Soda Core dbt streamingGoogle ↗
OBSERVED
dbt_expectations package statistical tests dbt open source documentationGoogle ↗
OBSERVED
Elementary dbt open source anomaly detection dbt integration streaming dataGoogle ↗
OBSERVED
open source streaming data quality framework Kafka statistical assertions dbt integrationGoogle ↗
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 4 queries…

Searches and sources

ChatGPT4 real searches · gpt-6
open-source data quality framework native dbt integration custom statistical assertions streaming data Soda Core dbt streaming Google ↗
dbt_expectations package statistical tests dbt open source documentation Google ↗
Elementary dbt open source anomaly detection dbt integration streaming data Google ↗
open source streaming data quality framework Kafka statistical assertions dbt integration Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
open-source data quality framework native dbt integration custom statistical assertions streaming data Soda Core dbt streaming
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
dbt_expectations package statistical tests dbt open source documentation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Elementary dbt open source anomaly detection dbt integration streaming data
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
open source streaming data quality framework Kafka statistical assertions dbt integration
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1