Real ChatGPT answer · index seedyCb1EEl1dnkcompleteMarketing and advertising · web analyticscomparison
Is it better to use native GA4 explorations or Looker Studio data blending when creating custom cohort retention reports for our iOS app?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it better to use native GA4 explorations or Looker Studio data blending when creating custom cohort retention reports for our iOS app?
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
GA4 cohort exploration retention report limitations cohort exploration Google Analytics documentation Google ↗
Looker Studio data blending limitations join keys aggregation Google documentation GA4 Google ↗
- [GA4] Cohort exploration · support.google.com
- Blending tips and advanced concepts | Data Studio | Google Cloud Documentation · docs.cloud.google.com
- [GA4] Join key · support.google.com
- REST Resource: properties.reportTasks | Google Analytics | Google for Developers · developers.google.com
- Advanced use cases | Google Analytics | Google for Developers · developers.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GA4 cohort exploration retention report limitations cohort exploration Google Analytics documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Looker Studio data blending limitations join keys aggregation Google documentation GA4 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |