Are there free alternatives to enterprise attribution modeling software that small ecommerce brands can set up this weekend
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there free alternatives to enterprise attribution modeling software that small ecommerce brands can set up this weekend
3 real searches · 1 real-search pass
free ecommerce marketing attribution tools open source GA4 BigQuery Looker Studio Shopify 2026Google ↗
OBSERVEDComparison
Matomo ecommerce attribution free self hosted marketing attribution featuresGoogle ↗
OBSERVEDOther / navigational
Shopify marketing attribution reports Google Analytics 4 UTM tracking limitations 2026Google ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
free ecommerce marketing attribution tools open source GA4 BigQuery Looker Studio Shopify 2026 Google ↗
Matomo ecommerce attribution free self hosted marketing attribution features Google ↗
Shopify marketing attribution reports Google Analytics 4 UTM tracking limitations 2026 Google ↗
- Google Analytics · analytics.google.com
- Looker Studio · lookerstudio.google.com
- Triple Whale · triplewhale.com
- Matomo · matomo.org
- Shopify Help Center · help.shopify.com
- 12 Best Free Ecommerce Attribution Tools for DTC Teams (2026) · attribuly.com
- Attribution Software · matomo.org
- E-commerce analytics software in 2026 · gtmanalytics.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
free ecommerce marketing attribution tools open source GA4 BigQuery Looker Studio Shopify 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Matomo ecommerce attribution free self hosted marketing attribution features OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Shopify marketing attribution reports Google Analytics 4 UTM tracking limitations 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |