# Matillion: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 36 judge labels across 2 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/matillion

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ETL and ELT](https://www.gane.ai/index/it/it-data/etl-and-elt/index.md) | 0% | 9 | 6% | 35 |
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 58 | 0% | 1 |

## What the models said for it

- "Need warehouse-native, push-down transformations? Matillion executes heavy SQL/Python directly inside cloud warehouses." (Muse Glimmer 30B, ETL)
- "Matillion shines when you need deep, warehouse-native transformations ... and are willing to pay a premium." (MiniMax M2.5, ETL)
- "modern visual ELT tools (like Matillion). These are generally more flexible, scalable, and cost-effective" (GLM 4.7 FlashX, ETL)
- "Ideal if your stack is already in Snowflake/BigQuery and you want warehouse‑native transformations" (GLM 4.7 FlashX, ETL)

## And against it

- "Credit-based pricing is hard to forecast; compute charges run on top of license fees" (DeepSeek V4 Flash, ETL)
- "Credit-based pricing can spike with heavy usage, and the UI has a learning curve" (Claude Haiku 4.5, ETL)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-5.4 mini | 0 | 3 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 0 | 3 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 3 | 1 | 0 | 4 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 1 | 3 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 3 | 0 | 4 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 2 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Matillion, from 77 of the 92 answers that named it (only the models that return a source list).

### Domains cited

- airbyte.com: 46
- integrate.io: 44
- hevodata.com: 30
- fivetran.com: 26
- weld.app: 26
- skyvia.com: 19
- g2.com: 16
- zoho.com: 16
- funnel.io: 14
- tapdata.io: 14

### Pages cited

- https://airbyte.com/top-etl-tools-for-sources/etl-tools: 24
- https://weld.app/blog/etl-tools-compared: 23
- https://fivetran.com/learn/etl-tools: 15
- https://tapdata.io/blog/best-etl-tools-2024-seamless-integration-guide: 14
- https://zoho.com/dataprep/the-best-etl-tools-2026.html: 14
- https://designrush.com/agency/it-services/trends/data-integration-tools: 12
- https://informationweek.com/data-management/the-top-etl-tools-for-2024: 12
- https://hevodata.com/learn/etl-tools-for-small-businesses: 11

## In its own words

What Matillion's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Cloud-Native Data Integration With AI Built In (https://matillion.com/)
- For: data teams (https://matillion.com/)
- Price stated: No matter your plan, you only pay for the work that gets done through our consumption-based credit system (https://www.matillion.com/pricing)
- Free plan or trial: Try free; Start a free trial; Maia is available to trial for free today (https://www.matillion.com/pricing)
- Integrations claimed: 150 (https://www.matillion.com/solutions/etl)
- Certifications: SOC 1 Type II, SOC 2 Type II, SOC 3, ISO 27001, PCI DSS, CSA STAR
- Customers named: Cisco, Juniper Networks, TUI, Autodesk, Docu Sign, Cisco HP, wu big, Slack HP

## What it publishes

Every page matillion.com exposes, read 2026-09-29: 2358 addresses. By kind, pages and the last 90 days:

- blog: 700 pages, 0 in the last 90 days, latest 2026-03-26
- case study: 86 pages, 0 in the last 90 days, latest 2025-05-30
- webinar or virtual event: 19 pages, 0 in the last 90 days, latest 2025-11-04
- conference or event: 26 pages, 0 in the last 90 days, latest 2025-07-29
- report or ebook: 60 pages, 0 in the last 90 days, latest 2025-11-19
- comparison: 38 pages, 0 in the last 90 days, latest 2025-08-05
- glossary or explainer: 60 pages, 0 in the last 90 days, latest 2025-10-14
- podcast or video: 70 pages, 0 in the last 90 days, latest 2026-02-13
- news or press: 114 pages, 1 in the last 90 days, latest 2026-08-04
- Recent: 2026-08-04 news or press: Matillion unveils new ceo https://www.matillion.com/news/matillion-unveils-new-ceo
- Recent: 2026-03-26 blog: Matillion launches maias migration agent https://www.matillion.com/blog/matillion-launches-maias-migration-agent
- Recent: 2026-03-11 news or press: Matillion appoints tim oneil as chief revenue officer https://www.matillion.com/news/matillion-appoints-tim-oneil-as-chief-revenue-officer
- Recent: 2026-02-13 podcast or video: Accelerating ai driven executive insights https://www.matillion.com/video/accelerating-ai-driven-executive-insights
- Recent: 2026-02-12 podcast or video: 16x faster data workflows https://www.matillion.com/video/16x-faster-data-workflows
- Recent: 2026-02-11 blog: Data democratisation without losing control https://www.matillion.com/blog/data-democratisation-without-losing-control

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.