# Dagster: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/dagster

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 30 | 0% | 2 |
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 109 | 0% | 1 |

## What the models said for it

- "Orchestration | Dagster or Airflow (open-source) | Schedules ELT → dbt → Reverse ETL jobs reliably" (Grok 4.20, Warehouse & ETL)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Dagster, from 4 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- datachannel.co: 3
- hevodata.com: 3
- zoho.com: 3
- aboutmartech.com: 2
- leadjourney.io: 2
- twilio.com: 2
- aampe.com: 1
- allata.com: 1
- astera.com: 1
- atlan.com: 1

### Pages cited

- https://datachannel.co/blogs/top-reverse-etl-tools-2024: 3
- https://hevodata.com/etl-tools/reverse-etl: 3
- https://zoho.com/dataprep/top-reverse-etl-tools.html: 3
- https://datachannel.co/blogs/top-reverse-etl-tools: 2
- https://leadjourney.io/blog/best-marketing-data-warehouse: 2
- https://twilio.com/en-us/products/connections/reverse-etl: 2
- https://aampe.com/blog/the-7-best-reverse-etl-tools-in-2024: 1
- https://aboutmartech.com/blog/modern-marketing-data-stack-revops: 1

## In its own words

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

- Positioning: AI-native DataOps platform (https://dagster.io/)
- For: engineers (https://dagster.io/)
- Price stated: free tier (https://dagster.io/)
- Starting price: $10 (https://dagster.io/pricing)
- Free plan or trial: Get started for free; free 30 day trial (https://dagster.io/)
- Integrations claimed: 200 (https://dagster.io/integrations)
- Certifications: SOC 2 Type II, GDPR, HIPAA
- Hosting: Cloud, on-prem, hybrid, EU
- Customers named: Flo Energy, Magenta Telekom, smava, Ayersio Services Limited, Chainalysis

## What it publishes

Every page dagster.io exposes, read 2026-09-29: 1943 addresses. By kind, pages and the last 90 days:

- blog: 186 pages, 6 in the last 90 days, latest 2026-09-17
- case study: 33 pages, 1 in the last 90 days, latest 2026-08-04
- conference or event: 58 pages, 0 in the last 90 days, latest undated
- report or ebook: 215 pages, 1 in the last 90 days, latest 2026-09-08
- comparison: 12 pages, 1 in the last 90 days, latest 2026-09-08
- glossary or explainer: 733 pages, 0 in the last 90 days, latest 2024-05-17
- podcast or video: 1 pages, 0 in the last 90 days, latest 2026-04-02
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-17 blog: The data plane is yours dagster hybrid on kubernetes and azure https://dagster.io/blog/the-data-plane-is-yours-dagster-hybrid-on-kubernetes-and-azure
- Recent: 2026-09-08 comparison: Dagster vs airflow https://dagster.io/vs/dagster-vs-airflow
- Recent: 2026-09-08 report or ebook: How to build data platforms ebook https://dagster.io/how-to-build-data-platforms-ebook
- Recent: 2026-08-12 blog: Community showcase part 3 https://dagster.io/blog/community-showcase-part-3
- Recent: 2026-08-12 blog: Orchestration is more than scheduling declarative automation in dagster https://dagster.io/blog/orchestration-is-more-than-scheduling-declarative-automation-in-dagster
- Recent: 2026-08-04 case study: Flo energys data platform for critical energy data https://dagster.io/customers/flo-energys-data-platform-for-critical-energy-data

## Record

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