# ETL and ELT for enterprise buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "ETL tool" and as "data pipeline and ELT platform", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/it/it-data/etl-and-elt/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/it-data/etl-and-elt/enterprise/index.md

**Standing:** Fivetran leads with 49% of first choices; verdict clear leader. 45 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Fivetran](https://www.gane.ai/index/it/vendors/fivetran/index.md) | 49% | 30% | 61 |
| 2 | [Integrate.io](https://www.gane.ai/index/it/vendors/integrate-io/index.md) | 27% | 10% | 20 |
| 3 | [Matillion](https://www.gane.ai/index/it/vendors/matillion/index.md) | 4% | 21% | 38 |
| 4 | [Informatica Intelligent Data Management Cloud](https://www.gane.ai/index/it/vendors/informatica-intelligent-data-management-cloud/index.md) | 4% | 28% | 32 |
| 5 | [Informatica PowerCenter](https://www.gane.ai/index/it/vendors/informatica-powercenter/index.md) | 4% | 45% | 20 |
| 7 | [Talend](https://www.gane.ai/index/it/vendors/talend/index.md) | 2% | 38% | 48 |
| 8 | [IBM DataStage](https://www.gane.ai/index/it/vendors/ibm-datastage/index.md) | 2% | 39% | 18 |
| 11 | [dbt](https://www.gane.ai/index/it/vendors/dbt/index.md) | 0% | 4% | 25 |
| 12 | [AWS Glue](https://www.gane.ai/index/it/vendors/aws-glue/index.md) | 0% | 17% | 30 |
| 13 | [Azure Data Factory](https://www.gane.ai/index/it/vendors/azure-data-factory/index.md) | 0% | 18% | 28 |
| 14 | [Airbyte](https://www.gane.ai/index/it/vendors/airbyte/index.md) | 0% | 29% | 31 |
| 15 | [Databricks Lakeflow](https://www.gane.ai/index/it/vendors/databricks-lakeflow/index.md) | 0% | 15% | 13 |

Rank is by share of first choices among all 73 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Fivetran; alternatives Airbyte, Informatica Intelligent Data Management Cloud, Matillion
- Gemini 3.5 Flash: Fivetran; alternatives AWS Glue, Apache Airflow, Azure Data Factory, Informatica Intelligent Data Management Cloud
- Perplexity Sonar: Informatica Data Integration; alternatives Azure Data Factory, Fivetran
- Grok 4.20: Informatica Intelligent Data Management Cloud; alternatives AWS Glue, Google Cloud Data Fusion, IBM DataStage, Matillion
- Mistral Small: Cleo Integration Cloud, IBM webMethods Hybrid Integration; alternatives Hevo Data, Matillion ETL, MuleSoft Anypoint Platform
- DeepSeek V4 Flash: Fivetran; alternatives Airbyte, Informatica Intelligent Data Management Cloud, Matillion, Talend
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Fivetran; alternatives Azure Data Factory, Informatica PowerCenter, Matillion
- Kimi K2: Fivetran, Informatica Intelligent Data Management Cloud; alternatives Talend, dbt
- GLM 4.7 FlashX: IBM DataStage, Informatica PowerCenter; alternatives Fivetran, Matillion, Microsoft SQL Server Integration Services, Oracle Data Integrator
- MiniMax M2.5: Fivetran; alternatives Azure Data Factory, Cleo Integration Cloud, Databricks Lakeflow, Stitch
- GPT-6 Luna: Fivetran; alternatives Informatica Cloud Data Integration, dbt
- Muse Glimmer 30B: Informatica PowerCenter, Talend; alternatives Azure Data Factory, Cleo Integration Cloud, Fivetran, Integrate.io

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- integrate.io: 55 answers, 174 citations
- fivetran.com: 41 answers, 79 citations
- hevodata.com: 40 answers, 75 citations
- airbyte.com: 35 answers, 61 citations
- estuary.dev: 26 answers, 33 citations
- blog.coupler.io: 23 answers, 23 citations
- domo.com: 21 answers, 21 citations
- weld.app: 20 answers, 24 citations

Pages named in the most answers:

- https://hevodata.com/learn/etl-tools-for-enterprise-data-integration (26 answers)
- https://blog.coupler.io/etl-tools (22 answers)
- https://fivetran.com/learn/etl-tools (22 answers)
- https://estuary.dev/blog/etl-tools-list (19 answers)
- https://integrate.io/blog/best-etl-tools-for-enterprise-data-management (18 answers)
- https://integrate.io/blog/top-7-etl-tools (16 answers)
- https://integrate.io/blog/best-etl-tools-for-large-scale-data-processing (14 answers)
- https://stacksync.com/blog/26-best-etl-tools-2025-curated-list (14 answers)
- https://weld.app/blog/best-etl-tools (14 answers)
- https://dataquest.io/blog/etl-tools-practical-guide-with-examples (13 answers)

## Warned against

- Talend: 18 of 48 labels negative. "Price increases have forced many long-time customers to reconsider their data architecture, and the architectural roots are described as less aligned with pipeline-as-code" (Muse Glimmer 30B, negative prompt)
- Fivetran: 18 of 61 labels negative. "Verdict: Good for smaller scale, poor predictability at enterprise volume" (Kimi K2, budget prompt)
- Informatica PowerCenter: 9 of 20 labels negative. "Legacy ETL stacks such as Informatica, Talend and Azure Data Factory are repeatedly cited as slowing teams down... generally seen as a lock-in / maintenance-first platform." (Muse Glimmer 30B, negative prompt)
- Informatica Intelligent Data Management Cloud: 9 of 32 labels negative. "Verdict: High cost, low predictability, especially with thousands of users" (Kimi K2, budget prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Fivetran at 47%.

- Airbyte: 5% to 0%, −5. Inside the floor by 6 points · rank 4 → 13 of 65.
- Informatica Intelligent Data Management Cloud: 8% to 5%, −3. Inside the floor by 8 points · rank 3 → 4 of 65.
- IBM DataStage: 0% to 3%, +3. Inside the floor by 8 points · rank 54 → 9 of 65.
- Talend: 3% to 0%, −3. Inside the floor by 8 points · rank 6 → 22 of 65.
- Fivetran: 49% to 47%, −2. Inside the floor by 9 points · rank 1 of 65, unchanged.
- Integrate.io: 28% to 29%, +1. Inside the floor by 10 points · rank 2 of 65, unchanged.
- Matillion: 5% to 5%, ±0. Inside the floor by 11 points · rank 5 → 3 of 65.
- Informatica PowerCenter: 3% to 3%, ±0. Inside the floor by 11 points · rank 7 → 8 of 65.
- dbt: 0% to 0%, ±0. Inside the floor by 11 points · rank 8 → 10 of 65.
- Azure Data Factory: 0% to 0%, ±0. Inside the floor by 11 points · rank 10 → 11 of 65.
- AWS Glue: 0% to 0%, ±0. Inside the floor by 11 points · rank 9 → 12 of 65.
- Databricks Lakeflow: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 14 of 65.

## Record

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