# ETL and ELT: 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 a mid-market B2B company. Page: https://www.gane.ai/index/it/it-data/etl-and-elt/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/index.md

**Standing:** Fivetran leads with 40% of first choices; verdict contested. 53 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) | 40% | 8% | 61 |
| 2 | [Airbyte](https://www.gane.ai/index/it/vendors/airbyte/index.md) | 28% | 5% | 63 |
| 3 | [Hevo Data](https://www.gane.ai/index/it/vendors/hevo-data/index.md) | 15% | 0% | 29 |
| 4 | [Stitch](https://www.gane.ai/index/it/vendors/stitch/index.md) | 4% | 20% | 30 |
| 5 | [Talend](https://www.gane.ai/index/it/vendors/talend/index.md) | 4% | 25% | 36 |
| 6 | [dbt](https://www.gane.ai/index/it/vendors/dbt/index.md) | 2% | 3% | 35 |
| 7 | [Meltano](https://www.gane.ai/index/it/vendors/meltano/index.md) | 2% | 0% | 13 |
| 8 | [Apache NiFi](https://www.gane.ai/index/it/vendors/apache-nifi/index.md) | 2% | 13% | 15 |
| 9 | [Integrate.io](https://www.gane.ai/index/it/vendors/integrate-io/index.md) | 2% | 0% | 11 |
| 11 | [Matillion](https://www.gane.ai/index/it/vendors/matillion/index.md) | 0% | 6% | 32 |
| 12 | [Azure Data Factory](https://www.gane.ai/index/it/vendors/azure-data-factory/index.md) | 0% | 9% | 23 |
| 13 | [AWS Glue](https://www.gane.ai/index/it/vendors/aws-glue/index.md) | 0% | 21% | 28 |

Rank is by share of first choices among all 74 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: Airbyte, Fivetran; alternatives Matillion
- Gemini 3.5 Flash: Fivetran; alternatives Airbyte, Hevo Data, Rivery
- Perplexity Sonar: Fivetran; alternatives Airbyte, Hevo Data
- Grok 4.20: Fivetran; alternatives Airbyte, Hevo Data, Integrate.io
- Mistral Small: Fivetran; alternatives Airbyte, Celigo, Workato
- DeepSeek V4 Flash: Hevo Data; alternatives Airbyte, Fivetran
- Llama 4 Maverick: Fivetran; alternatives Airbyte, Databricks Lakeflow, Domo
- Qwen 3.7 Flash: Airbyte; alternatives Fivetran, Hevo Data
- Kimi K2: Hevo Data; alternatives Airbyte, Rivery, Stitch
- GLM 4.7 FlashX: Hevo Data, Stitch; alternatives Airbyte, Fivetran
- MiniMax M2.5: Integrate.io; alternatives Airbyte, Fivetran
- GPT-6 Luna: Fivetran; alternatives Airbyte, Matillion
- Muse Glimmer 30B: Fivetran; alternatives Apache Airflow, Estuary Flow, Integrate.io, Matillion

## Sources the answers cite

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

- fivetran.com: 45 answers, 63 citations
- airbyte.com: 38 answers, 75 citations
- integrate.io: 30 answers, 69 citations
- hevodata.com: 29 answers, 70 citations
- estuary.dev: 25 answers, 29 citations
- dataquest.io: 24 answers, 24 citations
- learn.g2.com: 18 answers, 18 citations
- skyvia.com: 17 answers, 22 citations

Pages named in the most answers:

- https://dataquest.io/blog/etl-tools-practical-guide-with-examples (24 answers)
- https://fivetran.com/learn/etl-tools (24 answers)
- https://estuary.dev/blog/etl-tools-list (20 answers)
- https://learn.g2.com/best-etl-tools (18 answers)
- https://hevodata.com/learn/best-elt-tools (16 answers)
- https://integrate.io/blog/top-7-etl-tools (16 answers)
- https://zapier.com/blog/etl-tools (16 answers)
- https://airbyte.com/top-etl-tools-for-sources/etl-tools (14 answers)
- https://blog.coupler.io/etl-tools (14 answers)
- https://sqream.com/blog/best-etl-tools (14 answers)

## Warned against

- Talend: 9 of 36 labels negative. "If you have an existing Informatica PowerCenter, Talend Data Integration, or Azure Data Factory footprint, plan migration rather than expansion" (Muse Glimmer 30B, negative prompt)
- Informatica PowerCenter: 6 of 11 labels negative. "Legacy Enterprise ETL Tools (The "End-of-Life" Trap)... Informatica PowerCenter 10.5 reached its End of General Support" (Gemini 3.5 Flash, negative prompt)
- AWS Glue: 6 of 28 labels negative. "Cloud-Specific Tools to Avoid: AWS Glue - Limited transformation capabilities compared to enterprise tools" (GLM 4.7 FlashX, negative prompt)
- Apache Airflow: 7 of 24 labels negative. "Airflow is arguably the industry standard for *orchestration*, but it is frequently misused as an *ETL engine*" (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Airbyte (32%) to Fivetran (37%). Margin 11 points, beyond the floor.

- Integrate.io: 15% to 2%, −13. Cleared the floor by 2 points · rank 3 → 9 of 68.
- Hevo Data: 6% to 17%, +11. Cleared the floor by 0 points · rank 4 → 3 of 68.
- Airbyte: 32% to 26%, −6. Inside the floor by 5 points · rank 1 → 2 of 68.
- Fivetran: 32% to 37%, +5. Inside the floor by 6 points · rank 2 → 1 of 68.
- dbt: 0% to 2%, +2. Inside the floor by 9 points · rank 10 → 6 of 68.
- Meltano: 0% to 2%, +2. Inside the floor by 9 points · rank 17 → 7 of 68.
- Skyvia: 0% to 2%, +2. Inside the floor by 9 points · rank 15 → 10 of 68.
- Stitch: 4% to 4%, ±0. Inside the floor by 11 points · rank 5 → 4 of 68.
- Talend: 4% to 4%, ±0. Inside the floor by 11 points · rank 6 → 5 of 68.
- Apache NiFi: 2% to 2%, ±0. Inside the floor by 11 points · rank 7 → 8 of 68.
- Matillion: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 11 of 68.
- Azure Data Factory: 0% to 0%, ±0. Inside the floor by 11 points · rank 13 → 12 of 68.

## 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.