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

Gane Index, November 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/2026-11/enterprise

**Standing:** Fivetran leads with 45% of first choices; verdict clear leader. 49 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) | 45% | 22% | 65 |
| 2 | [Integrate.io](https://www.gane.ai/index/it/vendors/integrate-io/index.md) | 20% | 3% | 29 |
| 3 | [Informatica Intelligent Data Management Cloud](https://www.gane.ai/index/it/vendors/informatica-intelligent-data-management-cloud/index.md) | 8% | 23% | 48 |
| 4 | [dbt](https://www.gane.ai/index/it/vendors/dbt/index.md) | 6% | 3% | 35 |
| 5 | [Matillion](https://www.gane.ai/index/it/vendors/matillion/index.md) | 4% | 3% | 34 |
| 7 | [Informatica PowerCenter](https://www.gane.ai/index/it/vendors/informatica-powercenter/index.md) | 4% | 47% | 17 |
| 8 | [Airbyte](https://www.gane.ai/index/it/vendors/airbyte/index.md) | 2% | 7% | 46 |
| 9 | [Apache Airflow](https://www.gane.ai/index/it/vendors/apache-airflow/index.md) | 2% | 13% | 15 |
| 12 | [AWS Glue](https://www.gane.ai/index/it/vendors/aws-glue/index.md) | 0% | 16% | 32 |
| 13 | [Azure Data Factory](https://www.gane.ai/index/it/vendors/azure-data-factory/index.md) | 0% | 20% | 25 |
| 14 | [Hevo Data](https://www.gane.ai/index/it/vendors/hevo-data/index.md) | 0% | 0% | 12 |
| 15 | [Google Cloud Dataflow](https://www.gane.ai/index/it/vendors/google-cloud-dataflow/index.md) | 0% | 0% | 11 |

Rank is by share of first choices among all 99 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, Azure Data Factory, Matillion, Microsoft Fabric Data Factory
- Gemini 3.5 Flash: Fivetran, dbt; alternatives Airbyte, Informatica Intelligent Data Management Cloud, Matillion
- Perplexity Sonar: Fivetran; alternatives AWS Glue, Azure Data Factory, Boomi, Estuary Flow
- Grok 4.20: Informatica PowerCenter; alternatives Fivetran, Matillion, MuleSoft Anypoint Platform, Talend
- Mistral Small: Fivetran; alternatives Informatica Intelligent Data Management Cloud, Integrate.io
- DeepSeek V4 Flash: Fivetran; alternatives Airbyte, Informatica Intelligent Data Management Cloud, Integrate.io, Matillion
- Llama 4 Maverick: Integrate.io; alternatives Airbyte, Fivetran, Informatica Intelligent Data Management Cloud
- Qwen 3.7 Flash: Informatica PowerCenter; alternatives AWS Glue, Azure Data Factory, Fivetran, Hevo Data
- Kimi K2: Fivetran, Informatica Intelligent Data Management Cloud; alternatives AWS Glue, Azure Data Factory, Matillion, Microsoft Fabric
- GLM 4.7 FlashX: Fivetran, Integrate.io; alternatives Airbyte, Talend
- MiniMax M2.5: Fivetran, Integrate.io; alternatives Airbyte, Informatica Intelligent Data Management Cloud, Talend
- GPT-6 Luna: Fivetran; alternatives Fabric Data Factory, Informatica Intelligent Data Management Cloud, dbt
- Muse Glimmer 30B: Fivetran, Informatica Intelligent Data Management Cloud; alternatives AWS Glue, Informatica PowerCenter, Integrate.io, Microsoft Azure Data Factory

## Sources the answers cite

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

- integrate.io: 47 answers, 130 citations
- airbyte.com: 32 answers, 58 citations
- hevodata.com: 31 answers, 55 citations
- weld.app: 24 answers, 26 citations
- fivetran.com: 23 answers, 36 citations
- funnel.io: 19 answers, 22 citations
- skyvia.com: 15 answers, 19 citations
- informatica.com: 13 answers, 20 citations

Pages named in the most answers:

- https://weld.app/blog/etl-tools-compared (21 answers)
- https://hevodata.com/learn/etl-tools-for-enterprise-data-integration (20 answers)
- https://integrate.io/blog/best-etl-tools-for-large-scale-data-processing (20 answers)
- https://integrate.io/blog/best-etl-tools-for-large-organizations (14 answers)
- https://airbyte.com/data-engineering-resources/best-tools-replace-legacy-etl-systems-enterprises (12 answers)
- https://designrush.com/agency/it-services/trends/data-integration-tools (12 answers)
- https://fivetran.com/learn/etl-tools (11 answers)
- https://funnel.io/blog/enterprise-etl-tools (11 answers)
- https://funnel.io/blog/etl-tools (10 answers)
- https://integrate.io/blog/best-etl-tools-for-enterprise-data-integration (10 answers)

## Warned against

- Talend: 17 of 51 labels negative. "criticized for high technical overhead, complex implementation, and being less aligned with modern pipeline-as-code practices" (Mistral Small, negative prompt)
- Fivetran: 14 of 65 labels negative. "What I would avoid as the default for your case - Fivetran ... usage-based MAR pricing can get expensive and less predictable" (GPT-5.4 mini, budget prompt)
- Informatica Intelligent Data Management Cloud: 11 of 48 labels negative. "Why cautious/avoid: Often called a "legacy" or "incumbent" tool with steep complexity, long implementation times, and high TCO" (Grok 4.20, negative prompt)
- IBM DataStage: 7 of 19 labels negative. "flags them as legacy liabilities... "The cost of maintaining these old applications has escalated, while many are now unsupported"" (Muse Glimmer 30B, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Fivetran at 45%.

- Integrate.io: 27% to 20%, −7. Inside the floor by 4 points · rank 2 of 99, unchanged.
- dbt: 0% to 6%, +6. Inside the floor by 5 points · rank 11 → 4 of 99.
- Fivetran: 49% to 45%, −4. Inside the floor by 7 points · rank 1 of 99, unchanged.
- Informatica Intelligent Data Management Cloud: 4% to 8%, +4. Inside the floor by 7 points · rank 4 → 3 of 99.
- Airbyte: 0% to 2%, +2. Inside the floor by 9 points · rank 14 → 8 of 99.
- Apache Airflow: 0% to 2%, +2. Inside the floor by 9 points · rank 20 → 9 of 99.
- Talend: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 18 of 99.
- IBM DataStage: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 26 of 99.
- Matillion: 4% to 4%, ±0. Inside the floor by 11 points · rank 3 → 5 of 99.
- Informatica PowerCenter: 4% to 4%, ±0. Inside the floor by 11 points · rank 5 → 7 of 99.
- AWS Glue: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 of 99, unchanged.
- Azure Data Factory: 0% to 0%, ±0. Inside the floor by 11 points · rank 13 of 99, unchanged.

## 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.