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

Gane Index, September 2026 Edition. Asked as "ETL tool" and as "data pipeline and ELT platform", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/it/it-data/etl-and-elt/2026-09/enterprise

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since.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. 39 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% | 24% | 54 |
| 2 | [Integrate.io](https://www.gane.ai/index/it/vendors/integrate-io/index.md) | 28% | 4% | 25 |
| 3 | [Informatica Intelligent Data Management Cloud](https://www.gane.ai/index/it/vendors/informatica-intelligent-data-management-cloud/index.md) | 8% | 35% | 37 |
| 4 | [Airbyte](https://www.gane.ai/index/it/vendors/airbyte/index.md) | 5% | 9% | 43 |
| 5 | [Matillion](https://www.gane.ai/index/it/vendors/matillion/index.md) | 5% | 3% | 35 |
| 6 | [Talend](https://www.gane.ai/index/it/vendors/talend/index.md) | 3% | 37% | 41 |
| 7 | [Informatica PowerCenter](https://www.gane.ai/index/it/vendors/informatica-powercenter/index.md) | 3% | 53% | 15 |
| 8 | [dbt](https://www.gane.ai/index/it/vendors/dbt/index.md) | 0% | 4% | 25 |
| 9 | [AWS Glue](https://www.gane.ai/index/it/vendors/aws-glue/index.md) | 0% | 15% | 27 |
| 10 | [Azure Data Factory](https://www.gane.ai/index/it/vendors/azure-data-factory/index.md) | 0% | 22% | 23 |
| 11 | [Apache Airflow](https://www.gane.ai/index/it/vendors/apache-airflow/index.md) | 0% | 8% | 13 |
| 12 | [Databricks Lakeflow](https://www.gane.ai/index/it/vendors/databricks-lakeflow/index.md) | 0% | 0% | 10 |

Rank is by share of first choices among all 64 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: Informatica PowerCenter; alternatives Apache NiFi, Matillion, Microsoft SQL Server Integration Services, Talend
- GPT-5.4 mini: Fivetran; alternatives IBM DataStage, Informatica Intelligent Data Management Cloud, Matillion
- Gemini 3.5 Flash: Fivetran; alternatives Census, Confluent Cloud, Estuary Flow, Hevo Data
- Perplexity Sonar: Fivetran; alternatives Airbyte, IBM DataStage, Informatica Intelligent Data Management Cloud, Talend
- Grok 4.20: Informatica Intelligent Data Management Cloud, Matillion; alternatives Databricks Lakeflow, Fivetran, dbt
- Mistral Small: no first choice
- DeepSeek V4 Flash: Fivetran; alternatives AWS Glue, Airbyte, Apache Airflow, Azure Data Factory
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Matillion; alternatives Azure Data Factory, Fivetran, Informatica Intelligent Data Management Cloud, dbt
- Kimi K2: Airbyte, Fivetran; alternatives AWS Glue, Azure Data Factory, Hevo Data
- GLM 4.7 FlashX: no first choice
- MiniMax M2.5: Fivetran, Informatica Intelligent Data Management Cloud; alternatives Matillion

## Sources the answers cite

63 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- integrate.io: 50 answers, 105 citations
- hevodata.com: 47 answers, 75 citations
- fivetran.com: 28 answers, 52 citations
- stacksync.com: 25 answers, 26 citations
- airbyte.com: 20 answers, 33 citations
- skyvia.com: 17 answers, 21 citations
- domo.com: 17 answers, 19 citations
- solutionsreview.com: 17 answers, 18 citations

Pages named in the most answers:

- https://hevodata.com/learn/etl-tools-for-enterprise-data-integration (30 answers)
- https://stacksync.com/blog/26-best-etl-tools-2025-curated-list (25 answers)
- https://integrate.io/blog/top-7-etl-tools (24 answers)
- https://sqream.com/blog/best-etl-tools (17 answers)
- https://integrate.io/blog/best-etl-tools-for-large-scale-data-processing (16 answers)
- https://fivetran.com/learn/etl-tools (14 answers)
- https://freshcodeit.com/blog/top-5-enterprise-etl-tools (14 answers)
- https://blog.coupler.io/etl-tools (12 answers)
- https://domo.com/learn/article/etl-tools (11 answers)
- https://datacamp.com/blog/a-list-of-the-16-best-etl-tools-and-why-to-choose-them (10 answers)

## Warned against

- Fivetran: 13 of 54 labels negative. "Fivetran uses consumption-based pricing on Monthly Active Rows, and as of 2026, deletes count toward MAR, so bills can climb with high-churn tables." (Claude Haiku 4.5, negative prompt)
- IBM DataStage: 9 of 21 labels negative. "Categories of tools to avoid or use with caution ... Older Informatica versions, IBM DataStage" (GLM 4.7 FlashX, negative prompt)
- Talend: 15 of 41 labels negative. "Talend Open Studio was discontinued in January 2024... roadmap uncertainty, and per-connector pricing can become expensive" (MiniMax M2.5, negative prompt)
- Informatica Intelligent Data Management Cloud: 13 of 37 labels negative. "tools to avoid most urgently are ... the *legacy enterprise suites* (DataStage, Informatica) if you aren't in a regulated/mainframe environment" (DeepSeek V4 Flash, negative prompt)

## Record

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