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

IT AI Recommendation 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://it-ai-index.com/it-data/etl-and-elt/enterprise/

**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

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Fivetran | 49% | 25% | 53 |
| 2 | Integrate.io | 28% | 4% | 25 |
| 3 | Airbyte | 5% | 9% | 43 |
| 4 | Matillion | 5% | 3% | 35 |
| 5 | Informatica Intelligent Data Management Cloud | 5% | 36% | 11 |
| 6 | Informatica | 3% | 38% | 24 |
| 7 | Talend | 3% | 37% | 41 |
| 8 | Informatica PowerCenter | 3% | 57% | 14 |
| 9 | dbt | 0% | 4% | 25 |
| 10 | AWS Glue | 0% | 15% | 27 |
| 11 | Azure Data Factory | 0% | 22% | 23 |
| 12 | Apache Airflow | 0% | 8% | 13 |

## 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, Matillion
- Gemini 3.5 Flash: Fivetran; alternatives Census, Confluent Cloud, Estuary Flow, Hevo Data
- Perplexity Sonar: Fivetran; alternatives Airbyte, IBM DataStage, Informatica, Talend
- Grok 4.1 Fast: Informatica Intelligent Data Management Cloud, Matillion; alternatives Databricks, 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, 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; 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: 47 answers, 98 citations
- hevodata.com: 44 answers, 72 citations
- fivetran.com: 26 answers, 47 citations
- stacksync.com: 25 answers, 26 citations
- airbyte.com: 20 answers, 33 citations
- solutionsreview.com: 17 answers, 18 citations
- sqream.com: 17 answers, 17 citations
- skyvia.com: 15 answers, 18 citations

Pages named in the most answers:

- https://hevodata.com/learn/etl-tools-for-enterprise-data-integration (28 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 (10 answers)
- https://g2.com/categories/etl-tools/enterprise (10 answers)
- https://solutionsreview.com/data-integration/the-best-etl-tools-extract-transform-load (10 answers)

## Warned against

- Fivetran: 13 of 53 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 PowerCenter: 8 of 14 labels negative. "Tools to Avoid or Approach with Extreme Caution: Informatica PowerCenter / IDMC ... High TCO ... TCO is a red flag" (Grok 4.1 Fast, negative prompt)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.