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

**Standing:** Airbyte (tied with Fivetran) leads with 32% of first choices; verdict contested. 47 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Airbyte | 32% | 4% | 50 |
| 2 | Fivetran | 32% | 17% | 53 |
| 3 | Integrate.io | 15% | 8% | 24 |
| 4 | Hevo Data | 6% | 12% | 25 |
| 5 | Stitch | 4% | 21% | 29 |
| 6 | Talend | 4% | 40% | 30 |
| 7 | Apache NiFi | 2% | 18% | 11 |
| 8 | dbt | 0% | 0% | 39 |
| 9 | Apache Airflow | 0% | 0% | 27 |
| 10 | Matillion | 0% | 12% | 26 |
| 11 | Azure Data Factory | 0% | 0% | 15 |
| 12 | AWS Glue | 0% | 17% | 18 |

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

- Claude Haiku 4.5: MuleSoft, Talend; alternatives AWS Glue, Apache Airflow, Azure Data Factory
- GPT-5.4 mini: Airbyte, Fivetran; alternatives AWS Glue
- Gemini 3.5 Flash: Fivetran; alternatives Airbyte, Estuary, Hevo Data, Integrate.io
- Perplexity Sonar: Integrate.io; alternatives Airbyte, Fivetran, Matillion, dbt
- Grok 4.1 Fast: Fivetran, Integrate.io
- Mistral Small: Fivetran; alternatives Apache Airflow, Integrate.io, dbt
- DeepSeek V4 Flash: Fivetran; alternatives Airbyte, Apache Airflow, Hevo Data, Integrate.io
- Llama 4 Maverick: Integrate.io; alternatives Apache Airflow, Fivetran, dbt
- Qwen 3.7 Flash: Integrate.io; alternatives Airbyte, Fivetran, Skyvia, dbt
- Kimi K2: Airbyte, Fivetran; alternatives Integrate.io, Matillion, dbt
- GLM 4.7 FlashX: Integrate.io; alternatives Airbyte, Fivetran, Matillion, Peliqan
- MiniMax M2.5: Airbyte, Fivetran; alternatives Integrate.io

## Sources the answers cite

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

- integrate.io: 40 answers, 66 citations
- hevodata.com: 30 answers, 51 citations
- airbyte.com: 22 answers, 35 citations
- fivetran.com: 21 answers, 27 citations
- datacamp.com: 21 answers, 21 citations
- estuary.dev: 19 answers, 22 citations
- dataquest.io: 18 answers, 18 citations
- sqream.com: 17 answers, 17 citations

Pages named in the most answers:

- https://integrate.io/blog/top-7-etl-tools (25 answers)
- https://datacamp.com/blog/a-list-of-the-16-best-etl-tools-and-why-to-choose-them (21 answers)
- https://dataquest.io/blog/etl-tools-practical-guide-with-examples (18 answers)
- https://sqream.com/blog/best-etl-tools (17 answers)
- https://estuary.dev/blog/etl-tools-list (14 answers)
- https://integrate.io/blog/best-ai-etl-tools-for-mid-market-teams (14 answers)
- https://fivetran.com/learn/etl-tools (12 answers)
- https://stacksync.com/blog/26-best-etl-tools-2025-curated-list (11 answers)
- https://weld.app/blog/etl-tools-compared (9 answers)
- https://coalesce.io/all-things-data/hidden-costs-of-etl-tools (8 answers)

## Warned against

- Talend: 12 of 30 labels negative. "Why to avoid: Any existing Talend Open Studio pipelines are running on frozen, unpatched 2023-era Java and JDBC drivers." (Gemini 3.5 Flash, negative prompt)
- Fivetran: 9 of 53 labels negative. "One of the most widely-cited cautionary examples right now... Users report bills jumping 35–70%" (DeepSeek V4 Flash, negative prompt)
- Microsoft SQL Server Integration Services: 5 of 8 labels negative. "Why to avoid: Tightly coupled to Windows ecosystem, difficult to maintain, poor schema evolution support" (GLM 4.7 FlashX, negative prompt)
- Informatica PowerCenter: 5 of 8 labels negative. "Why to avoid: Extremely steep learning curve, high licensing costs, difficult migrations and upgrades, vendor lock-in" (GLM 4.7 FlashX, 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.