# ETL and ELT for small business buyers: 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 small B2B company. Page: https://www.gane.ai/index/it/it-data/etl-and-elt/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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

**Standing:** Airbyte leads with 36% of first choices; verdict contested. 58 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Airbyte](https://www.gane.ai/index/it/vendors/airbyte/index.md) | 36% | 14% | 71 |
| 2 | [Hevo Data](https://www.gane.ai/index/it/vendors/hevo-data/index.md) | 19% | 4% | 50 |
| 3 | [Fivetran](https://www.gane.ai/index/it/vendors/fivetran/index.md) | 17% | 46% | 69 |
| 4 | [Skyvia](https://www.gane.ai/index/it/vendors/skyvia/index.md) | 12% | 0% | 34 |
| 5 | [Stitch](https://www.gane.ai/index/it/vendors/stitch/index.md) | 9% | 19% | 48 |
| 6 | [Coupler.io](https://www.gane.ai/index/it/vendors/coupler-io/index.md) | 2% | 5% | 22 |
| 7 | [Estuary Flow](https://www.gane.ai/index/it/vendors/estuary-flow/index.md) | 2% | 20% | 15 |
| 10 | [dbt](https://www.gane.ai/index/it/vendors/dbt/index.md) | 0% | 7% | 27 |
| 55 | [Matillion](https://www.gane.ai/index/it/vendors/matillion/index.md) | 0% | 47% | 19 |
| 57 | [Apache Airflow](https://www.gane.ai/index/it/vendors/apache-airflow/index.md) | 0% | 58% | 12 |
| 61 | [Talend](https://www.gane.ai/index/it/vendors/talend/index.md) | 0% | 64% | 14 |

Rank is by share of first choices among all 62 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: Airbyte, Zapier
- GPT-5.4 mini: Fivetran; alternatives Airbyte, Hevo Data
- Gemini 3.5 Flash: Fivetran, Hevo Data; alternatives Airbyte, Coupler.io, Skyvia, Stitch
- Perplexity Sonar: Airbyte; alternatives Fivetran, Hevo Data, Skyvia, Stitch
- Grok 4.20: Skyvia; alternatives Airbyte, Hevo Data, Stitch
- Mistral Small: Coupler.io; alternatives Stitch
- DeepSeek V4 Flash: Airbyte; alternatives Fivetran, Hevo Data, Integrate.io, Stitch
- Llama 4 Maverick: Skyvia; alternatives Fivetran, Integrate.io
- Qwen 3.7 Flash: Fivetran; alternatives Airbyte, Azure Data Factory, Hevo Data, Microsoft Power BI
- Kimi K2: Hevo Data, Skyvia; alternatives Stitch
- GLM 4.7 FlashX: Hevo Data, Skyvia; alternatives Airbyte, Census, Hightouch, Stitch
- MiniMax M2.5: Fivetran, Hevo Data; alternatives Coupler.io, Skyvia, Stitch
- GPT-6 Luna: Airbyte; alternatives Fivetran, dbt
- Muse Glimmer 30B: Hevo Data, Stitch; alternatives Airbyte

## Sources the answers cite

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

- hevodata.com: 59 answers, 149 citations
- fivetran.com: 45 answers, 56 citations
- airbyte.com: 37 answers, 75 citations
- integrate.io: 37 answers, 47 citations
- g2.com: 29 answers, 56 citations
- skyvia.com: 29 answers, 35 citations
- blog.coupler.io: 27 answers, 27 citations
- estuary.dev: 26 answers, 27 citations

Pages named in the most answers:

- https://hevodata.com/learn/etl-tools-for-small-businesses (45 answers)
- https://blog.coupler.io/etl-tools (27 answers)
- https://sqream.com/blog/best-etl-tools (25 answers)
- https://skyvia.com/blog/best-etl-tools-for-small-businesses (23 answers)
- https://hevodata.com/learn/affordable-etl-tools (22 answers)
- https://estuary.dev/blog/etl-tools-list (20 answers)
- https://hevodata.com/learn/best-elt-tools (17 answers)
- https://fivetran.com/learn/etl-tools (16 answers)
- https://funnel.io/blog/etl-tools (15 answers)
- https://integrate.io/blog/top-7-etl-tools (15 answers)

## Warned against

- Fivetran: 32 of 69 labels negative. "Avoid Fivetran initially \u2013 While it's the industry standard, its Monthly Active Row (MAR) pricing becomes expensive quickly" (Kimi K2, paraphrase prompt)
- Stitch: 9 of 48 labels negative. "Tools to Avoid: Fivetran, Stitch (by Talend)." (Muse Glimmer 30B, negative prompt)
- Matillion: 9 of 19 labels negative. "Matillion is not suitable for small businesses starting out, with pricing starting at $1,000/month" (Claude Haiku 4.5, negative prompt)
- Airbyte: 10 of 71 labels negative. "open-source Airbyte running on your own servers... Hidden Labor Costs and Infrastructure Maintenance" (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Airbyte at 33%.

- Fivetran: 13% to 18%, +5. Inside the floor by 6 points · rank 4 → 3 of 61.
- Skyvia: 9% to 14%, +5. Inside the floor by 6 points · rank 5 → 4 of 61.
- Stitch: 13% to 8%, −5. Inside the floor by 6 points · rank 3 → 5 of 61.
- Airbyte: 36% to 33%, −3. Inside the floor by 8 points · rank 1 of 61, unchanged.
- Hevo Data: 23% to 20%, −3. Inside the floor by 8 points · rank 2 of 61, unchanged.
- Coupler.io: 0% to 2%, +2. Inside the floor by 9 points · rank 9 → 6 of 61.
- Estuary Flow: 0% to 2%, +2. Inside the floor by 9 points · rank 11 → 7 of 61.
- Apache Airflow: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 57 of 61.
- dbt: 0% to 0%, ±0. Inside the floor by 11 points · rank 10 of 61, unchanged.
- Integrate.io: 0% to 0%, ±0. Inside the floor by 11 points · rank 16 → 11 of 61.
- Matillion: 0% to 0%, ±0. Inside the floor by 11 points · rank 15 → 54 of 61.
- Talend: 0% to 0%, ±0. Inside the floor by 11 points · rank 53 → 58 of 61.

## 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.