# Zoho Dataprep: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/zoho-dataprep

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 86 | 0% | 1 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Zoho Dataprep, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- datachannel.co: 2
- hevodata.com: 2
- skyvia.com: 2
- zoho.com: 2 (its own site)
- aboutmartech.com: 1
- contentsquare.com: 1
- devopsschool.com: 1
- doit.com: 1
- g2.com: 1
- gane.ai/index: 1

### Pages cited

- https://datachannel.co/blogs/top-reverse-etl-tools-2024: 2
- https://zoho.com/dataprep/top-reverse-etl-tools.html: 2
- https://aboutmartech.com/blog/reverse-etl-tools: 1
- https://contentsquare.com/guides/business-intelligence/tools: 1
- https://datachannel.co/blogs: 1
- https://datachannel.co/blogs/best-reverse-etl-tools-in-2023: 1
- https://devopsschool.com/blog/top-10-reverse-etl-tools-features-pros-cons-comparison: 1
- https://doit.com/blog/snowflake-competitors-compared: 1

## In its own words

What Zoho Dataprep's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI-powered ETL platform with advanced data preparation capability to clean transform and move data across pipelines with speed and accuracy. (https://www.zoho.com/dataprep)
- For: Data analysts, business users, data engineers, data scientists (https://www.zoho.com/dataprep)
- Free plan or trial: Start your trial (https://www.zoho.com/dataprep)
- Integrations claimed: 70 (https://www.zoho.com/dataprep)
- Certifications: HIPAA, GDPR
- Hosting: US data center
- Customers named: SyncEzy, Vector Solutions, node9, llc, Grupo Premo, Global Underground Limited

## Record

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