Dataform vs Zoho DataPrep
Dataform
cloud.google.com
Zoho DataPrep
zoho.comSide by side
| Figure | Dataform | Zoho DataPrep |
|---|---|---|
| Price from | Free | Free |
| Free plan | Yes | Yes |
| Free trial | — | Yes |
| Open source | — | — |
| Web | Yes | Yes |
| API | Yes | Yes |
| Plans published | 1 | 3 |
| Spec score · Data Preparation for Analytics | 7.7 (#12) | 7.2 (#14) |
| Intended users | Google describes Dataform as a service for data analysts and data engineers building and collaborating on data transformation pipelines in BigQuery. | Zoho presents DataPrep for data analysts, business users, data engineers, and data scientists. |
| Purpose | Dataform helps data teams develop, test, version control, and schedule SQL workflows that transform data in BigQuery. | Zoho DataPrep is an AI-powered, no-code data preparation and ETL platform for connecting, cleaning, transforming, enriching, and moving data. |
| Support | Google Cloud documentation links Dataform users to support resources, community forums, and troubleshooting guides. | Free-plan support includes email and user forums; Standard includes 8x5 email and phone support, while Enterprise is eligible for optional 24x5 premium email and phone support. |
Plans
In their own words
Dataform
Dataform has no write-up on Specifiction yet; its figures are above.
Zoho DataPrep
Zoho DataPrep is a cloud-based, no-code platform for preparing data and moving it through ETL workflows. It connects, cleans, transforms, enriches, and transfers data. Its preparation studio includes more than 250 transforms for reshaping and blending datasets. Ask Zia takes natural-language instructions, can create transformations, and can assist with pipeline scheduling. Zoho lists more than 70 data sources, including Zoho CRM, Salesforce, Google Drive, and Snowflake. Pipelines can run as often as hourly, and failed jobs can be backfilled. Imported and intermediate dataset rows both count toward monthly processed-row usage, which resets each billing cycle. The Free plan covers one user and 20,000 rows per month, with manual imports and exports only. It is available through web and API. Zoho lists a 15-day trial and paid plans from $40/mo (annual).