Ataccama ONE vs Dataform
Ataccama ONE
ataccama.com
Dataform
cloud.google.comSide by side
| Figure | Ataccama ONE | Dataform |
|---|---|---|
| Price from | — | Free |
| Free plan | — | Yes |
| Free trial | — | — |
| Open source | — | — |
| Web | Yes | Yes |
| Windows | Yes | — |
| macOS | Yes | — |
| Linux | Yes | — |
| API | — | Yes |
| Self-hosted | Yes | — |
| Plans published | 1 | 1 |
| Spec score · Data Preparation for Analytics | 7.6 (#13) | 7.7 (#12) |
| Purpose | Ataccama ONE is an agentic data trust platform that brings together data quality, catalog, observability, lineage, reference data, and master data management. | Dataform helps data teams develop, test, version control, and schedule SQL workflows that transform data in BigQuery. |
| Security | Ataccama Cloud documents AES-256 encryption at rest, TLS 1.3 communications, role-based access control, and ISO 27001 and SOC 2 certifications. | Dataform compiles code in a sandbox without internet access, and compilation cannot call external APIs. |
| Support | Ataccama offers on-demand training videos free to registered users, instructor-led training, and certification for Ataccama ONE. | Google Cloud documentation links Dataform users to support resources, community forums, and troubleshooting guides. |
Plans
In their own words
Ataccama ONE
Ataccama ONE is an agentic data trust platform combining data quality, catalog, observability, lineage, reference data, and master data management. It monitors, cleanses, and standardizes information across systems through reusable rules. Its catalog helps users find, understand, and govern structured and unstructured assets. ONE AI Agent can generate rules, detect anomalies, and resolve issues at the source while showing its reasoning. The platform is data-source agnostic, with connectors for databases, data lakes, warehouses, cloud storage, streams, files, BI tools, and analytics platforms. Ataccama Cloud can process data inside a customer network in hybrid mode and connect to cloud, on-premises, or third-party hosted sources. Security documentation lists AES-256 encryption at rest, TLS 1.3, role-based access, and ISO 27001 and SOC 2 certifications. Pricing is on request, based on named users, data objects, and active data-quality configurations; those limits are soft.
Dataform
Dataform has no write-up on Specifiction yet; its figures are above.