Dataform vs Soda
Dataform
cloud.google.com
Soda
soda.ioSide by side
| Figure | Dataform | Soda |
|---|---|---|
| Price from | Free | $750/mo |
| Free plan | Yes | Yes |
| Free trial | — | — |
| Open source | — | — |
| Web | Yes | Yes |
| Linux | — | Yes |
| API | Yes | Yes |
| Self-hosted | — | Yes |
| Plans published | 1 | 3 |
| Spec score · Data Preparation for Analytics | 7.7 (#12) | 8.6 (#7) |
| Intended users | Google describes Dataform as a service for data analysts and data engineers building and collaborating on data transformation pipelines in BigQuery. | Soda describes its workflow as serving data engineers, data producers and consumers, governance teams, and platform teams. |
| Purpose | Dataform helps data teams develop, test, version control, and schedule SQL workflows that transform data in BigQuery. | Soda is a data quality platform for monitoring data quality, catching problems early, understanding issues at source, and taking action. |
| Security | Dataform compiles code in a sandbox without internet access, and compilation cannot call external APIs. | Soda’s Trust Center lists SOC 2 Type 2, SOC 3, DORA, and GDPR under compliance. |
| Support | Google Cloud documentation links Dataform users to support resources, community forums, and troubleshooting guides. | Soda lists premium support as an Enterprise feature and provides a support contact at [email protected]. |
Plans
In their own words
Dataform
Dataform has no write-up on Specifiction yet; its figures are above.
Soda
Soda is a data quality platform for monitoring production data, testing data through development and deployment, and investigating issues. Its machine-learning-powered observability looks for unexpected changes without requiring every rule to be set in advance. Teams can test data during development, deployment, transformation, and CI/CD workflows. Data contracts let producers and consumers specify expected schemas, data types, value ranges, and other constraints. Soda lists integrations including Databricks, Snowflake, PostgreSQL, Airflow, dbt, Slack, Microsoft Teams, Jira, and PagerDuty, and offers three deployment models for different infrastructure and privacy needs. Its listed database support includes Athena, BigQuery, Databricks SQL, Dremio, DuckDB, Fabric, MySQL, Oracle, PostgreSQL, Redshift, Spark Dataframe, Snowflake, SQL Server, Synapse, and Trino. The Free plan is free and includes pipeline testing, metrics observability, and alerting and ticketing integrations. Team is $750 a month; Enterprise has no listed price. Soda lists SOC 2 Type 2, SOC 3, DORA, and GDPR under compliance. It was founded in 2019 and lists locations in Chicago, Illinois, and Brussels, Belgium.