DQE One Standalone could be improved with technical documentation that, while clear, could include more real-world examples for advanced use cases, such as Airflow integration. Adding native connectors for Snowflake or Databricks would also be a plus. Additional features that should be included in the next release include a real-time suggestion API to validate data at entry, such as web forms, similar to DataQ but in Standalone mode. Customizable dashboards to visualize data quality by segment, such as B2B vs. B2C customers, and business validation rules that allow users to create custom rules, such as the French SIRET format, would be valuable.
