
I love the platform’s ability to connect to a wide array of data sources, including relational databases (PostgreSQL, MySQL, Oracle, MS SQL), NoSQL systems (MongoDB, Elasticsearch), and cloud or file-based storage like S3 and HDFS, without requiring complex ETL pipelines.
This approach simplifies data integration and reduces engineering overhead.
The SQL query engine is highly performant, delivering sub-second response times even on large datasets, and supports live data visualization and dynamic previews during query preparation.
Data reflections feature acts as an intelligent caching layer, optimizing query performance and enabling low-latency dashboard refreshes for BI workloads.
The platform’s virtual datasets allow for complex query logic to be encapsulated and reused, supporting data-as-code principles such as Git-like version control and experimentation.
Cloud-native architecture offers elastic compute scaling and is available as a managed service on AWS and Azure, making it suitable for both on-premises and cloud deployments. It supports role-based access control and multitenancy, which is essential for enterprise environments with strong data governance requirements. Review collected by and hosted on G2.com.
The learning curve can be significant, especially when configuring advanced features like data reflections, multitenancy, and integrating with complex enterprise authentication systems.
While the UI is functional, some administrative and monitoring functions feel less intuitive compared to other modern analytics platforms.
I have also found that fine-grained access controls and tenant isolation require careful configuration to avoid inadvertent data exposure in multi-tenant scenarios. Review collected by and hosted on G2.com.
Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise.
Validated through LinkedIn
This reviewer was offered a nominal incentive as thanks for completing this review.
Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review.




