Features
Unified semantic layer across sales, marketing, product, billing, support
Root-cause analysis with proactive alerts on metric changes
Zero-SQL dashboards and reports for non-technical users
500+ pre-built integrations with common business tools
AI-powered natural language querying with confidence scoring
Transparent SQL query auditing for every answer
Permissioned access controls at dataset and query level
Bring your own data warehouse or provisioned option
Data refresh every 6 hours (Growth) or hourly (Enterprise)
Unlimited seats on all paid plans
Sheets export functionality for spreadsheet analysis
Enterprise SSO and self-hosting (Enterprise only)
Forward-Deployed Data Engineer support included
No training on customer data — data isolation per instance
Always-on monitoring for metric drift and anomalies
700+ fully managed SaaS/database/ERP/file connectors
200+ activation destinations for reverse ETL
SQL-based transformations with dbt Core integration
Managed Data Lake Service for Iceberg and Delta Lake
Automated schema change handling: 33.5M+ changes/month
Streaming replication for near-real-time data (1-minute syncs on Enterprise)
Hybrid deployment: cloud and on-premises
Column hashing and private networking
SOC 1/2, HIPAA, ISO 27001, PCI DSS, HITRUST compliance
Connector SDK for custom sources
REST API for programmatic management
Audience Hub for data activation audiences
Customer-managed keys (Business Critical)
Role-based access control and SCIM provisioning
Data lineage and governance visibility
