Features
Context Store with real-time cross-system search
Pre-built connectors for 600+ apps (CRM, support, billing, HR, dev tools)
Agent Operations (AOs): Search, Read, Act, Reason
MCP, SDK, and CLI interfaces for agents
Automated schema discovery and propagation
Change Data Capture (CDC) for real-time syncs
One-click authentication and managed syncs
Entity resolution across systems (best-effort; deterministic on roadmap)
Parallel workflow execution (Team plan+)
Custom refresh frequency (Custom plan)
Open source self-managed option (Core plan)
Context Store refreshes daily (hourly for Individual+)
Automation Builder for no-code agents (beta)
PyAirbyte for programmatic pipeline control
Destination Redshift 4.0 with 4x faster loading
Dreamer self-evolution framework for coding agents
Automatic capability evolution based on team interactions
Automated schema discovery (original, discontinued)
Intelligent data mapping suggestions (original, discontinued)
Data quality validation (original, discontinued)
Automated dbt code generation (original, discontinued)
Legacy ERP integration (original, discontinued)
Custom database integration (original, discontinued)
Messy schema handling (original, discontinued)
