Roadmap

Where we've been, where we're going

Here's what we've shipped and what's coming next. Every green item is live and production-ready.

📌

Phase 1: Core Platform Foundation

Weeks 1-5
Delivered
  • Data Contract Management with 7-stage lifecycle and schema validation
  • Data Product and Dataset management with environments
  • Domain hierarchy with nested domains and dual ownership
  • Visual governance rules engine with change requests
  • Full-text search across all entities
  • OIDC/SAML auth with multi-SSO and role mapping
  • Kafka event streaming with 11+ topics
  • WebSocket hub for real-time updates
🔍

Phase 2: Discovery & Collaboration

Weeks 6-7
Delivered
  • Documentation wiki with real-time collaborative editing
  • Interactive data lineage graph with impact analysis
  • Data product marketplace with ratings and SLAs
  • Self-service access requests with auto-expiration
  • Customizable dashboards with 15 drag-and-drop widgets
  • White-label theming with custom branding
🤖

Phase 3: AI Agent Platform

6-phase build
Delivered
  • 73-tool AI agent covering all platform modules
  • Multi-turn conversations with up to 25 iterations
  • 4 operating modes for different trust levels
  • 7 AI provider backends including self-hosted Ollama
  • Full undo stack with risk-level indicators
  • Conversation management with history and export
✅

Phase 4: Unification & Quality

Latest release
Delivered
  • Unified conversation system replacing separate chat and agent
  • Full codebase audit with 10 bugs fixed
  • 35+ backend test suites across all layers
  • 16 end-to-end Playwright test specs
  • Catalog connector framework with Databricks live
  • Developer portal with API docs and playground
📈

Phase 4.5: Observability & Real-Time

Latest
Delivered
  • Prometheus and Grafana with 6 pre-built dashboards
  • Loki log aggregation with structured JSON queries
  • Redis presence layer for live user tracking
  • File import support for DOCX, PDF, and XLSX
  • Read-only Discover mode for safe exploration
  • User activity tracking and behavior analytics
  • Automatic OIDC token refresh
🔌

Phase 5: Extended Integrations

Q3 2026
In Progress
  • Snowflake connector for native metadata sync
  • BigQuery connector for dataset and table metadata
  • dbt integration to import models as data contracts
  • Webhook notifications for external system events
🛠

Phase 6: Advanced Governance

Q4 2026
Planned
  • Policy-as-Code with OPA/Rego support
  • Automated data quality monitoring
  • Great Expectations integration for validation
  • CLI tool for CI/CD contract validation
  • Slack and Teams notification channels
🚀

Phase 7: Enterprise Scale

2027
Future
  • Federated multi-region with central governance
  • Terraform provider for infrastructure-as-code
  • GraphQL API for complex query needs
  • Mobile companion app for approvals on the go
  • API gateway for published data products
  • ML model registry with training data lineage
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