Data Orchestration

Transactional and Analytical Sync

Transactional systems run the business, analytical systems explain it. 3forge keeps a real-time analytical layer consistent with transactional systems while letting derived insights and calculations flow back into operational workflows.

The Challenge

Two Worlds, One Reality, Out of Step

Trades happen in trading platforms, analysis happens in a warehouse, and the gap between them is filled by batch processes. The analytical view is always behind. Worse, when an analyst spots something useful, getting that signal back into the operational system is a project, not a feature.

Stale dashboards

Executives and risk officers look at numbers that are several hours old because the analytical store only holds the latest intraday snapshot. Decisions made on this picture cannot be defended against what is happening on the trading desk right now.

One-way pipelines

Most replication tooling moves data from operational to analytical and stops. Pushing model outputs, anomaly scores, or recomputed metrics back into the system requires a separate, fragile bridge.

Schema drift in both directions

Analytical schemas often evolve at a faster rate versus the trading and ops platform counterparts that require more rigorous testing. Bidirectional sync without explicit schema mediation becomes a permanent on-call burden.

The 3forge Approach

A Single Runtime That Reads, Analyzes and Publishes

3forge subscribes to systems through the Data Relay and projects changes into a real-time analytical layer modeled as an in-memory SQL table. Analytical computations expressed in AMIScript run continuously on the same data. When a derived value, an exposure, a score, a flag, needs to flow back, 3forge publishes it through its Data Gateway. Dashboards stay current, and operational systems benefit from analytical intelligence without leaving the runtime.

Key Capabilities

What You Can Build with 3forge

Bidirectional Replication

Stream operational changes into the analytical layer and route derived results back into operational systems, all configured in one place.

Always-Current Dashboards

Power executive and risk dashboards from a real-time analytical layer that reflects operational changes within seconds, not overnight.

Continuous Derived Calculations

Run analytical models, scoring functions, and aggregates in AMIScript that recompute incrementally on every operational change.

Conflict-Aware Writeback

Push derived insights back into operational systems with explicit conflict resolution rules so concurrent user activity is preserved.

Schema Mediation

Map operational and analytical schemas onto a shared data model and absorb drift on either side without breaking consumers.

End-to-End Audit

Track every sync hop, transform, and writeback in the 3forge column store so any number on a dashboard can be traced to its operational origin.

Get started

Ready to see it live?

Book a 30-minute demo with a 3forge solutions engineer and see live bidirectional sync between an transactional system and an analytical layer.