Replace fragile snapshot data with an immutable transactional ledger, so every metric traces directly to auditable event-level records.
Trusted by FCA-regulated firms
Drill down to the same underlying transactions from end-of-day and month-end metrics.
Link desk-level, product-level, and firm-level metrics from a unified event source.
Consolidate events from all platforms into a single, consistent ledger of truth.
Data is inherently dynamic. When you freeze that flow into snapshots, you destroy the lifecycle information needed to explain, trust, and reproduce financial results.
Every discrepancy becomes a forensic investigation because snapshots capture data at a moment in time, not how it got there.
Aggregates don't match granular truth due to timing differences, partial loads, or missing transactions.
If the pipeline misses a run, the data is gone because snapshots offer no re-computability.
Any events whose lifecycle begins and ends between snapshot runs are lost, such as a trade being opened and closed.
You can't drill down from reported figures to source events. Totals do not show which transactions contributed, were corrected, were reversed, or were late arriving.
They flatten the true sequence of events, making it impossible to understand intraday flows, cutoff impacts, or the order in which transactions occurred.
Your teams aren't broken. The data format they're forced to work with is.
Re-platforming snapshot data into modern tools carries the same structural flaws forward.
Automating reconciliation doesn't remove it; it institutionalises it.
Snapshots force analysts back into spreadsheets, the only tool that can compensate for missing detail.
Models trained on snapshots can't learn true event-level behaviour.
They replicate IT application data, which only knows the present, into Finance and Analytics, which require full state awareness. That mismatch is why snapshots fail.
Major Brokerage Firm
The firm needed to reproduce 4 years of intraday metrics that hadn't historically been captured. Positions were embedded in close of business reporting logic built on unrecoverable snapshots, not materialised in an audit trail.
From end of day to intraday reporting
Perfect reconciliation with legacy systems
Delivered when 'everyone said it was impossible'
Built for regulatory scrutiny from day one
In 30 minutes, we will: