Machware

Financial Services

Real-time analytics for a regulated environment

An institution needed intraday reporting without weakening the audit trail that made overnight batch acceptable.

faster deployments
60%faster deployments
uptime
99.99%uptime
markets live
12markets live

The Challenge

Reporting ran as an overnight batch. By the time the business saw a number it was up to eighteen hours old, but the batch was also the system of record for audit, so it could not simply be replaced.

The Problem

Every proposed streaming design broke reproducibility: two runs over the same window could produce different results, which regulators would not accept. The team also had no way to deploy during market hours.

Our Approach

We built an event-sourced pipeline where the batch remained authoritative and the stream was a derived, replayable view over the same immutable log. Any figure could be reconstructed for any point in time. Blue-green deployments with schema-compatible migrations removed the market-hours freeze.

Technology

  • Java
  • Kafka
  • PostgreSQL
  • Kubernetes
  • AWS
  • Terraform
  • Grafana

The Result

faster deployments
60%
uptime
99.99%
markets live
12

Impact matters more than technology.

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