industries

Tuned for the places milliseconds matter.

The same event-driven principles apply everywhere — but the constraints, regulations, and failure modes differ. These are the three domains we work in most often.

capital markets · 01

Financial feed processing

Market data, order events, and risk signals don't tolerate stalls. We build feed handlers that normalize multi-venue ticks, fan them out to pricing engines and risk systems, and persist a complete, replayable audit trail for compliance.

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Multi-venue feed normalization with FIX/FAST or proprietary protocols
Sub-10ms broker hops with co-located consumers
Tick-by-tick replay for compliance and back-testing
Schema-versioned trade and order event streams
Encrypted, region-pinned topics for regulated data

energy & utilities · 02

IoT smart grids

Smart meters, substations, and edge sensors generate constant telemetry — and the analytics that act on it are only useful if they're current. We design ingestion pipelines that survive bursty edge connectivity and route data to operational dashboards, ML models, and long-term storage at the same time.

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MQTT, AMQP, and Kafka edge gateways
Backpressure-aware ingest for unreliable cell links
Stream processing for anomaly and outage detection
Time-series sinks (Timestream, InfluxDB, ClickHouse)
Geographic partitioning for regional grid topology

logistics & dispatch · 03

Ride-sharing & mobility tech

Dispatch, ETA, and surge logic live or die by the freshness of position events. We build geospatial event pipelines, real-time matcher services, and the WebSocket delivery layer that pushes rider updates the instant something changes on the road.

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Geo-sharded position event streams
Real-time matching with stream-stream joins
WebSocket delivery for rider and driver clients
Surge pricing on materialized windowed aggregates
Trip-state event log for billing and disputes

cross-industry

The patterns that keep showing up.

Different industries, same recurring needs. These are the building blocks we reach for on almost every engagement, regardless of vertical.

event · 01geo

Geo-sharded streams

Partition by region or H3 cell so dispatch, grid telemetry, or order routing scales horizontally without cross-shard chatter.

event · 02windowed

Windowed aggregates

Tumbling, hopping, and session windows for surge pricing, anomaly detection, and rolling P&L — computed in-stream, not on read.

event · 03compliant

Audit-grade logs

Immutable, encrypted, region-pinned event topics that double as your compliance evidence trail. Regulators love an append-only log.

event · 04edge

Edge ingest

MQTT and CoAP gateways tuned for flaky connectivity, store-and-forward buffering, and ordered delivery once the link is back.

event · 05join

Stream-stream joins

Match riders to drivers, orders to fills, alerts to acknowledgments — in-stream, with bounded state and clear watermarks.

event · 06fast reads

Materialized views

Project hot reads from the event log into Redis, DynamoDB, or Postgres so end-user queries are milliseconds, not seconds.

proof

What 'real-time' means in numbers.

throughput

Messages per second · last 60m

live baseline

now

52k/s

p50

9ms

p99

24ms

errors

0.01%