Orbit Payments' security data rail: data travels through eight stations — sources, ingest, normalize, enrich, store, model, serve and cost — and four readings from the platform show the fixes: a source silent for six days now alerts in twelve minutes; parsing rises from 41% to 99.6% with quarantined events falling from 118,000 to 310; tiering moves data from 100% hot to 8% hot and 76% cold, cutting a hunt from 41 minutes and $2,200 to 6 minutes and $40; and a targeted cost cut that loses no detections, unlike a panic cut that degraded six.

CY-SENIOR-024Senior Level · Security Data Engineering

Security Data Engineering — The Security Data Rail

A senior-level course that builds the data backbone detection and response run on. Work the security data rail - eight stations: Sources, Ingest, Normalize, Enrich, Store, Model, Serve, and Cost - engineering a pipeline that delivers complete, normalized, affordable security telemetry at scale. Technical and data-focused. Four hands-on activities in every lesson.

17 hours8 chapters32 lessons225 activities8 labs

What you'll learn

Onboard sources and ingest telemetry reliably at scale.
Normalize to a schema (ECS/OCSF) and enrich with context.
Store, tier, and model data for detection and hunting.
Serve analytics and control the cost of security data.

Price:৳10,000