Security Data Works

Public production architecture teardown

Atlassian — Project Banyan

Lakehouse-native security data platform on the Databricks medallion architecture: security telemetry normalized to OCSF on the Silver layer, Unity Catalog as the governance plane, more than 21 billion security events queryable in under a minute. Atlassian built and operates it; this is SDW's reading of the public architecture (the Databricks customer story and the Data + AI Summit talk), not work SDW delivered.

21B+

Security events queryable in under a minute. Photon cut query times from 17 s to 5 s, retention extended from 30 days to 12 months, and operational ingest cost dropped roughly 80%. Atlassian's Data + AI Summit talk puts the daily scale at many petabytes of security data. Winner of Databricks' 2026 Transformation Award.

The pipeline

  1. Sources

    Endpoint · network · identity · cloud · app

    Full-breadth security telemetry

  2. Bronze

    Raw Delta retention

    Source-fidelity, no lossy pre-processing

  3. Silver

    OCSF normalization

    Every source mapped to OCSF; entity resolution

  4. Gold

    Analyst surface

    Detections and investigation

  5. Govern

    Unity Catalog

    Governance and access plane

What composes, what’s brittle

  • 21B+ events, sub-minute. Queryable in under a minute on the lakehouse.
  • 17 s → 5 s. Query times with Photon.
  • 30 days → 12 months. Retention extended on cheaper storage.
  • ~80% lower ingest cost. Operational ingest-cost reduction.
  • OCSF on Silver. One normalized schema the detection surface depends on.
  • What SDW did. Read and scored the public architecture; Atlassian built and runs it.

Sources: Databricks customer story "Atlassian Modernizes Threat Detection" (databricks.com/customers/atlassian/security-lakehouse, 2026-03-24; Niels Heijmans, Chief Security Architect; David Cross, CISO) · Atlassian Data + AI Summit 2026 Security Lakehouse talk

See how the pattern lands on your workload.

The matrix scoring that justified each reference architecture's tool choices is the paid deliverable. The benchmark behind it is public — reproduce it on your own workload, then book a call to scope the work.