Security Data Works

Methodology

DetectFlow — detections without operational debt

Detection-as-code architecture pattern for SOCs whose detection backlog grows faster than the team can maintain. Versioned, tested, deployable rules; CI/CD pipelines with regression tests; continuous performance and false-positive measurement. The discipline that lets a SOC scale past the hundreds-of-detections operational ceiling.

1000+

Detections in production with operational debt held flat. Most detection programs cap at low hundreds because each new rule adds maintenance load; DetectFlow keeps the per-rule maintenance cost near zero through automation.

The pipeline

  1. Author

    Detection content

    Versioned in Git; YAML, SPL, KQL, SQL per target engine.

  2. Test

    CI/CD pipeline

    Unit tests, regression suites, replay against synthetic and historical telemetry.

  3. Deploy

    Detection engine

    Splunk ES, Sentinel, Chronicle, custom — engine-agnostic.

  4. Measure

    Feedback loop

    Performance metrics, false-positive rate, MTTD — fed back to backlog.

What composes, what’s brittle

  • Why this matters. The hundreds-of-detections operational ceiling is real; DetectFlow removes it.
  • Reference patterns. Anvilogic, Panther, hand-rolled CI/CD on Detection-as-Code repos.
  • Detection portability. Standard SQL detections move between engines without rewrite.
  • Feedback loop. Every rule's performance and FP rate measured per deployment cycle.
  • Best fit. SOCs where analyst time is consumed by tuning rather than hunting.
  • What's hard. The cultural shift from detection content as personal craft to detection as production software.

Sources: Reference patterns: Anvilogic, Panther, Splunk Enterprise Security content packs; published Detection-as-Code repos including SigmaHQ.

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.