Command centerMarket operations centerSystem 05 / 09

KRAKEN // VERIFIED CASE STUDY

Distributed Trading Data Platform

Shadow first. Cut over only on evidence.A multi-node data and ML platform combining dual-path market ingestion, analytical storage, experiment tracking, dashboards, alerts, and operator-gated execution.
AI CAPABILITY PLANEWhere intelligence operates—and where authority stops
FreqAI researchMLflow model lineageShadow validation

Models may train and shadow-score; validation gates and authorized operators control promotion and trading activation.

01 // SYSTEM TOPOLOGY

Connected architecture

Sanitized multi-node analytical and MLOps control plane.

PlatformData planeEdge / externalAuthority / control
01 // Market sources
Market feedStreaming + REST

WHYSupplies external market observations

Verified
02 // Ingestion
Kafka shadowParity candidate

WHYAcquires data without risky cutover

VerifiedSHADOW MODE
03 // Transformation
Airflow + dbtTested transforms

WHYPublishes tested analytical models

Verified
04 // Data plane
WarehouseAnalytical history

WHYPreserves analytical system history

Verified
TimescaleDBTrading time series

WHYPreserves analytical system history

Verified
05 // Observability
SupersetBusiness intelligence

WHYMakes system health and outcomes visible

Verified
GrafanaOperational health

WHYMakes system health and outcomes visible

Verified
06 // Intelligence
FreqAI + MLflowModel lifecycle

WHYDevelops governed model candidates

Verified
GOVERNED OUTCOMEKafka runs beside the canonical REST path for parity checks; transformations are tested before publication; monitoring, BI, training, and trading remain independently operable.Stream → Shadow → Transform → Observe → Train → Gate
02 // PROOF LIBRARY

Evidence gallery

Live pipeline-health telemetry
Verified // reviewed 2026-07-27Live pipeline-health telemetry

Read-only Grafana view of warehouse freshness, canonical and shadow row volumes, market-series continuity, and an explicitly visible no-data trading boundary.

Kraken private Grafana dashboard; captured through a temporary Viewer account with infrastructure identifiers excluded
Canonical and shadow ingestion DAGs
Verified // reviewed 2026-07-27Canonical and shadow ingestion DAGs

Live Airflow evidence of the hourly canonical OHLCV pipeline and fifteen-minute Kafka shadow path, including run history and schedule state.

Private Airflow control plane; temporary Viewer account with account identity redacted
FreqAI training lineage
Verified // reviewed 2026-07-27FreqAI training lineage

One hundred tracked FreqAI experiment runs provide model-training lineage and repeatability evidence.

Private MLflow experiment tracker; host and infrastructure identifiers excluded
Pipeline Health dashboard blueprint
Verified // reviewed 2026-07-27Pipeline Health dashboard blueprint

Seven exported Grafana panels reconstructed without datasource URLs, credentials, hostnames, or live values.

Kraken exported Grafana JSON; not live telemetry
Distributed platform controls
Historical // reviewed 2026-07-27Distributed platform controls

Sanitized role-based view of shadow ingestion, transformation, observability, model lifecycle, and operator authority.

Kraken audit, deployment, dashboard, and MLOps repository artifacts
Architecture mapAvailable now

Sanitized logical topology with evidence states.

Dashboard / DAGAvailable now

Sanitized repository-derived dashboard or orchestration evidence is included above.

Video / demo clipCapture pending

A short captioned product proof is still required.

Product screenshotAvailable now

Reviewed product-interface evidence is included above.

PRIVATE REVIEW ROOMAuthentication boundary prepared

Production endpoints and sensitive artifacts stay disconnected until an identity provider and access policy are explicitly configured.