Cloud Architecture

A composable, multi-cloud infrastructure built to process organisational signals at enterprise scale. Data shapes and metadata patterns flow through five services, each doing what it does best.

Infrastructure Layer

Railway

FastAPI orchestration layer — coordinates pipeline execution and cross-cloud operations.

Modal

Serverless compute for intensive pattern discovery, archetype clustering, and simulation.

Cloudflare

DNS security and R2 object storage for intelligence artefacts and behavioural metadata.

Hugging Face

ML training and knowledge repository — large parquet datasets for behavioural embedding.

PostgreSQL (Neon)

Serverless database for transactional data, simulation results, and archetype metadata.

Behavioural Intelligence Pipeline

1

Data Ingestion

CSV or telemetry streams into Railway API endpoints. Raw usage data is normalised and validated.

2

Pattern Discovery

Modal serverless functions execute clustering algorithms to identify behavioural archetypes — no pre-defined categories.

3

Knowledge Storage

Cloudflare R2 stores intelligence artefacts. Hugging Face hosts parquet datasets for ML training and embedding generation.

4

Insight Delivery

PostgreSQL persists archetype metadata and simulation results. Railway API serves insights to dashboards.

Why This Architecture

Elastic Scalability

Process telemetry from 10 users or 10,000 — serverless compute scales without infrastructure overhead.

Composable Services

Each cloud service handles what it does best — no monolithic architecture forcing compromises.

Resilient Design

Graceful degradation across regions. If one service has issues, the platform continues delivering.

What's Operational Today

Security & Compliance

  • ✓ End-to-end encryption in transit and at rest
  • ✓ Role-based access control across all services
  • ✓ Complete audit logging for data access
  • → SOC 2 Type II — infrastructure partners compliant

Performance

  • ✓ Full pipeline: upload CSV → results in ~7 minutes
  • ✓ Sub-second API response times
  • ✓ Automated health monitoring
  • → Multi-region failover — coming soon

Built for Scale, Designed for Insight

Distributed architecture delivering behavioural intelligence without the complexity of managing multi-cloud infrastructure yourself.