VERSIONCV · SYSTEM DESIGN

System Architecture

A distributed, serverless decomposition of the VersionCV ecosystem. Detailed service roles and infrastructure components are mapped directly within each block.

View Interactive Pipelines(HLD overview below)

Client & Delivery

Web Delivery

Global delivery of the VersionCV web application.

Design Rationale

"Static assets and UI are served from the edge to minimize latency and reduce backend load."

Infrastructure Components
  • •Cloudflare CDN / Proxy
  • •Vercel Hosting
  • •HTTPS Termination
  • •Static Asset Delivery

Authentication & Security

Identity & Access

Authentication, authorization, and session control.

Design Rationale

"Identity is validated at the edge to prevent unauthorized requests from reaching business logic."

Infrastructure Components
  • •Firebase OAuth
  • •JWT Validation
  • •Session Management

Request Protection

Abuse prevention and request sanitization.

Design Rationale

"Early rejection of malicious traffic keeps the system cheap, safe, and predictable."

Infrastructure Components
  • •Cloudflare WAF
  • •DDoS Protection
  • •Rate Limiting
  • •CSP & XSS Protection

Core Backend

Business Logic (Proprietary)

VersionCV’s core resume optimization intelligence.

Design Rationale

"This layer encodes domain knowledge and deterministic rules that differentiate VersionCV."

Infrastructure Components
  • •Resume Ingestion & Normalization
  • •ATS Scanner & Scoring Engine
  • •JD Matching Engine
  • •AI Optimization Orchestration
  • •Plausible Skills Finder

Supporting Services

Shared platform capabilities.

Design Rationale

"Cross-cutting services are isolated so business logic remains focused and maintainable."

Infrastructure Components
  • •Notifications
  • •Analytics
  • •Custom Error Logging
  • •Tracing & Debugging

Async Processing

Background Jobs & Queues

Non-blocking and long-running tasks.

Design Rationale

"Heavy work runs asynchronously to keep user interactions fast and operational costs low."

Infrastructure Components
  • •Producer / Consumer Queues
  • •Job Aggregator
  • •Retry & Backoff
  • •Batch Workers

Data & State

Persistent Storage

Durable system state and metadata.

Design Rationale

"Storage is optimized for cost and access patterns rather than over-engineering."

Infrastructure Components
  • •Cloudflare D1 (SQLite)
  • •KV Cache
  • •R2 Object Storage
  • •Logs & Metrics Storage