How it works

MarketPulse runs on an AWS-first serverless architecture designed for scalable signal generation, real-time analytics, and explainable AI context.

  • Real-time market data ingestion
  • Quantitative signal processing
  • Explainable AI signal context

What you get

The platform centralizes structured and unstructured financial data into a single intelligence layer. Users can monitor signals, review technical strength indicators, and access contextual AI explanations without infrastructure complexity.

Simple Architecture

User -> Vercel Edge -> API Gateway -> Lambda -> Aurora PostgreSQL -> AI Layer

Request path and production data flow overview.

AWS Serverless Components

  • Lambda functions for read APIs, ingestion, and signal computation
  • EventBridge Scheduler for periodic data workflows
  • Secrets Manager for credential isolation
  • Aurora PostgreSQL as system-of-record

Why AWS

We rely on AWS for scalable serverless execution, secure credential management, managed relational storage, and event-driven scheduling. As data volume increases, AWS enables predictable scaling without infrastructure overhead.