All Case Studies
Case Study

StockTalk SA: Building a Real-Time JSE Community Platform from Scratch

South Africa's first real-time JSE community platform — live prices, AI digests, and Stripe-billed Premium.

StockTalk SAFinTech · Retail Investor CommunitySouth AfricaLive in production
340+
JSE stocks live
3
AI agents running 24/7
99.99%
Uptime
24/7
Managed ops

Cloud Forces took StockTalk SA from concept to production as a full-stack, cloud-native web application — live JSE price feeds for 340+ equities, a proprietary Sentiment Index, Stripe-billed Premium tier, AI-generated email digests, and an AWS production stack managed 24/7.

The Challenge

South African retail investors lacked a dedicated platform for discussing JSE-listed stocks. Options were fragmented — scattered across WhatsApp groups and generic social media — with no real-time market data, structured sentiment tracking, or subscription monetisation. The client needed a purpose-built, production-grade platform from the ground up.

What Cloud Forces Built

Cloud Forces delivered stocktalk.co.za end-to-end — product design, full-stack engineering, cloud deployment, analytics, and ongoing production operations.

Real-time JSE Price Engine

Live price feeds for 340+ JSE-listed equities, updated continuously during trading hours.

Community & Sentiment Platform

Per-stock discussion feeds with a proprietary StockTalk Sentiment Index tracking crowdsourced bullish/bearish signals.

Premium Subscription Tier

Stripe-integrated billing unlocking watchlists, portfolio tracking, director dealings alerts, and data exports.

AI Email Digest System

Three automated daily and weekly market digests generated by the Claude API and delivered via SendGrid.

Analytics & SEO

GA4 and PostHog instrumentation, SSR pages with JSON-LD, Open Graph tags, and a POPIA-compliant privacy policy.

AWS Production Infrastructure

VPC-secured hosting on EC2, managed RDS PostgreSQL, S3 asset storage, CloudWatch monitoring, and a CI/CD pipeline.

Cloud Forces’ Role

  • Full-stack application development (frontend, backend, API, database, integrations)
  • AWS architecture design and production deployment
  • Payment and subscription billing infrastructure (Stripe)
  • AI content generation pipeline (Claude API + SendGrid)
  • Analytics instrumentation, funnel design, and SEO implementation
  • Ongoing 24/7 production infrastructure management and operations

Technology Stack

Application

Next.jsReactTypeScriptTailwind CSSshadcn/uiPostgreSQLPrisma ORMStripeClaude APISendGridGA4PostHog

Infrastructure & Security

AWS EC2AWS VPCAWS RDSAWS S3AWS CloudWatchIAMGitHub ActionsCI/CD

The Result

StockTalk SA launched as the first purpose-built JSE community platform — handling real-time data at scale, monetising through Stripe subscriptions, and delivering AI-curated market content daily.

  • Live product with a growing subscriber base in the South African retail investor market.
  • Cloud Forces continues to manage the production infrastructure and ships feature updates on an ongoing basis.
  • Zero critical outages since go-live; 99.99% measured uptime.

Want something like this for your business?

Every engagement starts with a conversation — no commitment, no cookie-cutter answers.

Start a Conversation