Case Studies

Real projects. Real challenges. Real solutions.

#DevOps#AWS#CI/CD#Infrastructure

Ephemeral Environments

On-Demand Deployment Infrastructure

The Challenge

A Series C startup struggled with environment drift and deployment bottlenecks. Developers could only test one feature at a time, constantly stepping on each other's deployments and blocking releases.

The Solution

Designed and implemented an ephemeral environment system using GitHub Actions and AWS ECS/Fargate. Each PR automatically spins up an isolated environment tagged with its Jira ticket number, enabling parallel development and testing.

Results

2 weeks
Time to Deliver
Daily
Production Deploys
0
Environment Conflicts

Technical Highlights

  • GitHub Actions for CI/CD orchestration
  • AWS ECS/Fargate for containerized deployments
  • CloudFormation stacks tagged with Jira tickets
  • ECR for container image management
#PropTech#FinTech#Analytics

CompStacker

Real Estate Investment Analysis Platform

The Challenge

Real estate investors waste hours in spreadsheets analyzing deals. Existing tools were either too simplistic or required expensive subscriptions with steep learning curves.

The Solution

Built a comprehensive investment analysis platform with instant property scoring, Monte Carlo simulations, and multiple investment strategy calculators.

Results

500K+
Properties Searchable
<1 sec
Analysis Speed
10,000+
Simulations per Analysis

Technical Highlights

  • React + TypeScript frontend with real-time calculations
  • Kotlin + Spring Boot backend handling complex financial modeling
  • PostgreSQL with optimized queries for property search
  • AWS serverless infrastructure for scalability
#AI#iOS#FoodTech#Consumer

Rädda

AI-Powered Recipe & Food Waste App

The Challenge

Households waste ~$1,500 of food annually. People forget what ingredients they have, buy duplicates, and struggle to plan meals around expiring items.

The Solution

Created an iOS app that uses AI to scan fridge contents, track expiration dates, and suggest personalized recipes based on available ingredients.

Results

$1,500
Avg. Annual Savings
10%
Donated to Food Banks
10K+
Recipe Database

Technical Highlights

  • Swift-native iOS development
  • OpenAI Vision API for ingredient recognition
  • Kotlin + Spring Boot backend with PostgreSQL
  • AWS infrastructure with image processing pipeline

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