Full Stack
Agricultural Technology

Full-Stack Legacy Modernization: From .NET to Modern Cloud-Native Architecture

From 500+ database queries per page load down to approximately 5 — without losing a single record.

Client
Agricultural Commodity Brokerage
Focus
Full Stack Development
Platform
Azure + Python/FastAPI + React
The Challenge

A failing platform serving 100+ clients across the U.S. Midwest

An agricultural commodity brokerage relied on an aging .NET/SQL Server web application to manage grain marketing operations for 100+ clients across the U.S. Midwest. The legacy platform suffered from critical usability and technical issues: the forgot-password flow was broken (requiring manual admin resets), page loads triggered 500+ unoptimized database queries, the UI was outdated and non-responsive, and deleting any reference data item (such as a delivery location) silently corrupted historical records across the entire user base.

The client had lost confidence in the previous vendor and needed a partner who could execute a ground-up rebuild without disrupting active brokerage operations serving dozens of grain producers.

The solution

A complete platform modernization in 8 weeks

We executed a complete platform modernization over 8 weeks, replacing the legacy .NET monolith with a modern, cloud-native architecture:

Backend: Python/FastAPI with async processing, SQLAlchemy ORM, Alembic migrations, and comprehensive role-based access control (Admin, Manager, Client). The API grew to 55+ endpoints covering full CRUD for all domain entities.

Frontend: React with TypeScript, Tailwind CSS, mobile-responsive design, light/dark mode toggle, and progressive rendering for sub-second perceived load times. 21 fully functional pages were delivered.

Database: PostgreSQL (Azure Flexible Server) with enforced foreign key relationships, soft-delete logic to prevent data corruption, and schema separation for future multi-product support.

We adopted an aggressive sprint cadence: authentication and core APIs in Week 1, CRUD and dashboard KPIs by Week 2, options tracking and marketing plan formulas by Week 3, and PDF reports plus Azure deployment by Week 4. The client received working staging links with demo accounts from Day 5, enabling real-time feedback loops throughout the build.

Key Outcomes
Development Timeline
8 weeks (foundation to production)
Backend Test Suite
680+ automated tests passing
API Endpoints Delivered
55+ RESTful endpoints
Frontend Pages
21 fully functional screens
Legacy Data Migrated
3,833 orders, 156 users, 443 breakeven calcs
Azure Monthly Cost
~$25–27/month (B2 tier)
Page Load Improvement
500+ queries reduced to ~5 per page
Tech Stack

Backend Infrastructure: Python/FastAPI with async processing, SQLAlchemy ORM, and Alembic migrations. Comprehensive role-based access control (Admin, Manager, Client) across all 55+ RESTful endpoints.

Frontend: React with TypeScript and Tailwind CSS. Mobile-responsive design with light/dark mode toggle and progressive rendering for sub-second load times across all 21 screens.

Database: PostgreSQL on Azure Flexible Server with enforced foreign key relationships, soft-delete logic to prevent data corruption, and schema separation for future multi-product support.

DevOps: Azure App Service and Azure Static Web Apps, Azure DevOps CI/CD, Terraform infrastructure-as-code, Docker containerization, SendGrid email, and WeasyPrint PDF engine.

Technical Breakdown

How we built it

Backend Infrastructure: Python/FastAPI with async processing, SQLAlchemy ORM, and Alembic migrations. Comprehensive role-based access control (Admin, Manager, Client) across all 55+ RESTful endpoints.

Frontend: React with TypeScript and Tailwind CSS. Mobile-responsive design with light/dark mode toggle and progressive rendering for sub-second load times across all 21 screens.

Database: PostgreSQL on Azure Flexible Server with enforced foreign key relationships, soft-delete logic to prevent data corruption, and schema separation for future multi-product support.

DevOps: Azure App Service and Azure Static Web Apps, Azure DevOps CI/CD, Terraform infrastructure-as-code, Docker containerization, SendGrid email, and WeasyPrint PDF engine.

The Results

A modern platform built for scale and reliability

The rebuild delivered a performant, maintainable platform the client could trust — with real-time feedback loops throughout the build ensuring every feature matched real-world workflows.

Focus areas

Full-Stack Rebuild, Cloud Migration, Python/FastAPI, React/TypeScript, PostgreSQL, Azure Infrastructure

Industry

Agricultural Technology

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