Technology Decisions Based on Product Requirements
There is no single correct stack. We select technology against the constraints of each product, then commit to it for the long term so the system stays maintainable.
What drives the decision
Product type and expected lifespan
User scale and concurrency
Hosting requirements, including on-premise and offline operation
Integration needs with existing tools
Security and data protection requirements
Offline and low-connectivity requirements
Team capability and handover expectations
Maintenance cost over several years
Long-term product roadmap
How we use each layer
Backend & APIs
Server applications that hold the business rules, enforce authorization and expose predictable interfaces to every client.
.NET 8
Primary runtime for enterprise backends, desktop applications and long-lived business systems.
ASP.NET Core
Web APIs built with Clean Architecture, CQRS through MediatR and centralized exception handling.
C#
The primary language for domain models, application services and business rule implementation.
Entity Framework Core
Code-first data access with explicit configuration, constraints, indexes and versioned migrations.
Laravel
Used for PHP-hosted product work where the deployment environment or team continuity favours it.
Node.js
Server runtime for Next.js applications, build tooling and lightweight service endpoints.
REST APIs
Consistent resource design, standard status codes, pagination and a single response envelope.
Web Frontend
Interfaces built for performance, accessibility and bilingual use, with layout that works in both text directions.
Next.js
App Router with server components as the default, static generation where content allows it.
React
Component model for interactive interfaces, product dashboards and internal portals.
TypeScript
Strict typing across frontend code, shared validation schemas and content structures.
Tailwind CSS
Utility styling with logical properties so one stylesheet serves both left-to-right and right-to-left.
shadcn/ui
Accessible component patterns owned in the codebase rather than hidden behind a dependency.
TanStack Query
Server state, caching and background refresh in data-heavy product interfaces.
Zod
Shared validation schemas used by both the browser form and the server route.
Mobile & Desktop
Applications for field teams and on-site operations, including environments where connectivity cannot be assumed.
React Native
Cross-platform mobile applications from a single TypeScript codebase.
Expo
Build, distribution and update tooling for React Native product releases.
WPF
Windows desktop clients for offline-first trading and warehouse operations.
WinForms
Used for straightforward desktop business applications where a simple, fast interface is the priority.
SQLite
Local storage for offline-capable mobile and desktop applications with explicit schema migrations.
Data & Storage
Relational databases designed with constraints and indexes, because reporting is only as trustworthy as the schema beneath it.
SQL Server
Default relational database for ERP and desktop business systems, including on-premise deployments.
PostgreSQL
Preferred relational database for cloud-hosted product and SaaS workloads.
MySQL
Used where the hosting environment or an existing application already standardizes on it.
Redis
Caching, queues and rate limiting when load or background processing justifies it.
Database design
Explicit keys, foreign keys, unique constraints, indexes, audit columns and soft deletion by default.
Infrastructure & Delivery
Reproducible environments, controlled releases and the operational plumbing that keeps a system supportable.
Docker
Consistent development, staging and production environments through container definitions.
Azure
Cloud hosting option for .NET workloads, managed databases and application services.
GitHub Actions
Automated build, test and deployment pipelines with environment-scoped secrets.
Git
Version control with reviewed changes and semantic version tags for every release.
Nginx
Reverse proxy, TLS termination and static delivery for self-hosted deployments.
Serilog
Structured logging with correlation identifiers and no sensitive payloads in log output.
AI & Automation
Applied to specific operational steps with defined inputs, defined outputs and a human checkpoint where judgement is required.
OpenAI APIs
Used for classification, extraction and summarization tasks where the output is reviewed before it is acted on.
n8n
Workflow orchestration for routing, scheduled jobs and integrations between business tools.
Webhooks & event flows
Event-driven handoffs between systems with defined retry and failure behaviour.
Background workers
Idempotent scheduled and queued jobs for notifications, reports and data maintenance.
Human-in-the-loop review
Approval and correction steps designed into automated workflows, with every correction recorded.
Technology names are listed as engineering references only. No vendor partnership, certification or endorsement is implied.
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