Tech Stack Recommendations for Modern Development
What I'd reach for when picking a tech stack in mid-2025: full-stack web, enterprise, mobile, and ML, plus design system choices.
Mustafa Furniturewala
CTO at Coursera
Picking a stack is one of the first decisions on a project and one of the hardest to undo. What I look for: the team already knows it, it performs well enough, and it will still be maintained in a few years.
Here is what I would have picked in mid-2025 for a few common kinds of app, plus some design-system choices.
Web Development Stacks
Rapid Development Stack
Technology Stack
- Framework: Next.js 14+ with App Router
- Styling: Tailwind CSS v3
- Backend: Supabase or Firebase
- Deployment: Vercel or Netlify
Key Benefits
- Zero-config setup with excellent defaults
- Built-in performance optimizations
- Type safety with TypeScript
- Automatic code splitting and lazy loading
- Edge runtime support
// Example: API route with Next.js 14
// app/api/users/route.ts
import { NextResponse } from 'next/server'
export async function GET() {
const users = await fetchUsers()
return NextResponse.json({ users })
}
Enterprise Web Stack
Technology Stack
- Frontend: React 18+ with TypeScript
- State Management: Redux Toolkit or Zustand
- Backend: Node.js with Express or Fastify
- Database: PostgreSQL with Prisma ORM
- Caching: Redis
- Infrastructure: Docker + Kubernetes
Architecture Considerations
- Implement clean architecture principles
- Use dependency injection for testability
- Adopt domain-driven design for complex business logic
- Implement comprehensive error handling and logging
Enterprise Platform Stacks
.NET Enterprise Stack
Technology Components
- Frontend: Blazor or React with TypeScript
- Backend: ASP.NET Core 8.0
- Database: SQL Server or PostgreSQL
- Message Queue: Azure Service Bus or RabbitMQ
- Deployment: Azure Container Apps
Best Practices
- Implement CQRS pattern for complex domains
- Use MediatR for clean request handling
- Adopt repository pattern with Entity Framework Core
- Implement comprehensive logging with Serilog
Java Enterprise Stack
Technology Components
- Frontend: Angular or React
- Backend: Spring Boot 3.0+
- Database: PostgreSQL or Oracle
- Caching: Redis with Spring Cache
- Message Queue: Apache Kafka
- Deployment: AWS EKS or Red Hat OpenShift
Architecture Patterns
- Microservices with Spring Cloud
- Event-driven architecture with Kafka
- API Gateway pattern for service aggregation
- Circuit breaker pattern for resilience
Mobile Development
Cross-Platform Development
React Native Stack
- Framework: React Native 0.72+
- Development: Expo SDK 49+
- State Management: Redux Toolkit or TanStack Query
- Navigation: React Navigation 6
- Testing: Jest + React Native Testing Library
Native Development
iOS Development
- Language: Swift 5.9+
- UI Framework: SwiftUI
- Architecture: MVVM with Combine
- Dependency Management: Swift Package Manager
Android Development
- Language: Kotlin
- UI Framework: Jetpack Compose
- Architecture: MVVM with Kotlin Coroutines
- Dependency Injection: Hilt
Data Science & Machine Learning
Python ML Stack
# Recommended package versions
ml_stack = {
'core': {
'python': '3.11+',
'jupyter': 'lab',
'poetry': 'latest' # dependency management
},
'data_processing': {
'pandas': '2.0+',
'polars': 'latest', # faster alternative
'numpy': '1.24+'
},
'machine_learning': {
'scikit-learn': '1.3+',
'pytorch': '2.0+',
'transformers': '4.30+'
},
'visualization': {
'matplotlib': '3.7+',
'seaborn': '0.12+',
'plotly': '5.14+'
},
'deployment': {
'fastapi': 'latest',
'docker': 'required',
'mlflow': 'optional'
}
}
Modern Design Systems
Component Libraries Comparison
NextUI
- Built on Tailwind CSS
- Excellent accessibility out of the box
- Modern API with great TypeScript support
- Beautiful default theme
Park UI
- Component-based installation
- Built-in theme editor
- Based on Ark UI primitives
- Perfect for custom design systems
shadcn/ui
- Copy-paste components
- Full control over styling
- Radix UI primitives
- Rapidly growing ecosystem
Design Trends (Mid-2025)
Glassmorphism Implementation
.glass-card {
background: rgba(255, 255, 255, 0.1);
backdrop-filter: blur(10px);
-webkit-backdrop-filter: blur(10px);
border: 1px solid rgba(255, 255, 255, 0.2);
border-radius: 16px;
}
Aurora Gradients
.aurora-background {
background: linear-gradient(
to bottom right,
rgba(168, 85, 247, 0.4),
rgba(59, 130, 246, 0.4),
rgba(16, 185, 129, 0.4)
);
filter: blur(40px);
}
Architecture Best Practices
API Design
RESTful Principles
- Use proper HTTP methods and status codes
- Implement versioning from day one
- Follow consistent naming conventions
- Document with OpenAPI/Swagger
GraphQL Considerations
- Use when clients need flexible data fetching
- Implement proper error handling
- Add query complexity analysis
- Use DataLoader for N+1 query prevention
Security Essentials
- Implement proper authentication (OAuth 2.0, JWT)
- Use HTTPS everywhere
- Sanitize all user inputs
- Implement rate limiting
- Regular dependency updates
- Security headers (CSP, HSTS, etc.)
Performance Optimization
Frontend Performance
- Implement code splitting
- Optimize images with next-gen formats
- Use CDN for static assets
- Implement proper caching strategies
- Monitor Core Web Vitals
Backend Performance
- Database query optimization
- Implement caching layers
- Use connection pooling
- Horizontal scaling strategies
- Performance monitoring (APM)
Decision Framework
Choosing Your Stack
Consider these factors when making technology decisions:
- Team Expertise - Leverage existing knowledge
- Project Requirements - Match tools to needs
- Community Support - Ensure long-term viability
- Performance Needs - Choose appropriate tools
- Budget Constraints - Consider licensing costs
- Time to Market - Balance speed with quality
Migration Strategy
When updating existing stacks:
- Audit current pain points
- Create proof of concepts
- Plan incremental migration
- Maintain backward compatibility
- Document architectural decisions
Conclusion
None of this is a rule. Start here, then check it against what your team knows and what the project needs.
Go deeper
A few related courses from the library, if you want a more structured next step.