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Practical articles on Java, microservices, system design, AI engineering, and the future of software development. No fluff — only production-tested insights.

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Accelerate Python: When to Use Cython and Rust Extensions
Python & FastAPIpythonperformancecython

Accelerate Python: When to Use Cython and Rust Extensions

Python's performance can be a bottleneck in high-demand applications. This post explores using Cython and Rust extensions to boost Python's speed, detailing when these approaches are worth the effort and the trade-offs involved.

18 September 20268 min read
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Testing FastAPI Apps: Mastering TestClient, httpx, and Dependency Overrides
Python & FastAPIpythonfastapi

Testing FastAPI Apps: Mastering TestClient, httpx, and Dependency Overrides

Discover how to effectively test FastAPI applications using TestClient, httpx, and dependency overrides. This post provides a step-by-step guide, real-world use cases, and insights into common pitfalls and trade-offs.

17 September 202612 min read
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Migrating a Python 3.8 Codebase to 3.12: A Practical Playbook
Python & FastAPIpythonmigration

Migrating a Python 3.8 Codebase to 3.12: A Practical Playbook

Migrating from Python 3.8 to 3.12 can unlock performance improvements and new features, but it requires careful planning. This playbook provides a step-by-step guide to ensure a smooth transition, highlighting real-world use cases, common pitfalls, and strategic trade-offs.

17 September 202612 min read
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Serving LLM Endpoints with FastAPI: Streaming, Timeouts, and Backpressure
Python & FastAPIpythonfastapi

Serving LLM Endpoints with FastAPI: Streaming, Timeouts, and Backpressure

Learn how to efficiently serve large language model (LLM) endpoints using FastAPI, focusing on streaming, timeouts, and backpressure. This post provides a practical guide for backend engineers to optimize performance and reliability in production systems.

11 September 202612 min read
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Building a Multi-Tenant SaaS Backend with FastAPI and Postgres
Python & FastAPIpythonfastapi

Building a Multi-Tenant SaaS Backend with FastAPI and Postgres

Discover how to build a scalable multi-tenant SaaS backend using FastAPI and Postgres. This guide provides a step-by-step approach, real-world use cases, and insights into common pitfalls and trade-offs.

11 September 202612 min read
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Mastering Python's Memory Model: Avoiding Costly Mistakes with References, Copies, and Leaks
Python & FastAPIpythonmemory-management

Mastering Python's Memory Model: Avoiding Costly Mistakes with References, Copies, and Leaks

Python's memory model can lead to unexpected behavior if misunderstood. This post explores references, copies, and memory leaks, providing insights and practical steps to optimize memory usage in Python applications.

9 September 202612 min read
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OpenAPI in FastAPI: Generating Clients Your Frontend Will Trust
Python & FastAPIpythonfastapi

OpenAPI in FastAPI: Generating Clients Your Frontend Will Trust

Discover how to leverage OpenAPI in FastAPI to generate reliable client code for your frontend. This post explores practical steps, real-world use cases, and common pitfalls, ensuring your frontend communicates seamlessly with your backend.

8 September 20268 min read
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FastAPI Error Handling: Exception Handlers That Produce Useful APIs
Python & FastAPIpythonfastapi

FastAPI Error Handling: Exception Handlers That Produce Useful APIs

Learn how to implement effective error handling in FastAPI to create robust and user-friendly APIs. This post covers practical steps, real-world use cases, and common pitfalls to avoid.

8 September 20268 min read
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Python Type Hints in Production: What Actually Catches Bugs
Python & FastAPIpythontype-hints

Python Type Hints in Production: What Actually Catches Bugs

Discover how Python type hints can significantly reduce bugs in production systems. Learn practical steps, real-world use cases, and common pitfalls to avoid when implementing type hints in your codebase.

7 September 202610 min read
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"Choosing the Right Python Dependency Management Tool: uv vs Poetry vs pip-tools"
Python & FastAPIpythondependency-management

"Choosing the Right Python Dependency Management Tool: uv vs Poetry vs pip-tools"

Discover how to effectively manage Python dependencies at scale with uv, Poetry, and pip-tools. Learn the strengths, weaknesses, and real-world applications of each tool to make informed decisions for your projects.

6 September 202612 min read
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Elevate Your Python Code with Advanced Decorators: Caching, Retries, and Instrumentation
Python & FastAPIpythondecorators

Elevate Your Python Code with Advanced Decorators: Caching, Retries, and Instrumentation

Discover how to leverage Python decorators for caching, retries, and instrumentation to enhance performance and reliability in your applications. Learn practical techniques and real-world insights to implement these advanced patterns effectively.

6 September 202612 min read
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When NOT to Use FastAPI: Honest Limits of the Async Python Stack
Python & FastAPIpythonfastapi

When NOT to Use FastAPI: Honest Limits of the Async Python Stack

FastAPI is a powerful tool for building asynchronous web applications in Python, but it's not a one-size-fits-all solution. This post explores scenarios where FastAPI might not be the best choice, helping engineers make informed decisions.

5 September 20268 min read
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