Tech Articles

cover of post: Build a Docusaurus-like Site with FastAPI: Step 5 - Handling Static Files

Build a Docusaurus-like Site with FastAPI: Step 5 - Handling Static Files

Nov 10, 2025

This post shows how to serve static files, like images referenced in Markdown, by mounting an `assets` directory in FastAPI, fixing broken links.

By Min-jun Kim#Engineering
cover of post: Build a Docusaurus-like Site with FastAPI: Step 4 - Parsing Frontmatter

Build a Docusaurus-like Site with FastAPI: Step 4 - Parsing Frontmatter

Nov 09, 2025

This guide shows how to use python-frontmatter in FastAPI to parse Markdown metadata, like 'title', and dynamically pass it to a Jinja2 template instead of hardcoding it.

By Olivia Novak#Engineering
cover of post: Optimizing Web Server JSON Performance with Byte Slice Reuse

Optimizing Web Server JSON Performance with Byte Slice Reuse

Nov 09, 2025

Discover how leveraging Go's sync.Pool for byte slice recycling can significantly boost the JSON encoding and decoding performance of your web servers, reducing memory allocations and GC pressure.

By Takashi Yamamoto#Engineering
cover of post: The Subtle Pitfalls of context.Value and Optional Arguments

The Subtle Pitfalls of context.Value and Optional Arguments

Nov 08, 2025

Exploring why context.Value is not the ideal mechanism for passing optional parameters in Go, despite its allure.

By Min-jun Kim#Engineering
cover of post: Common Go Web Development Pitfalls Global State and Default HTTP Clients

Common Go Web Development Pitfalls Global State and Default HTTP Clients

Nov 07, 2025

This article delves into two prevalent anti-patterns in Go web development – abusing `init()` for global state initialization and the issues associated with the default `http.Get` client – offering insights and best practices to avoid them.

By Lukas Schneider#Engineering
cover of post: Build a Docusaurus-like Site with FastAPI: Step 3 - Code Highlighting

Build a Docusaurus-like Site with FastAPI: Step 3 - Code Highlighting

Nov 07, 2025

This guide shows how to add code syntax highlighting to a FastAPI docs site using Pygments and `python-markdown` extensions, including setting up static CSS.

By Olivia Novak#Engineering
cover of post: The Opinionated Structure of Go Projects

The Opinionated Structure of Go Projects

Nov 06, 2025

While the "Standard Go Project Layout" repository offers a widely referenced structure for Go projects, it may not be the optimal choice for many web applications. This article explores why its design principles, though well-intentioned, can introduce unnecessary complexity and cognitive overhead for typical web services, and offers alternative perspectives on project organization.

By Emily Parker#Engineering
cover of post: Deep Dive into Go's HTTP Client Transport Layer

Deep Dive into Go's HTTP Client Transport Layer

Nov 05, 2025

Explore the nuances of Go's `http.Client` Transport layer, covering connection pooling, Keep-Alives, and mTLS for robust and secure HTTP communication.

By Ethan Miller#Engineering
cover of post: Go Code Generation Evolved - The Interplay of `go:generate` and Generics

Go Code Generation Evolved - The Interplay of `go:generate` and Generics

Nov 04, 2025

Exploring the evolving landscape of Go code generation, examining the role of `go:generate` amidst the rise of generics and whether one truly replaces the other.

By Daniel Hayes#Engineering
cover of post: Demystifying Postgres EXPLAIN Is Sequential Scan Always a Performance Blocker

Demystifying Postgres EXPLAIN Is Sequential Scan Always a Performance Blocker

Nov 04, 2025

Explores the nuances of PostgreSQL's sequential scan, challenging the common misconception that it's inherently bad and demonstrating scenarios where it's efficient.

By Grace Collins#Engineering
cover of post: Build a Docusaurus-like Site with FastAPI: Step 2 - Render Markdown

Build a Docusaurus-like Site with FastAPI: Step 2 - Render Markdown

Nov 04, 2025

This article guides you through rendering Markdown files in a FastAPI application by installing `python-markdown`, creating a new route, and passing the converted HTML to a Jinja2 template.

By James Reed#Engineering
cover of post: Deep Dive and Migration Guide to Go 1.21+'s Structured Logging with slog

Deep Dive and Migration Guide to Go 1.21+'s Structured Logging with slog

Nov 03, 2025

This article provides a comprehensive comparison of `slog` with existing Go logging solutions and offers practical guidance for migrating to `slog` for structured, efficient logging in Go applications.

By Grace Collins#Engineering
cover of post: Understanding and Mitigating Database Connection Exhaustion in High-Concurrency Web Applications

Understanding and Mitigating Database Connection Exhaustion in High-Concurrency Web Applications

Nov 03, 2025

Explores why web applications face database connection exhaustion under high concurrency, detailing underlying mechanisms, common pitfalls, and practical solutions with code examples.

By Daniel Hayes#Engineering
cover of post: Choosing Your Test Double The Right Way in Go

Choosing Your Test Double The Right Way in Go

Nov 02, 2025

This article explores the trade-offs between using httptest.NewServer for integration testing and mock service interfaces for unit testing in Go, offering practical guidance and code examples to help developers make informed decisions for robust and efficient testing strategies.

By Min-jun Kim#Engineering
cover of post: Build a Docusaurus-like Site with FastAPI: Step 1 - HTML Template

Build a Docusaurus-like Site with FastAPI: Step 1 - HTML Template

Nov 02, 2025

This guide explains the first step in building a documentation site with FastAPI: setting up the project and using Jinja2 to render a dynamic HTML template.

By Grace Collins#Engineering
cover of post: The Silent Killer Understanding NULL's Impact on Database Performance

The Silent Killer Understanding NULL's Impact on Database Performance

Nov 02, 2025

NULL doesn't just mean "no value"; it has profound implications for how databases operate, especially when it comes to indexes, COUNT(), and JOINs. This article explores these often-overlooked effects and provides practical insights into mitigating them.

By James Reed#Engineering
cover of post: Dynamic Dispatch and Dependency Injection with Trait Objects in Rust Web Services

Dynamic Dispatch and Dependency Injection with Trait Objects in Rust Web Services

Nov 01, 2025

Explore how Rust's trait objects enable dynamic dispatch and dependency injection in web services, enhancing flexibility and testability.

By Lukas Schneider#Engineering
cover of post: Event Sourcing with a Single Database Table A Simplified Approach

Event Sourcing with a Single Database Table A Simplified Approach

Nov 01, 2025

This article explores implementing event sourcing using only a database table for event logging, offering a simpler alternative to Kafka while detailing its principles, implementation, and practical use cases with code examples.

By Ethan Miller#Engineering
cover of post: Zero-Cost String Handling in Rust Web APIs with Cow

Zero-Cost String Handling in Rust Web APIs with Cow

Oct 31, 2025

Explore how to leverage `Cow<'static, str>` for efficient and zero-cost string management in Rust web APIs, optimizing performance without unnecessary allocations.

By Olivia Novak#Engineering
cover of post: Build Your Own Forum with FastAPI: Step 10 - Categories

Build Your Own Forum with FastAPI: Step 10 - Categories

Oct 31, 2025

This article explains how to add a "Categories" feature to a FastAPI forum by updating database models, modifying routes, and updating templates to organize posts by topic.

By Emily Parker#Engineering
cover of post: Choosing the Optimal UUID Type for PostgreSQL Primary Keys

Choosing the Optimal UUID Type for PostgreSQL Primary Keys

Oct 31, 2025

This article thoroughly examines UUID v1, v4, and v7 as primary key candidates for PostgreSQL, explaining their characteristics, practical implications, and offering a data-backed recommendation for optimal database performance and scalability.

By Olivia Novak#Engineering
cover of post: Unveiling Garde: Modern Validation in Rust with Trait-Based Design

Unveiling Garde: Modern Validation in Rust with Trait-Based Design

Oct 30, 2025

Explore Garde, a modern, trait-based validation library for Rust, and witness its practical application within Axum and Actix web frameworks. This article delves into Garde's design principles, showcasing how it streamlines data validation for robust and maintainable Rust applications.

By Wenhao Wang#Engineering
cover of post: The Silent Killer of Databases - Why Logical Deletion Harms More Than Helps

The Silent Killer of Databases - Why Logical Deletion Harms More Than Helps

Oct 30, 2025

This article delves into the common misconception of using `is_deleted = true` for data deletion, explaining why it's a harmful anti-pattern and proposing robust, maintainable alternatives for managing "deleted" data.

By Emily Parker#Engineering
cover of post: Understanding Send and Sync in Rust Async Handlers

Understanding Send and Sync in Rust Async Handlers

Oct 29, 2025

Diving deep into why Rust's async handlers often complain about Send/Sync traits and how to properly address thread safety in concurrent code.

By Daniel Hayes#Engineering
cover of post: Build Your Own Forum with FastAPI: Step 9 - Upload Images

Build Your Own Forum with FastAPI: Step 9 - Upload Images

Oct 29, 2025

This guide details adding S3 image uploads to a FastAPI forum. It covers backend logic with `boto3`, database model changes, and updating FastAPI routes and HTML templates.

By Ethan Miller#Engineering
cover of post: The Great Primary Key Debate for Modern Web Applications

The Great Primary Key Debate for Modern Web Applications

Oct 29, 2025

A deep dive into the pros and cons of UUIDs, BIGINTs, and Natural Keys for primary key selection in modern web applications, exploring their implications on scalability, performance, and development.

By Lukas Schneider#Engineering
cover of post: Unveiling Observability: Tracing with Spans, Events, and Tower-HTTP in Rust

Unveiling Observability: Tracing with Spans, Events, and Tower-HTTP in Rust

Oct 28, 2025

This article delves into the Rust `tracing` crate, elucidating its core concepts of spans and events, and demonstrates practical integration with `tower-http` for enhanced observability in web services.

By Takashi Yamamoto#Engineering
cover of post: Stream Processing with io.Reader and io.Writer in Go Web Development

Stream Processing with io.Reader and io.Writer in Go Web Development

Oct 28, 2025

This article delves into how io.Reader and io.Writer interfaces enable efficient stream processing for requests and responses in Go web applications, improving performance and memory usage.

By Wenhao Wang#Engineering
cover of post: Choosing Between Postgres Materialized Views and Redis Application Caching

Choosing Between Postgres Materialized Views and Redis Application Caching

Oct 28, 2025

This article delves into the critical decision-making process for leveraging Postgres materialized views versus Redis application-level caching, helping developers select the optimal data acceleration strategy for their applications.

By Min-jun Kim#Engineering
cover of post: Crafting Custom Extractors in Axum and Actix Web

Crafting Custom Extractors in Axum and Actix Web

Oct 27, 2025

Explore the power of `FromRequest` in Axum and Actix Web for building ergonomic and reusable custom extractors, enhancing code clarity and maintainability in Rust web applications.

By Min-jun Kim#Engineering
cover of post: Crafting Custom Errors and HTTP Status Codes in Go APIs

Crafting Custom Errors and HTTP Status Codes in Go APIs

Oct 27, 2025

This article delves into the best practices for defining custom error types in Go APIs and mapping them elegantly to appropriate HTTP status codes, enhancing error handling and API clarity.

By Grace Collins#Engineering
cover of post: Build Your Own Forum with FastAPI: Step 8 - Full Text Search

Build Your Own Forum with FastAPI: Step 8 - Full Text Search

Oct 27, 2025

This guide adds a powerful full-text search to a FastAPI forum using PostgreSQL's `tsvector`, SQL triggers, and a new search route.

By Grace Collins#Engineering
cover of post: Why Database Triggers Often Lead to Trouble

Why Database Triggers Often Lead to Trouble

Oct 27, 2025

This article delves into the reasons why database triggers should generally be avoided, emphasizing the placement of business logic outside the database for better maintainability and scalability.

By Takashi Yamamoto#Engineering
cover of post: Actix's Actor Model - A Web Request Panacea or Pitfall?

Actix's Actor Model - A Web Request Panacea or Pitfall?

Oct 26, 2025

Exploring the suitability of Actix's Actor Model for handling web requests in Rust, discussing its benefits, complexities, and real-world implications.

By Lukas Schneider#Engineering
cover of post: Decoding the Intricacies of JSON with json.RawMessage and Custom Unmarshaling

Decoding the Intricacies of JSON with json.RawMessage and Custom Unmarshaling

Oct 26, 2025

Explore how json.RawMessage and custom UnmarshalJSON in Go empower developers to handle complex and evolving JSON structures with grace and efficiency, preventing data loss and enhancing flexibility.

By Takashi Yamamoto#Engineering
cover of post: Achieving Robust Multi-Tenant Data Isolation with PostgreSQL Row-Level Security

Achieving Robust Multi-Tenant Data Isolation with PostgreSQL Row-Level Security

Oct 26, 2025

Explore how PostgreSQL's Row-Level Security (RLS) offers a database-native solution for ensuring strict data isolation in multi-tenant applications, moving beyond application-level enforcement.

By Daniel Hayes#Engineering
cover of post: Build Your Own Forum with FastAPI: Step 7 - Permissions

Build Your Own Forum with FastAPI: Step 7 - Permissions

Oct 25, 2025

This guide implements a permission system for the FastAPI forum, adding admin roles and a user-banning feature with model updates and protected routes.

By James Reed#Engineering
cover of post: Active Record and Data Mapper in Rust ORMs

Active Record and Data Mapper in Rust ORMs

Oct 25, 2025

A deep dive into the architectural philosophies of Sea-ORM (Active Record) and Diesel (Data Mapper), exploring their design, implementation, and use cases in the Rust ecosystem.

By Emily Parker#Engineering
cover of post: Understanding and Debugging Goroutine Leaks in Go Web Servers

Understanding and Debugging Goroutine Leaks in Go Web Servers

Oct 25, 2025

This article delves into common scenarios causing goroutine leaks in Go web servers, explains the underlying mechanisms, and provides practical methods for detection and resolution.

By Emily Parker#Engineering
cover of post: Authentication or Authorization Deciding the Right Fit for Your Backend

Authentication or Authorization Deciding the Right Fit for Your Backend

Oct 25, 2025

Navigating the complexities of user identity and access control is a common challenge for backend developers. This article demystifies OIDC and OAuth 2.0, helping you choose the appropriate solution for authentication or authorization in your applications.

By James Reed#Engineering
cover of post: Understanding Pin in Rust Async for Web Developers

Understanding Pin in Rust Async for Web Developers

Oct 24, 2025

Delve into the core concept of `Pin` in Rust's async ecosystem, explaining why it's crucial for web developers building performant and safe asynchronous applications.

By Ethan Miller#Engineering
cover of post: Build Your Own Forum with FastAPI: Step 6 - Comments and Replies

Build Your Own Forum with FastAPI: Step 6 - Comments and Replies

Oct 24, 2025

This guide details adding comment and reply functionality to a FastAPI forum by updating database models, creating a new `post_detail.html` template, and implementing backend routes.

By Grace Collins#Engineering
cover of post: Efficiently Orchestrating External API Calls with Go Fans

Efficiently Orchestrating External API Calls with Go Fans

Oct 24, 2025

Discover how Go's Fan-In, Fan-Out pattern unlocks powerful concurrency for processing data from multiple external APIs, enhancing performance and scalability.

By Olivia Novak#Engineering
cover of post: Designing Observable APIs from the Ground Up

Designing Observable APIs from the Ground Up

Oct 24, 2025

Integrating logging, metrics, and tracing into API design processes for robust and maintainable backend systems.

By Wenhao Wang#Engineering
cover of post: Accelerating Rust Web App Builds

Accelerating Rust Web App Builds

Oct 23, 2025

Exploring the reasons behind slow Rust web application compilation and how to dramatically speed it up using sccache, cargo-watch, and advanced linkers like lld/mold.

By Wenhao Wang#Engineering
cover of post: Choosing Your PostgreSQL Connection Proxy

Choosing Your PostgreSQL Connection Proxy

Oct 23, 2025

A deep dive into PgBouncer and Pgpool-II, two popular connection pooling solutions for PostgreSQL, exploring their features, use cases, and how to select the right one for your needs.

By James Reed#Engineering
cover of post: Build Your Own Forum with FastAPI: Step 5 - Editing Posts

Build Your Own Forum with FastAPI: Step 5 - Editing Posts

Oct 23, 2025

This tutorial explains how to add a secure post-editing feature to a FastAPI forum. It covers creating templates, adding API routes, and verifying user ownership before allowing edits.

By Min-jun Kim#Engineering
cover of post: From Monolith to Modularity Refactoring Go Web Applications

From Monolith to Modularity Refactoring Go Web Applications

Oct 23, 2025

This article delves into the crucial process of refactoring a monolithic Go web application, initially housed in a single main.go file, into a modular, maintainable, and scalable project structure. It covers the rationale behind this transformation, core concepts, practical implementation steps with code examples, and the significant benefits reaped.

By James Reed#Engineering