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Explore in-depth guides on scaling apps in production, observability, DevOps, and more.
Scaling containers
Learn everything you need to know about building, deploying and scaling containerized applications in production.
Docker Swarm vs Kubernetes: A Practical Comparison
Explore the pros and cons of Docker Swarm and Kubernetes and gain valuable insights to help you choose the right solution for your infrastructure needs.
A Comprehensive Guide to Logging in Python
Python provides a built-in logging module in its standard library that provides comprehensive logging capabilities for Python programs
Log Formatting in Production: 9 Best Practices
Learn 9 best practices for formatting your logs in production to make them easy to read, parse, and troubleshoot.
The Top 7 Log Shippers and How to Choose One
This article will help you choose the right log shipper for your needs, and will also provide a comparison of the top 6 log shippers on the market
How to Create a Developer-Friendly On-Call Schedule in 7 steps
Trying to build a new on-call schedule or just fix an existing one that doesn't work? Here is how to do it the right way.
Logging
Learn everything you want to know about logging. Go from basics to best practices in no time.
A Comprehensive Guide to Log Monitoring
A primer on log monitoring, the business value it provides, and some best practices to keep in mind
What is Log Aggregation? Getting Started and Best Practices
Log aggregation is a key aspect of log management that involves consolidating log data from multiple sources and centralizing them in one place for easy searching and analysis
A Complete Guide to Logging in Go with Zerolog
Zerolog is a high-performance Go structured logging library aimed at latency-sensitive applications where garbage collections are undesirable
A Comprehensive Guide to Zap Logging in Go
This tutorial will guide you through creating a production-ready logging system for your Go applications using Zap logger
A Complete Guide to Logging in Vercel
In this article, we will discuss the basics of logging in Vercel, including different types of logs, how to view them, and how to bypass Vercel's limitations by integrating your projects with external log management platforms.
Observability
Learn everything about monitoring and gaining insights into your systems. Understand metrics, traces, logs, dashboards, and alerting strategies.
What is Observability?
Tired of blind spots and endless troubleshooting? Learn how observability provides the deep insights you need to understand your complex systems
Redacting Sensitive Data with the OpenTelemetry Collector
Learn how to use OpenTelemetry Collector processors to redact sensitive data from logs, traces, and metrics, ensuring secure and compliant telemetry at scale
OTTL Recipes for Transforming OpenTelemetry Data
This guide showcase practical applications of OTTL for solving real-world telemetry transformation challenges
Understanding the OpenTelemetry Transform Language
Learn how to use the OpenTelemetry Transform Language (OTTL) to master telemetry transformations within the OpenTelemetry Collector.
A Deep Dive into the OpenTelemetry Protocol (OTLP)
Monitoring
Learn everything you need to know about monitoring and observability. Go from basics to best practices in no time.
What is Uptime Monitoring?
Learn what is uptime monitoring, how does it work, what are the benefits and drawbacks and how to set it up.
What is Ping Monitoring?
Learn what is ping monitoring, how does it work, what are the benefits and drawbacks and how to set it up.
How to Monitor if Your Cron Jobs Run Correctly
Learn what is Cron Job monitoring, how does it work, what are the benefits and drawbacks and how to set it up.
Creating Grafana Dashboards for Prometheus: A Beginner's Guide
This guide will teach you how to configure Grafana for querying and visualizing Prometheus data
A Complete Guide to Monitoring With Uptime Kuma
Incident management
Learn everything you want to know about incident management. Go from basics to best practices in no time.
Explained: All Meanings of MTTR and Other Incident Metrics
Learn what is MTTR and how to calculate it. Explore other commonly used incident metrics and what they are used for.
Alerts vs Incidents: Guide to Modern On-Call Management
Learn the key differences between alerts and incidents, how Better Stack streamlines incident management, and discover best practices for reducing alert noise and improving team collaboration.
Why Are Status Pages Important: 5 Reasons (And How to Get Started)
What Is a Status Page? (And 5 Benefits of Getting One)
Learn what is status page, how does it work, what are the benefits and drawbacks and how to set it up.
SLA vs. SLO vs. SLI: What’s the Difference? (Plus 5 Tips to Make a Great SLA)
Understading SLA, SLO and SLI terms is vital, in this article we explore what they mean,how they work and some best practices.
Scaling containers
Learn everything you need to know about building, deploying and scaling containerized applications in production.
Automating Docker Container Updates with Watchtower
Trivy Explained: Image, Filesystem, and IaC Security Scanning
Learn how to use Trivy to scan container images, repositories, and infrastructure as code for vulnerabilities and misconfigurations. Discover how to automate security checks in your CI/CD pipeline and strengthen your software supply chain.
Switching from Docker Desktop to OrbStack on macOS
Learn how to switch from Docker Desktop to OrbStack on macOS with this step-by-step guide
Reducing Docker Image Sizes: From 1.2GB to 150MB (or less)
Exploring Podman: A More Secure Docker Alternative
This article explore Podman's features and benefits, comparing it to Docker and describing a step-by-step migration guide
Scaling Node.js applications
Take your Node.js applications to production: Learn building, deployment, and scaling essentials
Zustand vs. Redux Toolkit vs. Jotai
Looking for the best state management library for your React app in 2026? This guide compares Redux Toolkit, Zustand, and Jotai to help you choose the right solution based on simplicity, performance, and project needs.
Zustand vs Redux: A Comprehensive Comparison
Complete Zustand vs Redux comparison covering performance, team size, debugging tools, and migration paths. Choose the right React state management solution.
A Complete Guide to Zod
Learn how to use Zod, the TypeScript-first schema validation library, to define, validate, and transform data with ease
Yup vs Zod: Choosing the Right Validation Library
Compare Yup vs Zod for JavaScript and TypeScript validation. Learn which library offers better type safety, performance, and developer experience. See why Zod is the top choice for modern TypeScript apps.
Yup vs TypeBox: Choosing the Right Validation Library
Compare Yup and TypeBox—two powerful JavaScript validation libraries. Learn their strengths, syntax differences, and which is best for TypeScript, React, or full-stack apps.
Scaling PHP applications
Learn everything you need to know about building, deploying and scaling PHP applications in production.
Get Started with Job Scheduling in PHP
Learn how to create and monitor PHP scheduled tasks in a production environment
Scaling PHP Applications with RoadRunner
Learn how RoadRunner's application server model outperforms traditional FPM for high-traffic PHP applications
12 Common Errors in PHP and How to Fix Them
This article covers 12 common PHP errors and offers strategies to effectively resolve them
Building Production-Ready Docker Images for PHP Apps
Learn about Docker images and containers, putting together a `Dockerfile`, and building a fully custom Docker image for deploying PHP apps to production
A Complete Guide to Task Scheduling in Laravel
Learn how to create and monitor scheduled tasks in a Laravel application
Scaling Python applications
Learn everything you need to know about building, deploying and scaling python applications in production.
Working with YAML Files in Python
Learn how to read, write, and validate YAML files in Python using PyYAML and PyKwalify. This guide covers parsing, modifying, and structuring configuration data for real-world applications.
A Deep Dive into UV: The Fast Python Package Manager
Uploading Files Using FastAPI: A Complete Guide to Secure File Handling
Learn how to build secure file upload systems with FastAPI. Complete tutorial covering validation, multiple files, error handling, and production-ready features with code examples.
TortoiseORM vs SQLAlchemy: An In-Depth Framework Comparison
Discover the key differences between SQLAlchemy and TortoiseORM, two popular Python ORMs. Learn about their performance, async support, query building, migrations, and ideal use cases to help you choose the right ORM for your application.
Getting Started with TortoiseORM for Python
Learn how to build asynchronous Python applications with TortoiseORM and SQLite in this comprehensive tutorial. Master the fundamentals of async database operations, from setting up your project and defining models to performing CRUD operations efficiently.
Scaling Ruby applications
Everything about building, deploying and scaling Ruby applications in production.
Getting Started with TypeProf
Learn how to automatically generate RBS type signatures for Ruby code using TypeProf's type inference engine. This guide covers running TypeProf, understanding its analysis, handling limitations, and improving accuracy with usage examples.
Understanding Ruby Threads and Concurrency
Master Ruby threads and concurrency with practical examples covering I/O-bound performance gains, thread safety, synchronization, and GIL limitations. Learn when to use threads vs processes for different workloads.Retry
Getting Started with StandardRB
Learn StandardRB for Ruby code formatting and style enforcement. Complete guide covering installation, Git hooks, Rake integration, CI/CD setup, and team adoption strategies with zero-configuration automated formatting.
Spring Boot vs. Ruby on Rails
Compare Spring Boot and Ruby on Rails to choose the best framework for your next web project. Learn their philosophies, strengths, and trade-offs in performance, productivity, security, and scalability.
Sorbet vs RBS: Choosing a Type System for Ruby
Learn the key differences between Sorbet and RBS in Ruby, how each handles type checking, and which tool best fits your team’s workflow, project size, and long-term goals.
Scaling Go applications
Learn everything you need to know about building, deploying and scaling Go applications in production.
How to Work with SQL Databases in Go
The article will discuss the use of the database/sql package in Go to connect to a database, execute SQL statements, and handle returned results. It will also cover advanced topics like prepared statements, transactions, and connection pooling.
Rust vs Go vs Zig for Systems Programming
Compare Rust, Go, and Zig for systems programming. Learn their memory management approaches, performance characteristics, and when to choose each language for your next project.
Rust vs Go: A Comprehensive Language Comparison
Rust vs Go: Complete comparison of memory management, concurrency, performance, and development experience. Learn which language fits your project better
Redis Caching in Go: A Beginner's Guide
Follow this step-by-step tutorial to learn how to use Redis caching in Golang to improve application performance
Getting Started with PostgreSQL in Go using PGX
Learn to build a Go task manager with PGX: connect to PostgreSQL, implement CRUD operations, handle transactions, and leverage PostgreSQL-specific features with practical code examples.
Testing
Learn about the different types of automated tests that can be created for software , how they differ from each other, and when to use each one.
A Beginner's Guide to Unit Testing with Vitest
Learn how to use Vitest, a fast JavaScript testing framework. This guide covers project setup, writing tests, filtering, mocking, hooks, code coverage, and the Vitest UI. Ideal for developers implementing testing in modern JavaScript projects
A Beginner's Guide to Unit Testing with Uvu
Learn how to use uvu, a fast and lightweight JavaScript test runner. This step-by-step guide covers setting up testing environments, writing assertions, filtering tests, using hooks, and implementing dependency injection for effective mocking—all with ES Module support
A Beginner's Guide to Unit Testing with Japa
Learn how to use Japa, a fast and minimal test runner for Node.js. This guide covers setup, writing tests, async support, lifecycle hooks, filtering, and more to help you test your JavaScript code with confidence.
A Gentle Introduction to Unit Testing in Go
Discover unit testing in Go: Learn Go's testing framework, interpret results, fix failures, and analyze code coverage in this concise tutorial.
A Gentle Introduction to Python's unittest Module
This article provides a comprehensive guide to writing, organizing, and executing unit tests in Python using the unittest module
Linux
Learn how to use various command-line utilities to perform simple and advanced administrative tasks on Linux-based systems
Zsh vs. Bash
Learn the key differences between Zsh and Bash—two powerful Unix shells. Discover which is better for scripting, performance, customization, and productivity in your terminal workflow.
zrok: Zero-Trust localhost Tunneling for Public and Private Sharing
zrok is an open-source localhost tunneling tool built on OpenZiti that supports both public sharing (HTTPS URLs) and private sharing (token-based access with no public endpoint). Private shares never expose your service to the internet
Zero-Native: Tiny Desktop Apps with Zig, System WebView, and Direct C Interop
Zero-Native is a Zig-based framework for building desktop applications with a web UI. It uses the OS's built-in WebView by default, supports optional Chromium bundling, provides direct C library access via Zig's @cImport, and produces distributable binaries in the single-digit megabyte range
Vaultwarden: Self-Hosted Password Management with Docker
Vaultwarden is a lightweight Rust implementation of the Bitwarden server API. It runs in Docker on minimal hardware, is fully compatible with official Bitwarden clients, and exposes the Bitwarden CLI for scripting and automation
UFW vs TUFW: Which Linux Firewall Tool Should You Use?
Learn how UFW and TUFW work together to manage your Linux firewall. See the differences between command-based and menu-driven control so you can pick the right tool.
Web servers
Learn everything about deploying and managing web servers in production
Vultr Review 2026: Benchmarks, Pricing, and the Real Trade-offs
Vultr High Performance AMD review: real benchmarks for CPU, disk, and network performance, plus pricing, uptime SLA, and pros and cons.
Portless: Eliminate Localhost Port Chaos with Stable Named URLs
Tired of `EADDRINUSE` errors and unpredictable localhost ports? Learn how Portless replaces numeric ports with stable, named URLs, simplifies local development, enables HTTPS, and makes automation and AI workflows more reliable.
Linode (Akamai Cloud) Review 2026
Learn if Linode (Akamai Cloud) is the right VPS for you in 2026. Real benchmark data covering CPU, disk I/O, and network, plus pricing, support, and ecosystem coverage
Hetzner Cloud Review 2026: Benchmarks, Pricing, and the Real Trade-offs
Is Hetzner Cloud still the cheapest high-performance VPS? We benchmarked CPX22 CPU, disk, and network to see what you get for the price.
DigitalOcean Review 2026: Benchmarks, Pricing, and the Real Trade-offs
We benchmarked DigitalOcean's $24/month 2vCPU/4GB Droplet with real YABS results. Strong disk and network performance, but weaker CPU scores and higher pricing compared to European rivals
AI
Learn about the essentials of deploying and managing AI models in production, including model training, scaling, and performance optimization.
Phonon-2: Fast Local Speech-to-Text for Apple Silicon
Phonon-2 from Fermion Research is a 164 MB English-only speech model that runs at 174x real-time on Apple Silicon via MLX, beats Whisper Turbo on accuracy for clean audio, and exposes an OpenAI-compatible local server. Here’s how it compresses a 2.5 GB model to 164 MB, what the independent benchmarks actually show, and when to use it versus Whisper or Parakeet Redux.
Running a Multilingual Speech Model on a $10 Microcontroller
Cactus Compute’s Whistle is 16.9 MB. The ESP32-S3 has 16 MB of flash. Here’s how to trim the model to 14.52 MB using the Intelligence Ladder, repartition the flash, wire the INMP441 microphone, and compensate for the smaller model with keyword biasing and a retry heuristic to get a fully offline multilingual voice assistant running in 7-12 seconds.
AnyJev: Turn Any Open-Weight LLM into a Structured Decision Model
AnyJev is a Python library from Nokia’s research team that converts open-weight LLMs into structured decision models using next-token probability readout and training-free bias correction. Benchmarked against TypeSafe’s hosted Jev model, it trades some accuracy and calibration for full data privacy and zero API cost. Here’s how it works and when to use it.
How an AI Agent Ported Call of Duty Zombies into GTA V
Universal Modder is a Claude Code plugin that gives AI agents the tools to analyze, reverse-engineer, and modify PC games. Here’s how one agent used it to port Black Ops III’s zombies mode into GTA V, from sound extraction and generative 3D modeling to a hot-reload development loop and a self-improving knowledge base.
Zero: A Systems Programming Language with JSON-Native Diagnostics for AI Agents
Zero is a compiled systems programming language from Vercel designed for human-AI collaboration. Its toolchain outputs diagnostics in structured JSON via --json flags, enabling AI agents to parse errors and apply fixes without natural language interpretation. Features include capability-based I/O permissions, raises/check error propagation, and ownership-based memory management.
Databases
Explore the essentials of working with databases, including setup, scaling, optimization, and best practices for managing data effectively.
How Turso Eliminates SQLite's Single-Writer Bottleneck
Discover how Turso's Rust-based rewrite of SQLite introduces Multi-Version Concurrency Control (MVCC) to handle thousands of concurrent writes per second. This deep dive explains the single-writer problem, row-level versioning, and the performance gains that make SQLite viable for high-throughput applications.
SQL vs NoSQL: Understanding Database Paradigms
Learn the difference between SQL and NoSQL databases, their strengths, and when to use each. Understand structure vs flexibility and how modern apps combine both.
How to Use Skip Scans in PostgreSQL 18
Learn how PostgreSQL 18's skip scan optimization dramatically improves query performance on composite indexes when filtering trailing columns without leading column constraints.
Redash: SQL-First Dashboards for Developers
Redash is an open-source BI tool that connects to PostgreSQL, MySQL, BigQuery, Snowflake, MongoDB, and other data sources, provides a SQL editor with schema browsing and query parameterization, and assembles the results into shareable dashboards with auto-refresh.
Powabase: Unified Postgres Backend with Built-in RAG, Embeddings, and Agentic Workflows
Powabase extends Supabase with pgvector, a built-in RAG pipeline, and a visual agentic workflow builder. All relational data and vector embeddings live in the same Postgres instance under the same ACID transaction boundary, eliminating sync bugs between relational and vector stores.
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Guides
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Questions
Find answers to frequently asked development questions. For information about Better Stack products, explore our docs.

Comparisons
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Community projects
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