5 Common Spring Boot Anti‑Patterns You Must Avoid

The article examines five high‑frequency Spring Boot anti‑patterns—field injection, returning entities from controllers, overusing @Transactional, generic exception handling, and embedding business logic in controllers—showing problematic code snippets, real‑world consequences, and concise refactored examples to improve testability, performance, and maintainability.

Anti‑PatternController DesignException Handling

0 likes · 9 min read

5 Common Spring Boot Anti‑Patterns You Must Avoid

Spring Full-Stack Practical Cases

Sep 14, 2025 · Backend Development

5 Common Redis Cache Anti‑Patterns and How to Fix Them

This article examines five frequent Redis cache anti‑patterns—cache avalanche, unbounded local cache, stale data, missing invalidation, and oversized objects—explaining their pitfalls with code examples and showing concrete fixes that dramatically improve latency, throughput, and memory usage.

Anti‑PatternCacheCaffeine

0 likes · 15 min read

5 Common Redis Cache Anti‑Patterns and How to Fix Them

Continuous Delivery 2.0

Apr 1, 2022 · Fundamentals

Test Pyramid and Its Anti‑Patterns: Ice Cream Cone, Cupcake, and Hourglass

The article explains the classic test pyramid concept, clarifies the confusing term integration testing, and details three common anti‑patterns—Ice Cream Cone, Cupcake, and Hourglass—showing why they hinder continuous testing and how teams can move toward a proper testing strategy.

Anti‑PatternSoftware qualityUI testing

0 likes · 6 min read

Test Pyramid and Its Anti‑Patterns: Ice Cream Cone, Cupcake, and Hourglass

21CTO

Oct 7, 2021 · Fundamentals

How to Write Code Nobody Can Maintain – A Satirical Guide

This tongue‑in‑cheek article lists a series of deliberately bad programming practices—from confusing variable names and deceptive comments to over‑engineered designs and zero testing—to show how to make code virtually impossible to maintain.

Anti‑PatternSoftware Engineeringcode smell

0 likes · 13 min read

How to Write Code Nobody Can Maintain – A Satirical Guide

Python Programming Learning Circle

Sep 27, 2019 · Fundamentals

How to Write Code Nobody Can Maintain – A Satirical Guide

This tongue‑in‑cheek article enumerates a series of deliberately bad programming practices—from confusing naming conventions and deceptive comments to absurd design choices and zero testing—to illustrate how to make code virtually impossible to maintain.

Anti‑PatternSoftware Engineeringcode smell

0 likes · 13 min read

DevOps

Jul 22, 2019 · Operations

DevOps Team Topologies: Anti‑Types, Types, and Choosing the Right Structure

This article explains the various DevOps team topologies—including anti‑patterns A‑G and nine positive types—detailing their characteristics, applicability, and potential effectiveness so organizations can select the most suitable structure for their value‑stream delivery goals.

Anti‑PatternDevOpsOperations

0 likes · 14 min read

DevOps Team Topologies: Anti‑Types, Types, and Choosing the Right Structure