This article explores a step‑by‑step evolution of business operation logging—from a simple AOP‑annotation approach, through enriched SpEL expressions, to a robust Binlog‑based solution with time‑window aggregation—highlighting benefits, challenges, code examples, and architectural diagrams for backend developers.
This article explains how to design and implement a business operation logging feature in a Spring Boot application using custom annotations and Spring AOP, covering requirement analysis, pitfalls of a naïve implementation, AOP design, code examples, and testing procedures.
This article explains how to design and implement a business operation logging feature in a Java Spring Boot application using AOP, covering requirement analysis, a flawed manual approach, the AOP‑based solution with custom annotations, code examples, testing tips, and a concise summary of the benefits.
This article explains the design and implementation of a business operation logging feature in a Spring Boot application, contrasting flawed hard‑coded approaches with a clean AOP‑based solution, and provides full code snippets, configuration, database schema, and testing tips.
This article explains how to design and implement a business operation logging feature using Spring AOP in a Spring Boot project, covering requirement analysis, anti‑pattern pitfalls, AOP design, environment and dependency setup, database schema, annotation and aspect code, and testing procedures.
This article presents a visual full‑link log tracing solution that organizes business logs by execution chain, enabling efficient log collection, dynamic linking, and real‑time visualization to pinpoint issues in complex distributed systems, with a detailed case study from Meituan's content platform.
