Oct 8, 2025 · Backend Development

How Error Fingerprinting Can Tame Log Floods in Spring Boot

In high‑traffic Java applications, massive duplicate error logs hinder troubleshooting; this article introduces a Spring Boot‑based error fingerprint clustering system that generates unique MD5 fingerprints, uses LRU caching, and provides a visual dashboard to intelligently deduplicate, aggregate, and quickly locate root causes, dramatically improving debugging efficiency and reducing storage costs.

Error LoggingFingerprintingJava

0 likes · 11 min read

How Error Fingerprinting Can Tame Log Floods in Spring Boot

Baidu Geek Talk

Nov 13, 2023 · Mobile Development

UBC SDK Log Duplicate Packaging Optimization Practices

The article explains how the UBC SDK’s log‑center deduplication suffers from package and log duplication, identifies three root causes—database corruption, WAL write failures, and multi‑process conflicts—and presents concrete fixes that reduced duplicate rates from 0.3 % to under 0.1 %.

AndroidLog DeduplicationUBC SDK

0 likes · 22 min read

UBC SDK Log Duplicate Packaging Optimization Practices