From Flamegraphs to Production: Mastering Java Memory Leak Detection Through Systematic Profiling

Mastering Memory Analysis: Your Journey to Performance Excellence Imagine having the confidence to analyze and optimize memory usage in any Java application. Your Spring Boot microservice shows interesting memory consumption patterns, and you're excited to dive deep into understanding what's happening. You have access to sophisticated profiling tools that can provide detailed insights without impac...

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Module 1: Foundations - Project Setup & Build Systems

🎯 Learning Objectives By the end of this module, you will: Master Maven best practices using automated system prompts Configure quality dependencies for enterprise-grade projects Generate professional documentation automatically Understand the fundamentals of AI-powered development workflows Apply system prompts effectively in real-world scenarios πŸ“š Module Overview Duration: 4 hours Difficulty:...

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Module 5: Validation and Comparison

Rigorous Before/After Analysis using @164-java-profiling-compare ⏱️ Duration: 1 hour 🎯 Learning Objectives: - Master the @164-java-profiling-compare system prompt for rigorous validation - Generate comprehensive before/after profiling comparisons - Create quantitative evidence of memory leak resolution - Document measurable performance improvements - Establish ongoing monitoring strategies for pro...

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Module 4: Refactoring and Solution Implementation

Implementing Memory Leak Fixes and Validation ⏱️ Duration: 2 hours 🎯 Learning Objectives: - Implement the prioritized solutions identified in Module 3 - Understand the coco=false configuration pattern for immediate leak resolution - Understand proper resource lifecycle management patterns - Validate that fixes are correctly applied and effective - Set up monitoring and alerting for ongoing protect...

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Module 3: Analysis and Evidence Collection

Systematic Analysis using @162-java-profiling-analyze ⏱️ Duration: 2 hours 🎯 Learning Objectives: - Master the systematic analysis framework from @162-java-profiling-analyze - Learn to categorize and prioritize performance issues using Impact/Effort scoring - Create structured documentation following professional templates - Develop cross-correlation analysis skills for multiple profiling results ...

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Module 2: Hands-on Profiling with System Prompts

Mastering the Interactive Profiling Script and Evidence Collection ⏱️ Duration: 3 hours 🎯 Learning Objectives: - Master the @161-java-profiling-detect system prompt and its 21 profiling options - Learn problem-driven profiling strategies for different performance issues - Understand flamegraph interpretation and visual analysis techniques - Generate comprehensive profiling evidence under realistic...

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Module 1: Memory Leak Foundations and Detection Setup

Understanding Memory Leaks and Building Detection Infrastructure ⏱️ Duration: 2 hours 🎯 Learning Objectives: - Understand what memory leaks are and why they're critical in Java applications - Identify different types of memory leak patterns in enterprise applications - Explore the Spring Boot memory leak demo architecture - Set up automated profiling infrastructure using system prompts - Understan...

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Mastering Java Memory Leak Detection - Complete Learning Path

🎯 Master Java memory leak detection through hands-on profiling with the Spring Boot memory leak demo πŸ“š Course Structure Module 1: Foundations - 2 hours (Focus: Memory leak theory and setup; Key learning: Understanding leak patterns; profiling infrastructure) Module 2: Profiling - 3 hours (Focus: Hands-on profiling mastery; Key learning: 21 profiling options; flamegraph interpretation) Module 3:...

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