#profiling

Discovering JFR: A Journey into Modern Java Profiling Excellence Symptom: memory usage drifts under real production load. Constraint: profiling cannot degrade latency or throughput. Solution: Java Flight Recorder (JFR) — the built‑in, low‑overhead recorder that captures CPU, memory, GC, I/O, and custom events from live systems with typically under 2% impact. With JFR, production evidence replaces g...

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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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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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🎯 Master Java memory leak detection through hands-on profiling with the Spring Boot memory leak demo 📚 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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🎯 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 📚 Module Overview Duration: 4 hours Difficulty:...

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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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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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🎯 Learning Objectives By the end of this module, you will: Create JMeter performance tests using @151-java-performance-jmeter Profile applications comprehensively using @161-java-profiling-detect Analyze performance bottlenecks using @162-java-profiling-analyze Compare performance improvements using @164-java-profiling-compare Benchmark code with JMH for micro-optimizations Apply systematic perfo...

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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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