<ul data-eligibleForWebStory="true">A junior computer science student shares their transformative experience with flame graphs.Flame graphs helped analyze program performance scientifically and optimize effectively for bottlenecks.The tool improved understanding of call stack and function execution time proportion.Principles learned include data-driven decisions, focusing on hot functions, and balancing complexity.Flame graphs shifted mindset from guesswork to data-driven performance optimization analysis.