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Flame graphs are vital for spotting CPU usage hotspots, particularly in Bash scripts on Linux. These graphs plot the time spent in script segments, helping optimize performance. By using tools like **perf** and **FlameGraph**, developers can visually analyze and refine Bash script efficiency, identifying and addressing performance bottlenecks effectively.