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Yao Yue argues that near-total reliance on line charts for systems monitoring can conceal important patterns, especially when measurement data is dense or irregular. She proposes choosing visualizations according to the data’s shape and type and the operational question, including the use of points, distribution plots, and grouping by load or software version.