How do you visualize large datasets with thousands or millions of data points without creating cluttered or unreadable charts?

Sample answer preview

Visualizing large datasets presents unique challenges. Plotting millions of individual data points creates visual noise where patterns are obscured rather than revealed, and performance degrades to the point where dashboards become unusable. Aggregation is the primary strategy.