Color matching for multi-class scatter plots is essential for effective data visualization. It involves choosing colors that are distinguishable and do not cause color blindness. Common practices include using a color palette that provides a clear contrast between classes, such as the Rainbow color scheme, or employing colorblind-friendly palettes. Additionally, adding a key or legend can help viewers easily identify each class.