Lollipop charts are the best alternative to column and bar charts. Visual comparisons become difficult when the number of data points increases and/or bars start to take up too much space on the chart due to high data values. In these cases, lollipop charts are a useful solution to save space. For scenarios with numerous categories, horizontal lollipops are more suitable, while vertical ones are better for time series data.