In the context of time series analysis, a sliding window moves across the data with a fixed-size window, and the window's contents are analyzed at each step. In contrast, a tumbling window is a non-overlapping window that moves across the data in fixed-size increments. The main difference between the two is that sliding windows have overlapping data points, while tumbling windows do not.