The main difference between Spearman's rank correlation and Kendall's rank correlation is in how they handle tied ranks. Spearman's rank correlation is based on the difference between the ranks of the two variables, while Kendall's rank correlation is based on the number of concordant and discordant pairs of observations. Both coefficients range from -1 to 1, with higher values indicating a stronger correlation.