A small step is generally only progress for oneself, which is a small step in the eyes of others, but it represents a historic step. For example, a small step in space is a historic step for our Chinese nation, which also represents a leap forward in the strength of our Chinese nation.
So a small step generally refers to subtle progress, while a big step refers to subtle points and great significance.