A meaningful distinction identifies a characteristic that changes the operative cause or purpose of a ruling.
Suppose a financial ruling is tied to genuine need, but that need is absent in a proposed new case. The broad fact that both cases involve money would not establish their legal equivalence.
Conversely, differences of name, clothing or setting have little force if the legal cause is unchanged. The decisive issue is legal effect, not visible difference.