Loyalty membership has a small effect.
A peer-reviewed study of Dutch supermarkets found that membership had a small effect on how much customers spend, about seven times smaller than a simple member versus non-member comparison suggests.
Source: Leenheer and others, 2007Netherlands, card based, before smartphones.