What role do extraneous variables play in our interpretation of data?

What role do extraneous variables play in our interpretation of data?

Provide examples where the statistical results could be influenced by other factors.
For example, a group may spend 50% less on hair care products which could indicate they have less hair or it could mean they have poor personal hygiene.