Different extracts contribute different flavors. I've done dual batches where everything was the same, except the brand/kind of extract. Often, the difference is noticeable.
Extra Pale LME could represent this
or even this
I buy the Alexander's
at my LHBS from their 55-gallon drum for about $1.75/lb, far cheaper than buying it canned.