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
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.