Can I File My Taxes W/ My Last Pay Stub?

Preparing Your Tax Returns: Dont Use Your Last Pay Stub, Instead Of Your W2:

Every year right before tax season officially starts tax preparer start advertising to people that they can get their tax returns prepare with their last pay stub.

source