Preheat your oven to 350 degrees F. Line a large rimmed baking sheet with parchment paper and set aside.
Whisk together flour, baking soda and salt in a medium bowl. Set aside.
Using a stand mixer (or electric hand held mixer) at medium speed, beat butter, brown sugar, white sugar, vanilla extract and peanut butter until creamy (about 30 to 45 seconds).
Add the eggs, one at a time, and continue to beat until blended.
Reduce mixer speed to low and slowly add flour mixture until blended.
Add oats and stir until combined (using a large spoon or silicone spatula).
Place dough in freezer for approximately 5 to 8 minutes to slightly stiffen.
Using a 1 ½ tablespoon cookie scoop*, scoop dough onto the prepared baking sheet about 3 inches apart.
Bake for 13 to 16 minutes, or until lightly browned (cookies will still be soft in the center). Place baking sheet on a trivet or rack to allow cookies to cool for a few minutes, then transfer to a wire rack.