Combine syrup and 1/8 teaspoon espresso granules in a small bowl, stirring well. Using a spoon, drizzle half of syrup mixture around the inside rim of 2 small narrow glasses.
Combine remaining 2 teaspoons espresso granules, ice cream, and milk in a blender; process until smooth.