Brew your espresso shots using an espresso machine or prepare 2 ounces of very strong coffee if you don't have an espresso maker. The coffee should be hot and freshly brewed with a rich, dark crema on top for the best flavor. Set aside to cool slightly while you prepare the other components.
Add the lavender simple syrup and vanilla syrup (if using) to the bottom of your serving glass. Stir the syrups together gently with a spoon to combine them evenly, creating a fragrant base for your latte that will distribute the floral flavor throughout the drink.
If making an iced latte, fill your glass with ice cubes until it's about three-quarters full. The ice should reach near the top of the glass, leaving room for the liquids. For a hot latte, skip this step and use a heat-safe mug instead.
Pour the freshly brewed espresso shots directly over the ice and syrup mixture. Watch as the hot espresso begins to melt the ice slightly and blend with the lavender syrup, creating beautiful swirls of color and releasing the aromatic lavender scent.
Froth the oat milk using a milk frother, handheld frother, or by shaking vigorously in a sealed jar for 30-45 seconds. The oat milk should become foamy and increase in volume by about one-third, creating a creamy texture with small, velvety bubbles throughout.
Slowly pour the frothed oat milk over the espresso and ice, holding back the foam with a spoon initially. Fill the glass almost to the top, allowing the milk to cascade through the coffee and create natural layers of color from dark brown to creamy beige.
Spoon the remaining milk foam on top of the latte, creating a thick, cloud-like layer that sits above the liquid. The foam should be dense enough to hold its shape and provide a luxurious mouthfeel with each sip.
Garnish with a small pinch of dried culinary lavender buds sprinkled on top of the foam for an authentic Starbucks presentation. Serve immediately with a straw and enjoy the delicate floral notes balanced with the creamy oat milk and bold espresso flavor.