Heat your oven to 350°F. Toss the sliced peaches and plums together in a large bowl with both sugars and the lemon juice. Here's why: the lemon juice doesn't just add flavor—it prevents the fruit from browning while you prep the topping, and it makes the final peach plum cobbler cozy taste brighter than fruit alone ever could. Let this sit for five minutes while the sugar begins dissolving.
Pour the fruit mixture into a 9x13 baking dish, spreading it in a single layer. Don't stir it again. I learned this the hard way—when you keep moving the fruit around, it breaks down faster and releases too much liquid. The peach plum cobbler cozy needs that structure underneath.
In a separate bowl, whisk together flour, baking powder, cinnamon, nutmeg, and salt. This step prevents lumps in your topping, which sounds obvious until you skip it and end up with pockets of dry flour mixed into your batter. I've done this three times and never again.
Pour the milk into the dry mixture and stir until just combined—the batter will be thick and slightly lumpy, almost like very thick pancake batter. Overmixing at this stage makes the topping tough, because gluten develops when you work the dough too much. The lumps smooth out in the oven, I promise.
Add the vanilla bean paste to the batter and fold it in gently with just three or four strokes. This keeps those vanilla specks visible throughout your warm stone fruit cobbler. Fold, don't beat.
Dollop the batter over the fruit in spoonfuls, leaving some gaps so the stone fruit juices bubble through. This isn't meant to be a smooth, sealed top—those gaps are where the magic happens. The fruit releases steam through those openings, which keeps your peach plum cobbler cozy from turning into a soggy mess.
Melt the butter and drizzle it over the batter in a thin stream, covering as much surface as possible. The butter will pool in some spots and leave other patches bare—that's exactly right. These spots create texture variation: some topping stays tender, some gets slightly crisped where butter pools. Bake for 40 minutes until the topping is set and the edges bubble vigorously.
Let it cool for at least 10 minutes before serving. I know this is hard. The filling is still thickening during this time, and cutting into it immediately means pouring hot fruit syrup everywhere.