In a medium bowl, combine the sugar, flour, cinnamon, salt, and, if using, nutmeg. Stir in the butter to resemble coarse crumbs. If using, add the nuts.: The first sensory cue you will notice is the scent of cinnamon as you sift and mix the dry streusel ingredients together. This step matters because evenly distributed spices and dry ingredients create consistent pockets of flavor in the topping. A common mistake is to skip stirring thoroughly, which can leave clumps of spice or sugar, so take a moment to whisk until everything looks homogeneous.
Preheat the oven to 350°F (325°F for a convection oven or if using a glass pan). Grease one 9-inch (9 cups) Bundt or tube pan, 9-inch square pan, 10- by 8-inch baking pan, or 9-inch springform pan. Combine the flour, baking powder, baking soda, and salt in a mixing bowl.: As you add the melted butter , use a fork or pastry cutter to combine until the mixture looks like coarse sand with pea sized clumps. You will hear soft clinking as the butter coats the dry ingredients, and the mixture should feel slightly tacky. This texture is essential so the streusel bakes crispy but keeps some tender centers. Avoid overworking it into a paste, which will prevent the topping from developing crisp edges.
In a separate large bowl, beat the butter on low speed until smooth, about 2 minutes.: Adding nuts or mix ins introduces a toasty crunch and aromatic oils. Give them a quick toss into the streusel so they are evenly distributed, and you will immediately catch the nuttiness on the nose. Do not chop nuts too finely, or they will disappear into the crumb instead of providing satisfying contrast.
Increase the speed to medium, gradually add the sugar, and beat until light and fluffy, about 4 minutes.: Preheating ensures the oven is at an even, reliable temperature so the cake begins to set immediately when it goes in. You may hear the oven click as it reaches temperature, and warmth should be steady by the time you are ready to bake. A common error is placing an unheated pan into an oven that is still warming, which can cause uneven baking.
Beat in the eggs, one at a time.: Greasing the pan and, if needed, lining the bottom creates an easy release and protects delicate edges. Use softened butter or a neutral spray and make sure corners and crevices are covered so the cake unmolds cleanly. Skipping thorough greasing can lead to tearing when you remove the cake.
Blend in the sour cream, vanilla, and, if using, zest.: When you whisk these dry batter ingredients, watch for uniform color and texture, indicating the leaveners are evenly spread. This step is crucial for even rise and crumb. A typical oversight is leaving lumps of baking powder, which will cause uneven pockets or hollow spots in the cake.
Stir in the flour mixture.: As the butter is beaten, it will soften and lose its glossy firmness, becoming more pliable. This sets the stage for proper aeration, so the sugar can be incorporated without melting the butter . Using too-warm butter will make it greasy instead of aerated, which reduces volume.
Spread a little more than half of the batter in the prepared pan.: When the sugar is creamed in, you will notice the mixture lighten in color and increase in volume. This aeration traps fine air bubbles that contribute to a tender lift. If you rush this step or skip creaming, the cake can turn out dense rather than delicate.
Sprinkle with half of the streusel.: Adding eggs slowly helps maintain an emulsion so the batter stays smooth. Each egg should fully incorporate before adding the next, and you will see the mixture become silkier with each addition. A common problem is adding eggs too quickly, which can cause the batter to break or look curdled, though continued mixing usually rescues it.
Carefully cover streusel with the remaining batter.: At this point the batter becomes glossy and fragrant. The sour cream adds creaminess and a subtle tang that balances the sweetness, while the extract and zest lift the aroma. Mix until uniform but avoid overmixing, because excessive mixing develops gluten and makes the cake chewy.
Top with the remaining streusel and bake until the cake is golden and a tester inserted in the center comes out clean, 50 to 60 minutes for a Bundt pan; 30 to 40 minutes for a 9-inch square pan; or 45 to 55 minutes for a springform pan; increase baking times slightly if using a fruit or cheese filling.: Fold the dry ingredients into the wet until just combined, watching for streaks of flour to disappear. The batter should be homogenous but not overworked, and you should be able to scoop it easily. Overmixing here creates a tougher crumb, while undermixing leaves pockets of flour.
Set on a wire rack and let cool in the pan for at least 20 minutes, then remove the cake to a wire rack and let cool completely. The cake tastes even better when allowed to mellow overnight. Wrap the cooled cake in plastic and store at room temperature for up to 4 days or in the freezer for up to 2 months.: Smooth the first layer evenly, watching for air pockets or uneven thickness. This initial layer creates the cake base and supports the streusel in the middle. Pressing too hard can compress the batter and reduce lift, while leaving it too thin will cause the streusel to sink through.
Combine all the glaze ingredients, gradually stirring in enough liquid until smooth and of pouring consistency.: Scatter the streusel evenly so each bite has a balance of crumb and cake. The streusel should cling to the batter surface and not simply fall into gaps. A misstep here is dumping streusel in one spot which leads to heavy pockets instead of even distribution.
Drizzle over the cake and let stand until set. THK Note: we put the icing into a resealable bag, snipped off a corner with scissors, and drizzled a crosshatch pattern on the top of the cake.: Gently spoon the remaining batter over the streusel and smooth the top, taking care not to disturb the streusel layer beneath. You should still see some streusel texture beneath the surface. Rough handling can blend layers and lose the distinct ribbon of streusel.
Top with the remaining streusel and bake until the cake is golden and a tester inserted in the center comes out clean, 50 to 60 minutes for a Bundt pan; 30 to 40 minutes for a 9-inch square pan; or 45 to 55 minutes for a springform pan; increase baking times slightly if using a fruit or cheese filling: As the cake bakes you will notice a fragrant, toffee like aroma and the edges pulling slightly away from the pan. The top should be golden and the streusel toasted. Use the tester to check doneness, as ovens vary; underbaking yields gummy centers while overbaking dries the crumb.
Set on a wire rack and let cool in the pan for at least 20 minutes, then remove the cake to a wire rack and let cool completely: Cooling in the pan lets the cake set so it does not crack when removed. After 20 minutes, invert or unclip as appropriate and finish cooling on a rack so air circulates. Cutting too soon risks crumbling, while leaving it too long can make the glaze adhere poorly.
The cake tastes even better when allowed to mellow overnight: Resting allows flavors to knit and the crumb to relax, often improving texture and depth. I find chilling wrapped cake for several hours enhances flavor melding. The only real drawback is patience, because waiting is the hardest part.
Wrap the cooled cake in plastic and store at room temperature for up to 4 days or in the freezer for up to 2 months: Proper storage keeps moisture in and prevents staling. If freezing, slice first so you can thaw portions. A frequent mistake is leaving the cake uncovered, which dries the crumb quickly.
Combine all the glaze ingredients, gradually stirring in enough liquid until smooth and of pouring consistency: The glaze should be velvety and pourable, not runny. Start with a tablespoon of liquid and add more until the desired consistency is reached, tasting for balance. Too thin a glaze runs off, while too thick will leave clumps.
Drizzle over the cake and let stand until set: Use a spoon or a small bag with a snipped corner to control the drizzle and create an attractive pattern. The glaze should set to a satiny sheen; chilling briefly speeds this. Overdrizzling can pool at the base, so less is often more.