Preheat oven to 375°F. Line muffin pans with paper baking cups. (This recipe makes 24-28 muffins. Half the recipe for a smaller batch!): As the oven warms you will smell a subtle hint of heat that primes the baking environment, which is essential for even rise. This step ensures that the pans reach correct temperature so batter begins to set immediately on the edges, creating a taller muffin. A common mistake is placing pans in before full preheat, which can lead to flat tops. If your oven has hot spots rotate pans halfway through baking for consistency.
Make the topping by stirring together all topping ingredients with a fork in a medium sized bowl. Set aside.: Mixing the topping by hand keeps it crumbly rather than paste like, so you should feel small clumps forming under the fork. The slight crunch of the topping will contrast the soft interior after baking. If you overwork it, the crumbs can become too fine and lose their texture. Chill briefly if it seems too soft before topping the batter.
Using a hand mixer, mix eggs with electric mixer about 1-2 minutes until thick and frothy. Mix in sugar and oil, beat until creamy. Mix in lemon zest, juice, vanilla, baking soda, salt. Mix in sour cream then stir in flour using a wooden spoon. (Batter may be slightly lumpy.): You will notice the mixture lighten in color and develop a mousse like texture when eggs are properly beaten, which traps air for lift. Adding sugar dissolves into the wet mix and the oil brings silkiness, while the lemon elements contribute bright aromatics that become noticeable as you stir. Stirring in sour cream adds tang and moisture; when you fold in flour with a wooden spoon, the batter should become cohesive but may remain slightly lumpy. Overmixing at this stage develops gluten and results in a tougher crumb, so stop once you see no large streaks of flour.
Fill muffin cups 3/4 full. Sprinkle the tops with the crumble mixture. (I filled mine just a teeny bit too much. They got scary close to overflowing, so stick with 3/4 full!): As you fill cups, watch the batter's surface tension; filling to three quarters allows room for expansion without spillover. When the crumble is sprinkled on top it will sink slightly and then set into a crisp top as it bakes. A common mistake is overfilling, which causes overflowing and uneven baking. Use a small scoop or measuring cup for even portions to ensure uniform baking and appearance.
Bake for 18-22 minutes until a toothpick comes out clean from the center of a muffin. Cool 5 minutes in pan then remove to a rack to cool completely.: During baking you will see the muffins dome and turn a warm golden color, and the crumb will develop crisp edges. The clean toothpick test confirms the interior is set but still moist. Cooling briefly in the pan lets the structure stabilize so they do not sink when removed. Pulling them out too soon risks breakage, while leaving them too long in the pan can create soggy bottoms. If tops brown too quickly, tent loosely with foil for the final minutes.
(The glaze is optional but adds another punch of lemon flavor.): The glaze amplifies lemon intensity and adds a glossy finish, appealing for presentation and taste. It also introduces a sweet tart contrast that many people love. If you prefer less sweetness skip it, or make a thinner glaze to lightly coat rather than pool. Glaze can make muffins sticky during storage, so apply it just before serving or keep undecorated for longer shelf life.
Make the glaze: whisk powdered sugar and lemon juice. Drizzle over muffins.: whisk powdered sugar and lemon juice. : Whisking yields a smooth, glossy consistency that clings to the muffin tops in a thin veil. Start with less lemon juice and add until you get a glaze that is pourable but not runny. A common error is adding too much juice, which makes the glaze thin and prone to sliding off; if that happens, add more powdered sugar to thicken.
Muffins should be kept in an airtight container for up to 3 days or freeze them for up to one month. (If freezing, omit glaze and make it before serving.): Proper storage preserves moisture and prevents staling. If freezing, omit the glaze and add it after thawing for best texture and appearance. A frequent mistake is storing warm muffins, which traps steam and can lead to sogginess, so always cool completely before sealing. For longer storage wrap individually before freezing to prevent freezer burn.