Certain aspects of the present disclosure generally relate to a modular capacitor array, such as for an integrated circuit package, and methods for fabricating the same. One example integrated circuit package generally includes a package substrate, a semiconductor die disposed above the package substrate, and at least one modular capacitor array disposed below the package substrate. The modular capacitor array may be a pre-packaged array of capacitive elements, such as multi-layer ceramic capacitors (MLCCs).