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Suppose that we had multiple capacitors with capacitances in parallel. We wish to find the equivalent capacitance, i.e. a capacitance such that a single capacitor of this capacitance could replace the parallel capacitor configuration and have the system act in more or less the same way.
Suppose that the capacitors in parallel have a potential difference of across them. Now, suppose that the capacitors carry charges . Then, the equivalent capacitor should carry a charge equal to the total charge, which is . In addition, the equivalent capacitor should have the same potential difference, , across it. Therefore, The equivalent capacitance of capacitors in parallel equals the sum of the individual capacitances.
If you want to remember this intuitively, just remember the fact that the capacitance of a capacitor is proportional to its plate area. Thus, if we have capacitors in parallel, we could "combine" them to create a single capacitor with an area equal to the sum of the individual areas. Thus, capacitors in parallel should produce a larger capacitance than any of the capacitors alone.