These capacitors are typically used for "energy storage" only in a millisecond timespans. Either to smooth ripples that could damage other parts or to provide surge current where needed. Very very useful but it's not usually referred to as "storage". Article tries to explain the difference to batteries but stops halfway, liable to cause confusion.