Are there any non-ideal side-effects of putting capacitors in parallel to increase capacitance?
Paralleling capacitors is fine electrically.  That actually reduces the overall ESR and increases the ripple current capability, usually more so than a single capacitor of the desired value gets you.  There is really no electrical downside to this.

The prominent non-ideal effects are cost and space.