Heatsink placement strategies for power devices

When designing power modules with SMD components, what is the preferred approach for heat dissipation: placing a heatsink on the top (directly on the component) or on the bottom side of the PCB? Given that many SMD devices dissipate heat through the bottom pad, how do you decide the better approach? Also, how much do factors like PCB thickness and copper weight influence this choice?

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