Low-income citizens show the highest support for food labeling and educational campaigns, viewing them as effective and less intrusive, while taxation and checkout prompts are least accepted due to perceived invasiveness. Policy support is strongly influenced by perceived effectiveness, intrusiveness, and individuals’ existing behaviors, suggesting tailored approaches are needed to improve acceptance and impact.