Looking for a perfume similar to Police To Be Miss Beat? Below are 12 fragrances from our database of 24,000+ designer and niche scents that share its vanilla, woody, powdery profile with prominent black currant, lily-of-the-valley, coconut blossom notes. We score similarity by shared accords and notes — rare ingredients count more than common ones — so the matches you see are the ones that genuinely smell closest.