What are your go-to strategies to keep prospect data clean and enriched at scale?

I’m curious what stack people are using to keep prospect data clean and enriched. Do you lean on all-in-one platforms (like ZoomInfo, Apollo, Lusha, etc.), or do you combine specialized tools for enrichment, deduplication, and validation?