How to Choose a Privacy‑First Web3 Analytics Provider for DeFi

Key Takeaways Privacy-first DeFi analytics uses pseudonymous wallet addresses and onchain signals instead of cookies or device fingerprints, eliminating the need for consent banners when no personal data is collected. Zero-knowledge proofs and trusted execution environments are the key differentiators between providers that claim privacy and those that can verify transaction properties without exposing the underlying data. Privacy-enhancing technologies add real cost so DeFi teams must evaluate