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The DeFi Analytics Guide for Crypto Builders: Platforms, Approaches, and Tradeoffs To build user-facing products, you need to measure growth, understand user behavior, and prove ROI on campaigns, but the standard tools for doing this come loaded with invasive tracking, third-party cookies, and data collection practices that violate the ethos of the space. Six years later, the tooling landscape has matured considerably. There are now niche tools, open data platforms, and multiple valid approaches to solving the analytics problem in DeFi. But the landscape is also fragmented, confusing, and full of tradeoffs that aren't obvious until you've committed significant engineering time.