Key Takeaways Multichain user journeys span social discovery, multiple chains, and offchain touchpoints so analytics tools must unify all data sources into a single user profile to avoid making decisions on structurally incomplete information. Web3 conversion cycles are far shorter than Web2 with users moving from first touch to transaction within a single session, making real-time attributi
When you build a PowerShell project from multiple files, the natural structure is clear: enums first, then classes, then functions. Each group has its own place, and as long as dependencies only flow in one direction, that structure works perfectly. But sometimes a function depends on a class, and that class calls the function. There is no longer a clean boundary between the two groups — they need
Key Takeaways Web3 community tools span five distinct categories covering messaging, data collection, social platforms, quest and reward gamification, and token-gated access management, each serving a different engagement goal. Spreading moderation across too many platforms weakens community presence so teams should build depth on one or two core platforms that match their audience before ex
Key Takeaways Google Analytics cannot track wallet connections, smart contract calls, or token transfers making it structurally blind to the core conversion events that determine whether a dApp is actually growing. Wallet addresses persist across devices and browser resets unlike cookies so Web3 analytics tools preserve attribution for referral campaigns and acquisition channels even when us
Key Takeaways DeFi product analytics requires onchain and offchain data integration because the blockchain records smart contract interactions that traditional tools cannot access while still needing web session and acquisition channel data. Each platform serves a distinct primary use case so teams choosing between Formo for unified product metrics, Dune for custom SQL queries, and Nansen fo
If you're building AI agents that trade, they need market signals. But most data APIs require human signup, API keys, and monthly subscriptions — none of which an autonomous agent can handle. I built a trading signal API where AI agents pay per call using the x402 protocol (USDC micropayments on Base L2). No signup, no API keys. Agent shows up, pays half a cent, gets data. x402 revives the HTTP 40