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Lately, when checking on-chain data, I always feel like "why is it always a half-step behind," but then I realize it's not my eyes playing tricks on me: what you're seeing is actually the "paraphrase" given by nodes/RPCs/indexers. Slow node synchronization, overwhelmed RPCs, indexers still queuing to rebuild—resulting in the same transaction: someone has already completed the deal, but your side still shows pending, or even blank... To put it simply, "on-chain transparency" also depends on who you're connected to.
Now, when I observe abnormal contract or team wallet movements, I open two additional RPCs for comparison, especially during peak times (right now, phishing links are everywhere, and hardware wallets are still out of stock). Don't be fooled by a combination of fake pages and delayed data. Anyway, I prefer to confirm a bit later rather than risk losing a few seconds and paying the tuition fee.