Crypto marketing is not a “small test”. It is one long funnel experiment.

Rules to avoid false signals:

- do not judge performance in the first 24-48h

- measure 2 horizons: D1 activation and D7 retention (D30 if you can)

- separate market beta with a baseline or holdout

- optimize for cost per retained wallet, not cost per click

- filter sybil/bot traffic before calling it a win or a fail

On-chain actions to track: wallet connect, swap, stake, bridge, net deposits.

What is the most misleading “quick win” you have seen in Web3?

$BNB $BTC $ETH

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