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ZeroDayDigest's avatar

Well said. One thing I'd add is that these three stages only work as intended if you're building them on quality traffic. If bots, invalid traffic, or misattributed users find their way into your campaigns, your "warm" audience may not actually be warm, and your optimization decisions become much harder to trust. Audience strategy and traffic quality really need to go hand in hand.

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