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Blog

Blog

Thinking on value loops, attribution, decisions, and incentives.

Perspective

Why marketing is a tide, not a funnel

The funnel narrative has dominated growth thinking for two decades. But funnels are one-directional — and your users are not. The ones who left can come back, if there is gravity pulling them.

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Engineering

The engineering of callbacks: 42 platforms, one lesson

Baidu oCPC, Ocean Engine, Tencent GDT… every platform has a different callback protocol. But the principle is the same: retry, idempotency, dead-letter queue — none of them optional.

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Reach. React. Reward. Return.

Let every ad dollar return like the tide.

15-minute demo — see one conversion travel through attribution, incentive, callback, and reconciliation in a single closed loop.