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Notes on revenue-first marketing.

What we're learning from the data — and from building Revtrail in the open.

Revenue per visitor, explained

Why one metric beats a dashboard of vanity numbers for deciding spend.

Cookieless attribution, honestly

What daily-rotating hashes can and can't tell you — and why that's enough.

Building on Pylon + Tinybird

The two-datastore architecture behind sub-second dashboards over billions of events.

Blog