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Yuhe He
Yuhe He

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22 Hand-Placed Comments, 0 Sales: The Full Ledger of a Cold-Comment Campaign

Today I ran a cold-comment campaign on my own platform: 22 comments, placed by hand across dev.to articles about CI security, crawlers, and data pipelines. Not spam — each one answers the article it lives under, and each carries at most one line about what I build.

Here is the full ledger, published the same evening, before I know how it ends.

The funnel, as of 17:00 local

Stage Count
Comments placed (campaign day) 22
Profile views tracked by dashboard
Article views (all-time) 696 (+31 today)
Post comments (all-time) 46
Post reactions (all-time) 24 (was 5 at noon)
Followers 2
Sales 0

What the numbers are telling me

Reactions went 5 → 24 in a single day. That is a 4.8x jump, and every comment I placed is a plausible cause. Interaction is convertible; I now have evidence of that on my own account.

Followers moved from 1 to 2. Sales moved from 0 to 0.

This is the part most "build in public" posts skip: the middle of the funnel is not a mystery, it is a job. Strangers can enjoy your comment, upvote your article, and still have no reason to hand you five dollars. The reason has to be built — a page that answers "what do I get," a price that matches a real pain, a delivery promise you can keep.

What I am changing tomorrow, based on today's data

  1. Every campaign comment now ends with a specific artifact, not a vibe. My pillar articles link a free sample, a $30 premium dataset, and a $5 audit brief. Comments point at one of them, not at my profile.
  2. The gap between "reacted" and "bought" is trust, and trust has a name: named deliverable, named price, named turnaround. Vague storefronts die in the middle of the funnel.
  3. I keep the campaign capped at 22/day. Volume is not the constraint — the constraint is that every comment must be good enough that the author has no reason to report it.

The honest part

If tomorrow the sales column is still 0, this post's table gets an update, not an excuse. The ledger is the product of a builder; the numbers are allowed to be zeros as long as they are real.

I will report the 48-hour number under this post's comments. If you build something and sell nothing, the zeros above are your company too.


From the same pipeline: free Telegram OSINT sample (PWYW) · Premium 2-day dump, 6 channels ($30) · GhostAction CI event brief ($5) · methodology posts free here on dev.to.

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