Make the data travel

WhaleStats found its distribution wedge by turning on-chain whale activity around trending meme coins into timely social content for communities already paying attention.

Distribution loop · 2021

Useful data became travelling content

WhaleStats

on-chain signal

whale movement detected

token context added

Where attention lived

SHIBDOGEnetwork feedslanguage feeds

The product's value reached communities before they visited the dashboard.

monthly active users: ≈200K
primary X followers: 200K+

A code-native reconstruction of the product decision, not a historical product screenshot. Metrics are founder-reported 2021 outcomes.

Situation: In 2021, our team built and launched an on-chain whale-wallet tracker from scratch in roughly two months. The first two weeks brought little meaningful traffic: the dashboard was useful, but usefulness alone was not creating distribution.
Decision: I pushed us to stop waiting for people to discover the dashboard. We focused public content on whale movements involving trending meme coins and made the product’s data travel.
What changed: Automated X accounts turned relevant transactions and token statistics into timely posts. We distributed and discussed those posts inside communities such as SHIB and DOGE, where the information already had context and urgency.
Result: Founder-reported 2021 outcome: WhaleStats reached approximately 200,000 monthly active users and more than 200,000 followers on its primary X account, then expanded into additional network- and language-specific accounts.
What carried forward: A useful product does not automatically create distribution. Sometimes the strongest growth feature is making the value travel without requiring people to visit the product first.

This is what a loop looks like in practice.