Concept

Where PainHunt's data comes from: all 24 sources explained

The PainHunt Team · May 29, 2026 · 2 min read

TL;DR: PainHunt analyzes 24 active platforms, chosen so that different kinds of pain show up — emotional reviews, technical bug reports, and open-ended forum venting. This page lists them honestly, including what's currently turned off and why.

Why source diversity matters

Any single platform has a personality. App Store reviews are short and emotional. GitHub issues are precise and technical. Hacker News skews toward developer and founder problems. If you only listen to one, you inherit its blind spots.

PainHunt deliberately mixes source types so a problem that's invisible on one platform still gets caught on another. The goal isn't raw volume — it's coverage of how real demand actually expresses itself.

The 24 active sources

Social & forum signal

  • Hacker News (stories + "Who is hiring")
  • Lemmy (federated communities)
  • Mastodon
  • BlueSky
  • 15 SaaS-focused Discourse communities

App stores (many countries)

  • Apple App Store reviews (19 countries)
  • Google Play reviews (19 countries)

Developer & technical communities

  • GitHub Issues
  • GitHub Discussions
  • Stack Exchange network

Discovery & launch platforms

  • Product Hunt
  • BetaList
  • AppSumo
  • Chrome Web Store

Writing & long-form

  • Medium
  • Substack
  • Dev.to
  • Hashnode (paused — see below)

Jobs & remote work

  • RemoteOK
  • Remotive
  • WeWorkRemotely

Other

  • Telegram public channels
  • YouTube
  • TrustMRR

The exact mix evolves as platforms change their access policies. The number that matters is breadth across types, not any single site.

What's turned off, and why

Being transparent about gaps is part of being trustworthy:

Source Status Reason
Twitter / X Disabled Access restrictions made reliable, compliant collection impractical
Reddit Disabled Datacenter-IP blocking prevented stable collection despite rate-limit compliance
Hashnode Paused The platform moved its API behind a paywall

These are honest limitations. The same demand signal Reddit carries also shows up across the active sources, so a single disabled platform doesn't blind the dataset — but we'd rather tell you what's missing than imply total coverage.

How the data is handled

  • Summaries, not reprints. PainHunt extracts and scores pain points and links back to the public original. It does not republish the author's full text.
  • English-facing. The user-facing product presents English content; internal analysis fields are never exposed.
  • Continuous, not static. Crawlers run on an ongoing basis, so the database grows daily.

What this means for you

When a pain point ranks highly in PainHunt, it's usually because the same kind of problem appears across multiple source types — an App Store review and a forum thread and a GitHub issue. That cross-platform agreement is a stronger signal than any single loud complaint.

To see it in practice, open the Pain Point Browser and filter by platform, or read how PainHunt works for the scoring details.

Frequently asked questions

How many data sources does PainHunt use?

24 active sources spanning social forums, app stores, developer communities, and discovery platforms — collected continuously rather than as a one-time snapshot.

Does PainHunt use Twitter or Reddit?

Reddit and Twitter are currently disabled because their access restrictions made reliable, compliant collection impractical. PainHunt covers the same kind of demand signal through 24 other active sources.

How does PainHunt handle the original content?

PainHunt stores and displays AI-generated summaries and scores, and links back to the public source. It does not republish the original author's full text.

Validate your idea against real demand

PainHunt scores hundreds of thousands of real user complaints by commercial potential — so you build what people already want.

Open the Pain Point Browser

Keep reading

Where PainHunt's data comes from: all 24 sources explained | PainHunt