What This Handbook Is About
Why this handbook exists, who it's for, and how to use it.
We know not everyone is comfortable with automatic classification — and that’s okay. That’s why we’d like to share high-level best practices that anyone can apply, regardless of the tools they use. By making this knowledge freely available, we ensure that community managers of all budgets can benefit from our industry experience. If you feel we’re missing something, or something isn’t as clear as it should be, get in touch — we’d love to hear from you.
Why This Handbook Exists
Social media comments are a battleground. Spammers, scammers, and hate groups use increasingly sophisticated tactics to exploit your community. They disguise links, hide behind coded symbols, and use psychological pressure to manipulate your audience.
This handbook distills years of pattern analysis from Hush — our spam detection engine — into a practical reference guide. Every pattern described here comes from real-world detection data across thousands of social media accounts.
Who This Is For
You are a community manager, social media manager, or moderator responsible for keeping comment sections safe. You may work alone or as part of a team. You need to:
- Recognize spam and scam comments quickly
- Understand the tactics behind them
- Respond with the right action at the right time
- Educate your team on emerging patterns
How To Use This Guide
Each chapter covers a specific category of harmful content:
- Scam Patterns — The most common fraud tactics in social media comments
- Sexual Content & Solicitation — How explicit spam disguises itself
- Coded Hate Speech — Hidden extremist symbols that look harmless to the untrained eye
- Evasion Tactics — Technical tricks spammers use to bypass filters
- Action Guide — A step-by-step response playbook
Every chapter ends with a quick-reference checklist you can use during your daily moderation work.
A Living Document
Spam tactics evolve constantly. This handbook is updated regularly as new patterns emerge. The “Last Updated” date on each chapter tells you when it was last revised.
Quick-Reference Checklist
- Bookmark this page for quick access during moderation shifts
- Read through each chapter at least once to familiarize yourself with patterns
- Share with your moderation team
- Check back regularly for updates on new tactics