Negative SEO and Click Fraud: The Modern Competitor Playbook
Negative SEO now spans organic (toxic backlinks, scraped content) and paid (competitor click fraud). The 5 attack types and a 2026 defense playbook.
TrafficGuard Alternatives: 6 Tools Compared (2026)
TrafficGuard alternatives for advertisers outgrowing enterprise pricing or needing affiliate-tracker integration. 6 tools compared with TrafficGuard reference points.
Click Fraud Protection for B2B SaaS: A 2026 Channel Guide
SaaS PPC carries $15-50+ CPCs and depends on lead forms, making it uniquely exposed to fake-lead fraud. The 6 patterns and how to integrate detection.
Spam Clicking: What It Is and How to Stop It in 2026
Spam clicking is the layperson term for click fraud, the $172B-by-2028 (Juniper) drain on ad budgets. Who does it, how to detect it, and what stops it in 2026.
GA4 Bot Filtering: How It Works & Where It Fails
GA4's default bot filter catches the IAB spider list, under 40% of sophisticated bots. The exact setup, gaps, and what to layer on top in 2026.
Botnets in Ad Fraud: Methbot, 3ve, and 2026's AI Networks
Botnets power most click and impression fraud at scale. Famous cases (Methbot, 3ve, Vastflux), how they evade GIVT filters, and the 2026 signal stack.
Best Affiliate Fraud Detection Software 2026 (5 Tools)
Affiliate fraud accounts for ~45% of all affiliate traffic. 5 detection tools compared on 7 criteria - including tracker integration and CPA-specific fraud.
ClickGuard Alternatives 2026: 6 Tools That Beat It
ClickGuard is Google Ads-only and pricey at scale. 6 alternatives compared on 6 criteria with honest 'best for' scenarios.
ClickCease Alternatives 2026: 6 Tools That Catch More Fraud
ClickCease scales pricey and is Google/Meta-only. 6 alternatives compared on 6 criteria, including pricing, multi-channel coverage, affiliate trackers.
Best Click Fraud Protection Software 2026: 7 Tools Compared
We tested 7 click fraud tools against 8 objective criteria. Honest 2026 comparison — including pricing, channel coverage, and refund-grade reporting.
Click Injection vs Click Flooding: Mobile Fraud
Click injection (short CTIT) and click flooding (long CTIT) both fake mobile installs but need different detection. Comparison, signals, defenses.
SDK Spoofing Detection: A 2026 Technical Mobile Fraud Guide
SDK spoofing forges install events to steal attribution. The 5 attack vectors, hashed signature validation, and server-side detection patterns.
Click Fraud Protection for Sports Betting (2026)
Sports betting has top-3 highest CPCs globally — and 6 fraud patterns unique to the vertical. How to layer detection for igaming and betting ads.
Click Fraud Protection API: 2026 Developer Guide
What a click fraud protection API does, the 3 integration patterns (pre-click / pre-conversion / postback), code examples, and design pitfalls.
iGaming Affiliate Fraud: 8 Patterns Operators Detect
iGaming affiliate fraud differs from generic affiliate fraud, revenue-share scrubbing, bonus abuse, KYC bypass. 8 patterns and the detection signals.
Click Fraud Protection for E-commerce: 2026 Guide
E-commerce ads face product-page scraping, Google Shopping bot fraud, and catalog ad abuse. Detection patterns and platform-specific setup.
Click Farms in Google Ads: How to Spot and Stop Them in 2026
Click farms beat bot detection because humans pass biometric signals. The 5 behavioral patterns that catch them and how to block them in Google Ads.
Competitor Click Fraud: How Rivals Drain Ad Budgets
Most 'click fraud' small advertisers see is competitors clicking. 5 detection signals, legal options, evidence checklist, and how to block them.
Click Fraud Protection for Affiliate Trackers (2026)
Trackers trust what they're told. How to layer fraud detection via S2S postback or JS tag — setup for Keitaro, Binom, Voluum, BeMob, RedTrack.
Ad Stacking Fraud: What It Is and How to Detect It (2026)
Ad stacking layers multiple ads in one slot — only the top is visible, all charge impressions. The 5 detection signals and how to filter for it.
app-ads.txt: The 2026 Mobile App Developer Setup Guide
app-ads.txt extends ads.txt to mobile apps via developer website URL. Setup per app store, validation errors, and how it stops mobile spoofing.
Click Fraud Protection for Google Ads: 2026 Guide
Google Ads catches under 40% of sophisticated bots. 7 UI red flags, 5 tools that close the gap, plus an invalid-click refund walkthrough.
Bot Traffic Detection: A 2026 Guide Beyond Google Analytics
Standard methods catch under 40% of sophisticated bots in 2026. Server-log signals, client-side detection, and a working code sample.
Affiliate Fraud: 12 Types and How to Catch Them in 2026
Affiliate fraud accounts for ~45% of all affiliate traffic. The 12 types, detection signals per type, and what networks actually look at.
ads.txt Explained: 2026 Publisher & Advertiser Guide
ads.txt is the IAB Tech Lab spec that cuts domain-spoofing fraud. The exact format, app-ads.txt for mobile, sellers.json, and validation errors in 2026.
Types of Ad Fraud: A 2026 Practitioner Taxonomy
The 12 types of ad fraud in 4 buckets: click, impression, conversion, attribution. With $172B in losses projected by 2028 (Juniper), the diagnostic signal for each.
What Is Click Fraud? A Practical 2026 Guide to Detection
How click fraud detection works in 2026. Under 40% of sophisticated bots get caught by rule-based filters — the signals, thresholds, and vendor demands that matter.
Click Fraud Protection: The Complete 2026 Guide
Click fraud protection blocks fraudulent ad clicks in real time. With $172B in losses projected by 2028 (Juniper), see how signal layers work in 2026.