problem
Stop Bots from Draining Your E‑Commerce Ad Budget
Symptoms of bot‑driven ad waste
Sudden spikes in spend with few or no conversions, unusually high click‑through rates, and uniform click patterns (e.g., identical timestamps or straight‑line mouse paths) are classic signs that bots are siphoning your budget.
Diagnosis order
- Audit click metrics. Compare click volume to conversion volume; a large gap often points to invalid traffic.
- Check for ghost clicks. Look for clicks that occur without the natural sequence of human intent.
- Analyze pointer behavior. Robotic linear mouse movements, superhuman input speed (<1 ms), and grid‑aligned paths are unlikely for real users.
- Review engagement signals. Absence of scrolling, clicks, or natural session duration suggests automation.
- Run a silent‑audio trap. This check detects mismatches in browser APIs that bots typically hide.
Likely causes
- Competitor click fraud – rivals use scripts to exhaust your budget.
- Botnets targeting high‑CPC keywords.
- Affiliate proxy traffic that masquerades as legitimate referrals.
Corrective actions
1. Deploy a comprehensive bot‑detection script
BotRefund can be added to your site in about one minute and begins monitoring for:
- Ghost click detection
- Honeypot trap interactions
- Robotic linear mouse movements
- Absence of human‑like mouse tremor
- Superhuman input speed (<1 ms)
- Grid‑aligned movement patterns
- Static sessions with no scrolling or clicks
- Unnatural session durations
2. Generate forensic evidence
The platform cross‑checks each signal with AI‑driven analysis, creating a reliable picture of bot activity without relying on a single rule.
3. File refund claims
Google and Meta offer billing dispute programs, but they require precise, documented proof of non‑human clicks. BotRefund supplies the required evidence and negotiates refunds on your behalf.
4. Ongoing monitoring and tuning
Continuously review the detection dashboard, adjust honeypot settings, and stay alert to new automation vectors.
How BotRefund can help
BotRefund provides a lightweight JavaScript snippet that monitors over a dozen behavioral and browser signals to flag automated clicks. Once installed, the platform creates a forensic report for each suspicious session and works directly with Google and Meta to secure refunds. The solution works for any e‑commerce site, but you must have access to add the script to your pages and be willing to share click data for analysis.