In data forensics, time is a constant. While fraudsters can spoof IP addresses, randomise user-agents, and fake names, they cannot alter the laws of **mathematical probability in timing distributions**.
By auditing the exact timestamps of affiliate click logs and cross-referencing them against transaction timestamps, merchants can uncover cookie stuffing patterns and automated bot loops. Let's look at how to run a timestamp audit.
The signature of human timing distributions
Human timing is chaotic. When thousands of real buyers interact with your store, their behaviors generate a natural, widely spread curve:
- Some complete purchases in 2 minutes, others in 45 minutes, and some return days later.
- Clicks occur at all seconds of the minute, distributed naturally.
- The time gap between referral click and final checkout varies significantly for every transaction.
When an affiliate's traffic deviates from this natural timing distribution, it is a clear indicator of automation.
Three timestamp anomalies that prove fraud
When exporting your click logs, run timing analysis to flag these three specific signatures:
- The Fixed Delay Spike: A publisher whose clicks always occur exactly 3.0 or 5.0 seconds before a transaction is using a script. Timed loops indicate the session was automated.
- Flat Click Intervals: Conversions that occur at exactly uniform intervals (e.g., one signup every 60 seconds) indicate an automated worker loop spacing out submissions to avoid basic rate limit triggers.
- Clustered Second-of-Minute Stamps: Grouping clicks by the exact second they occurred. If a publisher's clicks cluster heavily on the 00, 15, or 30-second marks of the minute, they are triggered by scheduled cron tasks on a server.
How BotRefund automates timing audits
Manual spreadsheet analysis is slow and complex. BotRefund tracks high-precision milliseconds on every click and conversion event automatically.
By compiling timing distribution curves for every affiliate ID, BotRefund highlights patterns that fall outside human variability. It logs these timing anomalies along with hardware fingerprints, giving you the clear data needed to hold payout approval on invalid transactions.
Frequently Asked Questions
What is click timestamp auditing?
It is the forensic analysis of click and conversion log timestamps to identify non-random patterns that indicate automated script routing or cookie stuffing.
Why do bots click at uniform intervals?
Scripts use set sleep variables (e.g., `delay(5000)`) to space out actions, preventing server security firewalls from blocking them due to sudden traffic spikes.
How do I collect click timestamps?
You can retrieve timestamp logs directly from your Google Tag Manager settings, affiliate network reports, or by implementing BotRefund tracking.