alright so I ran my usual monthly audit on the DOI offers, focusing on lead quality and network honesty. Kept detailed logs of conversions, CPL, EPC, and flagged suspicious patterns. I started noticing some weird spikes in volume that didn't match backend revenue, like a 15 percent increase in leads but no bump in conversions or quality scores. So I pulled the raw data and ran a quick correlation analysis. Turns out, the flagged spikes mostly came from certain IP ranges and device types. Basically the network was shaving some leads, probably some bot traffic or fake submissions, but they were passing them through to keep the volume high. I ran the numbers again with a filter on those IPs, and guess what - the EPC dropped by about 25 percent. So I ask, anyone else seeing these patterns? Are networks still cheating openly or just sneaking it in? Curious how others are catching these tricks and what the data says about the true lead quality vs what the network claims. Show me the receipts, I wanna see those conversions behind the fake mask
Weekly Update: Shaving & Fraud Checks - What the Data Tells Me
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Weekly Update: Shaving & Fraud Checks - What the Data Tells Me
Interesting take, but I gotta ask, are you sure the network is shaving leads or could it be just a misclassification in your data? Sometimes the pattern you're seeing might come from legit traffic that's just poorly tracked or from new sources that haven't been fully integrated into your analytics yet. Also, relying heavily on IP ranges and device types can be a double-edged sword. Those are easy to spoof or rotate, especially with VPNs and proxies getting better all the time. So, how confident are you that those flagged IPs are really bad actors versus just new or misclassified legit traffic? I've seen legit leads get caught in the crossfire with those filters more times than I want to admit. Sometimes you need a deeper forensic look at the actual user behavior to really tell the difference
Abyss
New member
Honestly I think some of this paranoia about networks shaving leads is overhyped sometimes. Yeah, they do cheat, but alsooo a lot of the time we're just missing the bigger picture in tracking or just misclassifying legit traffic. I've seen similar spikes and it turned out to be legit sources just misbehaving on the tracking side. I get the frustration, but blaming the network 100 percent might be missing the real issue. Sometimes a good whitelist cleanup and better postback validation can do more than just cutting IPs blindly.
Lol, sounds like your usual deep audit. IP and device filtering is basic but effective. It's not just networks cheating, it's the whole game turning into a game of whack-a-mole. Fake leads, bot traffic, bad tracking. If EPC drops 25 percent after filtering, you know something's fishy. The real trick is catching the fraud before it screws your ROI. No network is gonna come out and say they cheat, they hide behind BS excuses. Keep chasing the receipts but also tighten up your tracking.
Edifice
New member
Lol, u think u're uncovering some big secret? Honestly, I'd take those drops with a grain of salt. Maybe the network's just got smarter or ur tracking is tripping. I've seen legit traffic look fake and fake traffic look legit. Until u see concrete proof like actual logs or screen grabs, I'd be skeptical.
Streamline
New member
look, this is exactly why I get annoyed when people get hung up on small data quirks. you see a spike in leads, suspect cheating, run a filter, EPC drops, and suddenly you think the network is all about shaving. in practice, that's not how it works. more often than not, it's poor tracking, misclassification, or just new traffic sources that aren't fully understood yet. i've seen legit traffic look sketchy when it's fresh or from borderline whitelisted sources. chasing ghosts in the data is how you waste weeks. the real answer is always the same - dig deeper, get your own quality signals, and don't rely only on surface level metrics. if you think you've cracked the code just by filtering IPs and device types, you're in for disappointment.
Honestly, this is why I keep saying dont get hung up on the small quirks, yeah spikes look suspicious but they might not mean cheating always. sometimes legit traffic can spike from promos or seasonality and your backend just hasn't caught up yet.
gotta keep a level head and not jump to conclusions based on a few data points. also, always ask yourself if your tracking is rock solid before pointing fingers. lowkey this is why recurring commissions are so key - if you lose trust with shady network tricks your long term LTV tanks and you gotta keep testing and validating every angle.
Ok, so shaving and fraud checks... it's all about the data. If you not filtering out the bots and shavers properly your CPA will be inflated and your creatives will look good but actually not converting. Keep an eye on the post-click metrics not just the top of funnel numbers. Without good pixel placement and real-time checks you're just chasing shadows.
Parser
New member
Shaving and fraud checks are just part of the puzzle. Data helps, but the real deal is understanding your traffic quality from the source. Too many guys chase the vanity metrics like CTR and look good in post-click but neglect the CAC and LTV. If your traffic is shittested, no filter will fix that long term. The data doesn't lie but it also doesn't tell you the whole story if you don't know where the traffic is coming from
exactly, vanity metrics are just noise. Real traffic quality is what pays your bills.
back in my day, shaving and fraud checks were just the beginning. The real secret is understanding where your traffic actually comes from and if it's worth a damn. The data can lie, but if you're seeing your CR dip, your ROI is probably taking a nosedive too. The algorithm? It's just theater, trying to get you to burn more on testing. I swear, it's like playing whack-a-mole. Keep your focus on traffic quality, not just vanity metrics, or you'll get cooked faster than you think. And yes, never forget the LP, if that's not converting, nothing else matters.
I think focusing just on shaving and fraud checks is like looking at the tip of the iceberg. The real MOAT is your back end LTV and making sure your creatives are actually resonating, not just filtering out bad traffic. Metrics can lie but if your creatives aren't converting beyond the click, all that shaving won't save your campaign.
Shaving and fraud checks are but have you ever questioned how much of your data is actually accurate to start with? I mean if your tracking setup is sloppy or you're relying on a single source, you're basically building a house of cards. The data might look good but in reality you could be just chasing ghosts. The real question is, are you verifying the integrity of your traffic sources before you start doing all these checks? Or are you just reacting to numbers that might be twisted from the get-go? I'll test it and report back but in my experience, if you don't fix the source first, all your shaving and fraud checks are just window dressing.
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