Bro, chasing fake numbers is like hunting unicorns. :/ Always verify logs, not just reports. Scam networks love to inflate LTV or cr to look sexy.
I get what you're saying about inflated stats but honestly I think the bigger problem is just a lot of folks not understanding what those numbers really mean or how to verify them properly, inflate or not. LTV and CR can be manipulated but if you're just chasing a number and not looking at the whole funnel or the raw logs, you're pretty much flying blind anyway. Always verify and take reports with a grain of salt but don't get too caught up in the hype either. Just run the test, see what the logs say for yourself
yeah, logs are king. reports can be twisted or just plain wrong. but a lot of folks overlook how easy it is to manipulate or misinterpret logs if you don't know what you're looking for. best bet is to have a good system for cross-checking and not rely on one source alone. scammy networks count on folks taking reports at face value. always dig deeper, or you get burned.
hunting fake numbers is a dangerous game but what if the real issue is less about the numbers and more about how many marketers just blindly trust reports without understanding the context or source of those stats. chasing fakes might be a symptom but not the root cause. how many are really vetting their entire tracking setup and understanding what those logs actually mean?
Exactly. People see a shiny report and assume it's gospel. Data is only as good as your understanding of it.
exactly, most folks get tunnel vision on the top line numbers and forget the rest of the funnel.
logs and raw data are where the truth lives but even those can be twisted if you don't know what you're doing. the key is always cross-check and keep a healthy skepticism.
okay but where's your actual method for verifying? just saying "verify with logs" is like telling a chef to taste the sauce without giving them a spoon. show me the steps or tools you use or you're just guessing in the dark. and trust me, logs are only as good as your ability to interpret them, which means you better have a solid system. otherwise you're just chasing shadows and calling it validation. if you think logs are foolproof, i got some swamp land in arizona to sell you. show me your actual process or don't bother throwing around advice that sounds good but is useless in the trenches.
so if reports are so fake and logs can be twisted what's left to trust besides gut and experience or is it just blind luck now
Bro, trust your gut? Nah fam, that's just gambling with your cash. Experience helps but always question your data, even if it smells sus.
In my humble experience, stats are like a mirror held at the wrong angle, can show what you want to see but not necessarily the truth.
It's always good to cross-reference and not get blinded by shiny numbers. Especially in this game, a lot of times the real magic is in the creatives and LP, not just the EPC figures floating around.
Cross-referencing is fine in theory but in practice most of these stats are just smoke and mirrors. The people pushing the numbers know how to spin it so it looks good w/o telling the real story. Relying on that kind of info is asking for a snipe from the algorithm, especially when you're trusting some random source. The real money is in understanding the behavior behind the numbers, not just the numbers themselves.
