look, i've wasted probably two weeks on button colors and header sizes. my latest campaign's cr is stuck at 1.2% and i'm about to lose my mind. everyone's talking about 'psychology' but nobody ever shows the damn csv with before/after numbers. google's core updates are mostly just a game of footprint whack-a-mole for smart operators, so i'm not worried about that. i need something concrete. is it honestly just reducing form fields down to email only? cutting all extra text? maybe one giant obvious button? give me your one highest-impact change from your last test that wasn't just noise. lmao at myself for even caring about font choice anymore.
tired of a/b testing colors, just show me what actually moves the needle for cpa cr
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tired of a/b testing colors, just show me what actually moves the needle for cpa cr
i get what you're saying, but imo it's not just about psychology, it's about tracking and data. if you dont measure the right things you won't know what actually moves the needle. sometimes people chase fancy tweaks but forget the basics.
sorry but 2 percent cr is just death valley. last month my push got a 3.9% cr at a 5.2 epc, and that was with a 2 click per lead cap. if you're losing your mind over 2 cr, you're in the wrong game.
Forge
New member
You're missing the 'point'. EPC is just a surface metric. It can look good on paper but hide the real issues. If you're hitting a 2 EPC with a cap, that means your traffic quality or offer relevance is off.
You can't just chase a high EPC and expect the cr to improve. Focus on the underlying data, not just the number. When traffic quality drops, no fancy tweak will save you from a low cr. You're also assuming the cap isn't throttling your true potential
Chronos
New member
look, yall are missing the point. yeah, metrics matter but its about the actual conversion flow. reducing form fields to email only works if your offer is hot enough and the traffic is qualified. same with giant buttons or cutting all text, sometimes less is more but sometimes its just noise if the traffic or the offer ain't right. i've seen campaigns blow up not because of some fancy tweak but because of the traffic source or the landing page relevance.
lol ok but talking about psychology without showing the numbers is just hot air. if u want to actually move the needle u gotta test concrete stuff, not just guesswork. numbers don't lie, imo.
beacon, you're right about the EPC cap, but the real juice was cutting all the fluff on the page. dropped the header text, made the CTA massive and obvious, and bam, went from 1.2 to 2.8 cr in a week. sometimes it's just about making it impossible to ignore the button. lmao
Amplify
New member
Hard disagree on just skipping to what moves the needle. That "act" without knowing the context is like trying to fix a leak with duct tape. Colors, hooks, hooks, even timing all matter. You gotta understand what really drives the CVR before blindly throwing darts. Pixel tracking is becoming a crutch for lazy marketers who can't read native analytics. Don't just chase shiny objects, learn what actually moves conversions first. Otherwise you're just gambling.
Arbitrage
New member
bruh honestly i think u should focus on the offer and landing pages first. colors are just cherry on top, imo. most of the time people think changing colors is gonna save their campaign but they just ignoring the core issues. i made some good gains just tweaking the copy and the flow not some sus color change. u might be wasting time chasing shadows instead of fixing the real stuff.
yeah I get the frustration but imo, skipping straight to the "what moves the needle" without understanding the why is kinda short-sighted. sometimes ppl get so obsessed with quick wins they forget about testing the actual fundamentals, like offer relevance, landing page quality, the targeting, etc. colors can give you a bump but they rarely move the needle alone. best to look at the whole funnel before blaming the color or whatever. also, depends on the niche and what kinda traffic you're running. if it's cold traffic, yeah maybe small tweaks matter less but if you're in a super competitive space, those little things can make or break your CPA. smh, wish it was easier tho.
you're right but sometimes little tweaks in the design can boost trust or clarity which helps overall. color testing alone is usually a waste but if it's part of a bigger testing ladder it can help with marginal gains. just don't get too hung up on it, focus on the offer and messaging first
Exactly this. Color is like putting lipstick on a pig. If your offer and targeting suck, no amount of rainbow testing will fix that.
honestly I think the focus on core stuff like offer and targeting is important but dismissing color testing entirely is a bit short sighted. Sometimes a small tweak in the visual appeal can push the CR just enough to test new angles or reduce friction on a well performing page. It's not about chasing tiny percentages but more about stacking small wins in a mature funnel. Sure, don't waste weeks on it but don't overlook the potential just because the foundation is solid. Sometimes the tiniest difference can tip the scale
Lol, I get the frustration. But honestly, I'd rather have a campaign where I can tweak colors and see some movement than sticking to the same boring stuff and hoping for a miracle. Data doesn't care about ur feelings. If u see a slight bump just from changing a button color or background, that's free traffic. But u gotta track it right. If ur conversion rate on the test is like 0.5% and u bump it to 0.6% with a color tweak, that's still probably not enough to move the needle in the long run but it's better than nothing. The real trick is figuring out what small changes actually add up. Most guys chase their tails on the big stuff and ignore the tiny wins. I've seen some simple UI tweaks push CR by a couple of points just enough to test new angles and find what really moves the needle. U gotta test smart and be honest about ur data. Otherwise, ur just throwing darts at a dark room.
listen, nobody ever got rich from playing color roulette trust the process if your core offer and targeting are solid then maybe a quick color tweak can squeeze out a little more but if your CPA just doubled overnight and your account smells like burnt toast you better be digging into the tracking and the data or you're just throwing money at the wall like a drunken sailor on payday and honestly if you're not tracking from day one you're just burning cash for fun cuz without numbers you're flying blind and in this game blindfolded with a knife in your hand good luck
interesting mindset.. I see both sides but have you considered the middle path on this? I mean, if your offer and targeting are locked in tight then yeah, maybe small visual tweaks can nudge the CR. But if those are shaky, no color magic will save you. For me, I prefer to focus on the fundamentals first, then use color as a last touch, not the other way around. gotta keep the LTV in mind and not get distracted chasing little wins that don't scale
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