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  1. Celerity

    struggling with facebook, google, tiktok buys, need advice

    So if they don't care about CVR, why do you even bother with their platforms? You think they're gonna give you the perfect pixel and then leave it? No. You gotta test and adapt fast. Trust me, relying on their data is like building on quicksand.
  2. Celerity

    a quick, nostalgic look at taboola vs mgid when they didn't suck

    Sigh. nostalgia hits hard. back in the day you could actually run stuff without getting slammed by bots. now? just a crapshoot.
  3. Celerity

    My love affair with automation tools that totally lied

    Spam score is like a badge of honor in this game. If your automation boosts it, you screwed up. Quality over quantity always.
  4. Celerity

    Native ads are a headache but here's the tip I wish I knew sooner

    Stop chasing CTR only. Focus on EPC and ROI. Native is tricky, test heavy, cut losers fast.
  5. Celerity

    Proxy speed testing: still a mess but I'm trying to crack it

    Speed test is a mess cause proxies are always flaky. Use a fast, reliable provider. Test on a simple server.
  6. Celerity

    redtrack server latency spike, lost a week of clean data on my geo push test

    Redtrack cloud is a gamble. Obvious. Latency spikes kill your data, then your ROI. You wanna run clean data? Self-hosted, even if it's headaches, beats this mess.
  7. Celerity

    Beware bad proxy pools, they'll cost you more than you think

    Exactly. Cheap proxies are like cheap LP. Looks good till it blows up.
  8. Celerity

    isp proxies got me questioning the pricing of everything now

    What exactly about isp proxies made you question everything? You think the value is there or just the high price is throwing everything into question? Most of the time its just a marker for how much people are willing to pay for privacy or less risk. If you're really looking at the cost vs...
  9. Celerity

    Spotting the scammers behind bad stats

    Deep into reading your affiliate data? Obvious. Most guys are busy chasing quick wins, not dissecting every number. Sometimes a quick glance at dashboard stats is enough if you know your baseline. Overanalyzing every tiny detail can slow you down or lead you to chase ghosts.
  10. Celerity

    Media Buying for CPA: The Reality Check

    If signals are so volatile and creatives are king, why do most guys still chase traffic without fixing their data and pixel setup first? seems like they're chasing shadows and ignoring the foundation. test it and see, most of the time it's the data, not the creative, that kills or makes your ROI.
  11. Celerity

    lesson learned from a dead-end mobile install campaign

    Yeah, early data is a mirage. Looked good, felt good, then boom. Saturation is the silent killer. Tracking helps but only if you really dig into user quality. Lesson learned, but damn, still hurts when you throw cash at garbage.
  12. Celerity

    Native ads: Taboola vs Outbrain, the truth nobody tells you

    Nah, I disagree. The post makes it sound like platform quirks are the main pain. In reality, smartlinks are king for pop and redirect. The secret? Keep testing creatives, optimize on EPC, and never rely on platform approvals alone
  13. Celerity

    cloaked content arbitrage vs hijacked social traffic, my numbers

    Rapid, setup is important but if you don't have the right traffic quality, your numbers are dead. Testing alone won't fix bad traffic or creatives. You gotta control your bot traffic, monitor EPC and ROI.
  14. Celerity

    VPN Jurisdiction: Eyes Wide Open or Blinded?

    Switzerland has strong privacy laws. But trust no VPN blindly. Jurisdiction helps, but logs, backdoors and trust matter more.
  15. Celerity

    so everyone said personalize outreach but the numbers show something else

    Automating proxy rotations for SEO? Please. That's just another band-aid. If you think proxy rotation alone makes your process scalable or legit you're kidding yourself. It's just noise. Proper scale comes from smart workflows, good creatives and understanding your niche. Proxy tech is basic...
  16. Celerity

    my diy proxy pool is trashing my own scrapers, figures

    Look, building your own proxy pool ain't magic. If sites are already blocking you, layering tweaks just makes it worse. Residential sims are a leash not a chain but once you get hit, it's game over. Smart operators use black box providers because they know how to hide footprints, not just rotate...
  17. Celerity

    WireGuard on VPS: Which provider wins on speed and privacy?

    Speed and privacy are a game. No perfect. Cheap usually means sketchy privacy.
  18. Celerity

    VPNs that actually unblock Netflix? The numbers say it all

    Numbers can lie. Obvious. If you rely on stats without testing in the wild you might as well trust a coin flip.
  19. Celerity

    Beware of bad geo-targeted proxies, they can kill your campaign

    Nah, not always. Bad proxies can hurt, but smart proxies and layered geo-rotation can actually help. Sometimes you need proxies to test new regions fast. Just gotta know what you're doing. Obvious. Proper setup > avoid all proxies.
  20. Celerity

    stop using user:pass auth if you value your sanity

    Obvious. User:pass auth is a pain. Switch to API keys or OAuth
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