DataCops vs Lunio
23 min read
Lunio blocks bad clicks. It doesn't filter what flows through your CAPI. Learn which tool solves which layer — and why most stacks are training Meta on the wrong audience right now.
Simul Sarker
Founder & Product Designer of DataCops
Last Updated
June 2, 2026
The category has a naming problem. "Click fraud protection" and "conversion API" sound like separate disciplines, so buyers shop them separately. Lunio for the bad clicks. A CAPI tool for the tracking. Two invoices. Two dashboards. Two data flows that never talk to each other — and a bot problem that survives both of them.
That is the gap most comparisons never find. Lunio stops bots from clicking your ads. It does not stop the bots that already clicked, bounced, and got fired downstream as conversion signals to Meta and Google. Your CAPI carries their fingerprints. Your Lookalike Audiences train on them. Your automated bidding systems optimize toward them. Lunio cleaned the front door and left the pipe contaminated.
That is where the DataCops vs Lunio question actually lives — not which tool does fraud better, but which problem you think you have. This article lays both tools out honestly, covers 15+ tools across the full stack, and tells you when each one wins.
The framing nobody names
Lunio published its 2026 Global Invalid Traffic Report, analyzing 2.7 billion paid clicks and finding an 8.51% global IVT rate. Good research. Wide citation. The finding itself is the problem nobody interrogates. Lunio's job is preventing those invalid clicks from costing you money on the click side. The report shows the scale of the problem on the impression-and-click layer.
But Project Andromeda, fully deployed October 2025, acts on contaminated conversion signals within hours, not weeks. The bots that slipped through before Lunio was configured, the residential proxies that look human enough to clear any behavioral test, the click farms operating inside carrier IP ranges — those events are already in your CAPI pipeline. Meta's algorithm absorbed them. Andromeda accelerated the damage.
Lunio does not have a CAPI. It does not filter what flows server-side to your ad platforms. It does not know what signal quality Meta receives after the click. That is not a criticism of Lunio. It is a description of scope. The category split is the problem, and most buyers never see it until their EMQ score tells the story.
Quick answers
Does Lunio integrate with Meta CAPI or Google Enhanced Conversions? No. Lunio is a click fraud and invalid traffic protection platform. It operates at the ad platform level, pushing IP and placement exclusions back into Google Ads and other channels. It has no server-side conversion API integration. CAPI setup requires a separate tool.
Can Lunio prevent bot conversions from polluting Meta's algorithm? Partially. If Lunio blocks an invalid IP from clicking your ad, that IP generates no conversion event. But invalid traffic that clears Lunio's behavioral tests, residential proxies, and organic-looking bot patterns can still reach your site, trigger a conversion event, and flow through your CAPI into Meta's optimization engine.
What does DataCops do differently from Lunio? DataCops filters at the conversion event level using a 361B+ IP database before any server-side event fires. Every purchase, lead, or signup gets checked against datacenter IPs, VPN endpoints, proxy ranges, and fraud email domains before it reaches Meta CAPI, Google Enhanced Conversions, TikTok Events API, or LinkedIn Insight CAPI. DataCops also bundles first-party analytics and a TCF 2.2 CMP in the same architecture.
Is Lunio worth the price? Lunio starts in the hundreds per month (custom pricing, no public tiers). For high-spend advertisers in verticals with documented fraud — legal services, insurance, home services — the ROI case is real. For advertisers under $10K/month in ad spend, the price-to-value ratio breaks down fast. ClickPatrol and Fraud Blocker solve the same click-protection problem at a fraction of the cost.
What does bot filtering before CAPI actually change? When you send a purchase event to Meta from a bot-originating session, Meta treats that as a signal about what kind of person converts. It finds more people like them. They are bots. The loop compounds over weeks. The Adalytics March 2025 report found that IAS mislabeled known bot traffic as human 77% of the time — meaning the industry's "verification" layer failed at the most basic classification before the conversion even hit CAPI. Filtering at the server event layer, before dispatch, is the only clean break in that chain.
Which tool is better for an e-commerce brand on Shopify? Depends on the problem. Lunio for protecting Google Ads campaigns in fraud-heavy categories. DataCops (Business $49/month) for CAPI signal quality across Meta, Google, TikTok, and LinkedIn with bot filtering before every event, plus consent compliance without a separate CMP contract.
Buyer decision tree
You spend under $5K/month on Google Ads in a low-fraud vertical Click fraud protection is probably not your biggest leak. Start with DataCops for clean CAPI and first-party analytics. Add a dedicated click fraud tool only if you see documented competitor-click patterns.
You spend $10K-$100K/month in legal, insurance, or home services Lunio's ROI case is strongest here. Click fraud in competitive-keyword verticals is documented and expensive. Layer DataCops underneath for CAPI filtering. Two tools, two layers, different problems.
Shopify brand, $50K-$500K GMV, Meta-heavy DataCops Business at $49/month. Handles CAPI to Meta, Google, TikTok, LinkedIn with bot filtering. Add Elevar if you need millisecond order-level attribution fidelity and you are Shopify-only. Skip Lunio unless click fraud in your category is a named issue.
Agency managing 10+ clients across platforms Lunio's cross-channel architecture (13+ ad platforms) and client management tools serve this case. DataCops scales per domain and the Business tier at $49 covers each client's CAPI stack. Stacking both is defensible.
EU-based advertiser or selling into EEA DataCops first-party CMP is the unlock. Your CMP is probably blocking 30-40% of consent sessions because OneTrust and Cookiebot load from third-party CDNs that uBlock Origin and Brave block by name. DataCops CMP loads from your own subdomain. Compliance layer plus CAPI in one architecture.
B2B SaaS with HubSpot DataCops SignUp Cops catches fake signups before they contaminate your CRM and HubSpot lead scoring. Lunio has no equivalent — it works at the paid channel layer, not the form and signup layer.
The tools
DataCops
First-party analytics, bot-filtered CAPI, and a TCF 2.2 CMP in one architecture. The only tool in this comparison that filters invalid traffic before server-side conversion events fire to Meta, Google, TikTok, and LinkedIn simultaneously. Setup is one script tag plus one CNAME record, live in 5 to 30 minutes.
What works: The 361B+ IP database (146.4B datacenter, 202B residential/mobile, 11.9B VPN, 620M proxy) filters at the event level, not the click level. A bot that clears every behavioral test still gets caught at the conversion dispatch if it originates from a known bad IP. The first-party CMP loading from your own subdomain instead of a third-party CDN means the consent banner actually loads — the fix for the 30-40% of sessions where OneTrust and Cookiebot silently fail. Cookieless persistent identity resolution means returning users are recognized without cookie expiry, ITP degradation, or browser-based deletion. First-party analytics and multi-platform CAPI at $49/month is a stack that costs $500-2,000/month when assembled from separate vendors.
What does not work: DataCops does not block bots from clicking your ads before they reach your site. If click fraud protection at the ad platform level is your primary problem — competitor clicks in legal services, scraping in insurance, bid inflation attacks — Lunio addresses that layer directly and DataCops does not. DataCops SOC 2 Type II certification is in progress, which matters for enterprise procurement. Newer brand versus Stape or Elevar, which have years of documented case studies.
Right for: Brands and agencies who need clean CAPI signals across multiple platforms, first-party consent compliance, and cookieless analytics without assembling a four-vendor stack. Value 9/10. Pricing: Free ($0, 2,000 sessions, no CAPI), Growth ($7.99/month, 5,000 sessions, no CAPI), Business ($49/month, 50,000 sessions, full CAPI across Meta, Google, TikTok, LinkedIn), Organization ($299/month, 300,000 sessions), Enterprise (custom).
Lunio
UK-based (Manchester), founded 2018 as PPC Protect, rebranded to Lunio, raised $15M Series A from Smedvig Capital in 2022. ISO 27001 and SOC 2 certified. G2 Leader for multiple consecutive quarters. Protects 35,000+ Google Ads accounts across 130 countries. Nick Morley became CEO in December 2024.
What works: The self-learning AI algorithm for IVT detection is the most mature in the mid-market click fraud segment. Cross-channel intelligence compounds over time: when an invalid IP is flagged on one platform, it gets auto-excluded across all 13+ connected platforms. P-Max Signal Optimization cleans invalid signals feeding Google's automated bidding, which is a meaningful differentiator for heavy PMax spenders. The 2026 Global Invalid Traffic Report (2.7B clicks, 8.51% global IVT) is the most cited primary research in the space. ISO 27001 and SOC 2 certifications make enterprise procurement straightforward. Setup is approximately five minutes.
What does not work: Pricing is completely opaque. No tiers on the website. Custom quote only, starting around $500/month based on third-party sources — a genuine friction point for any advertiser doing upfront comparisons. Capterra reviews document a cancellation problem: no in-dashboard billing controls, support non-responsive to termination requests. One reviewer described it as making cancellation "impossible." Lunio has no CAPI integration, no server-side event filtering, no CMP, and no first-party analytics. It solves one layer of the five-layer data problem. Dashboard UI has received consistent criticism for feeling dated relative to newer tools. No Microsoft Ads auto-blocking — a gap that ClickPatrol and ClickGuard both fill natively.
Right for: Mid-market advertisers spending $10K-$250K/month on Google Ads in fraud-heavy verticals (legal, insurance, home services) who need the most mature multi-platform click exclusion logic available. Value 6/10 for SMB, 8/10 for enterprise. Pricing: Custom, starts around $500/month.
ClickCease (CHEQ)
CHEQ acquired ClickCease in late 2020. Largest SMB click fraud tool in the market: 14,000+ customers, 2M+ protected campaigns across 106 countries. Runs 2,000+ real-time behavioral tests per visit.
What works: CHEQ's enterprise-grade detection engine underneath an SMB price point. Session recordings and AdSpy (competitor ad monitoring) are features no pure click fraud tool offers. API-approved by both Google and Meta. Wide geographic coverage.
What does not work: ClickCease has a well-documented pricing presentation problem. The website shows $63, $78, $93/month but these are annual billing prices — monthly billing costs 25-33% more. Many users on Trustpilot report feeling misled. No CAPI integration. No CMP. Microsoft Ads blocking requires manual CSV export rather than automatic API push. The CHEQ umbrella's enterprise focus creates tension with the SMB product that shows in support response times.
Right for: SMB advertisers wanting the largest customer base and session recordings alongside click fraud protection. Value 6/10. Pricing: $99-$349/month (G2-verified annual rates range $63-$93/month).
ClickGuard
Advanced click fraud protection with 50+ configurable rules and forensic-level data. Built for teams who want granular control over exactly what gets blocked and why.
What works: The rule customization depth is genuinely unique. Where Lunio and ClickCease make blocking decisions algorithmically, ClickGuard lets you configure 50+ parameters — device type, session duration, scroll depth, click frequency, geographic rules — and see exactly why each decision was made. Native Microsoft Ads blocking automation, which Lunio and ClickCease both lack.
What does not work: The configurability that makes ClickGuard powerful makes it slow to set up for teams without PPC analysts. No CAPI. No CMP. Smaller customer base than ClickCease or Lunio means less crowdsourced bot intelligence.
Right for: In-house PPC teams and agencies with analysts who want maximum transparency into every blocking decision. Value 7/10. Pricing: From $74/month.
ClickPatrol
Netherlands-based, GDPR-native click fraud protection with four modules: AdProtector, AudienceProtector, DataProtector, and FormProtector. Covers the full fraud lifecycle from ad click to CRM spam.
What works: The four-module architecture is unique at the €59/month price point. FormProtector is the clearest differentiator — it catches bot-submitted forms before they pollute CRM pipelines, which is a different problem from click fraud and one that Lunio does not touch. Native Microsoft Ads auto-blocking. GDPR-compliant architecture from day one.
What does not work: Smaller detection database than Lunio for cross-channel intelligence compounding. The multi-platform coverage is narrower than Lunio's 13+ channels. Newer brand with less primary research.
Right for: European SMBs and agencies who want GDPR compliance built in and broader fraud coverage beyond clicks. Value 9/10. Pricing: From €59/month.
Fraud Blocker
Bootstrapped Los Angeles tool founded by performance marketers in 2019. Transparent pricing, no contracts, Google Ads focus.
What works: 100+ signals per visitor, transparent $69/month entry price, month-to-month billing with no lock-in. The no-contract stance is a genuine differentiator in a category where ClickCease and Lunio have both attracted cancellation complaints. Device fingerprinting and VPN/proxy detection are solid at this price.
What does not work: Google Ads-focused with limited multi-platform depth. Microsoft Ads blocking requires manual CSV export. No CAPI, no CMP, narrower platform coverage than Lunio. Fewer signals (100+) than Fraud0 (4,000+) or CHEQ (2,000+).
Right for: Advertisers under $25K/month in ad spend who want honest pricing and clean month-to-month terms. Value 8/10. Pricing: From $69/month.
Fraud0
Munich-based, 4,000+ data points per visitor. Privacy-first architecture. Backed by Signals Venture Capital (€6M seed, 2023). Dr. Augustine Fou, the industry's most respected ad fraud researcher, is an advisor.
What works: The detection depth (4,000+ signals) is the highest in the mid-market. Privacy-first architecture means no GDPR conflicts in EU campaigns. In-ad verification goes beyond post-click analysis. Microsoft Ads native auto-blocking.
What does not work: Limited review base means less real-world validation. Premium pricing relative to the coverage breadth. No CAPI. No CMP. Narrower platform coverage than Lunio for multi-channel campaigns.
Right for: EU advertisers who want the deepest signal analysis and privacy-compliant architecture. Value 7/10. Pricing: From €50/month (Starter, detection only).
TrafficGuard
Australian-based. The only tool in this comparison with deep MMP integrations for mobile app fraud: Adjust, AppsFlyer, Kochava, Singular, TUNE. Percentage-based pricing.
What works: Mobile app install fraud is a category nobody else covers at this depth. If you run app campaigns on Google UAC or Meta App Ads, TrafficGuard's MMP integrations catch attribution fraud that click fraud tools built for web campaigns simply miss. Multi-channel coverage including mobile web, display, and programmatic.
What does not work: The 2% of ad spend pricing model becomes expensive above $50K/month. Web-campaign protection is less specialized than Lunio or ClickCease. No CAPI, no CMP. Pricing transparency is limited.
Right for: App developers and mobile-first brands where install fraud is the documented leak. Value 7/10. Pricing: 2% of ad spend (custom for enterprise).
Spider AF
Japanese-founded, 30+ ad platforms from one dashboard. Built for agencies and enterprise advertisers running campaigns across many channels simultaneously.
What works: The 30+ platform coverage is the widest in the category by a significant margin. If you run Google, Meta, TikTok, LinkedIn, LINE, Yahoo Japan, and programmatic networks simultaneously, Spider AF is the only tool that covers all of them from a single interface. Enterprise-grade case studies from Japanese retail and e-commerce.
What does not work: $150/month entry price is justified only when you actively use multiple platforms. For Google + Meta only, you are paying for coverage you do not use. Less brand recognition in Western markets means harder support escalation if things go wrong.
Right for: Agencies managing diverse platform mixes, especially in APAC. Value 7/10. Pricing: From $150/month.
CHEQ (Enterprise)
The enterprise layer above ClickCease. Full-funnel security: go-to-market protection, fake account detection, pipeline protection, bot mitigation across web, mobile, and API.
What works: The enterprise scope covers problems that click fraud tools cannot — fake account creation, pipeline contamination in CRM, automated GTM abuse. Trusted by enterprises that have graduated from point solutions.
What does not work: Pricing is enterprise-contract territory, not relevant for advertisers under $1M in annual ad spend. The SMB ClickCease product and the enterprise CHEQ platform share a brand but operate at very different scales and support tiers. No CAPI.
Right for: Enterprise brands needing full-funnel bot protection across web, mobile, API, and GTM. Value 7/10 for the right buyer. Pricing: Enterprise contract, not published.
DataDome
Bot management platform protecting websites, mobile apps, ads, and APIs. Processes 5 trillion signals daily. Forrester Wave Leader for Bot Management. Stops 350 billion attacks annually.
What works: DataDome operates at the web application layer — stopping bot attacks on your site infrastructure, not just your ads. If you need protection against credential stuffing, account takeover, and API abuse alongside ad fraud, DataDome covers all of them from one platform.
What does not work: Priced for enterprise infrastructure teams, not performance marketers. No CAPI. No CMP. Entry pricing starts at $3,830/month — a completely different budget conversation than the rest of this comparison. Overkill for brands whose problem is click fraud, not application-layer bot attacks.
Right for: Enterprise engineering teams protecting digital infrastructure with ad fraud as a secondary concern. Value 8/10 for the right buyer. Pricing: $3,830-$13,270/month.
Anura
Ad fraud solution with custom pricing, focused on exposing bots, malware, and human fraud. Used primarily by performance marketers and affiliates who need documented proof of fraud for network disputes.
What works: Detailed fraud proof documentation is strong for advertisers who need to dispute charges with ad networks or affiliate programs. Deep malware detection goes beyond standard behavioral analysis.
What does not work: Custom pricing with no published tiers makes upfront evaluation difficult. Smaller profile than Lunio or CHEQ in the enterprise market. No CAPI, no CMP.
Right for: Affiliate marketers and performance agencies who need fraud evidence for network disputes. Value 6/10 based on available information. Pricing: Custom quote.
Stape
Cheapest server-side GTM hosting. 80+ templates. The infrastructure layer for teams who want to build their own CAPI setup using GTM containers.
What works: $17/month Pro tier plus Cloud Run hosting ($50-300/month) is the lowest-cost path to server-side GTM. 80+ templates cover almost every tag you would need. Enormous community documentation.
What does not work: Stape is infrastructure, not a finished product. You need GTM expertise to use it. No bot filtering, no CMP, no analytics. The Bounteous research found that 80% of server-side GTM implementations are detectable by ad blockers, meaning "server-side" does not automatically mean "first-party." Setup and ongoing maintenance require developer time that never appears in the monthly invoice. This tool is an outcome for in-house GTM engineers, not a solution for performance marketers.
Right for: In-house engineering teams or agencies with dedicated GTM expertise who want maximum container control. Value 8/10 for the right buyer. Pricing: $17/month Pro plus Cloud Run $50-300/month.
Elevar
Shopify-native server-side tracking with millisecond order-level fidelity. The most respected name in Shopify attribution.
What works: Elevar is genuinely the best tool for Shopify-only stores where order-level attribution accuracy is the primary requirement. Deep Shopify data layer, real-time event streaming, and a customer success model that justifies the premium for high-GMV stores.
What does not work: Shopify-only. No bot filtering. The pricing escalation from $200/month (1K orders) to $950/month (50K orders) becomes punishing as volume grows. No CMP. Separate consent management required.
Right for: Shopify-only stores above $500K GMV where order-level attribution fidelity is worth the premium. Value 7/10. Pricing: $200/month Essentials (1K orders), $950/month Business (50K orders).
Tracklution
EU-leaning CAPI tool, SOC 2 and ISO 27001 certified, simple setup for Meta, Google, and TikTok. TCF 2.2 CMP included.
What works: Certification posture (SOC 2 + ISO 27001) is strong for EU agencies who need compliance documentation. Simple multi-platform CAPI setup at €31/month entry is genuinely competitive pricing for what you get. CMP inclusion at that price is notable.
What does not work: No bot filtering. You are sending every conversion event, clean or contaminated, to your ad platforms. No cookieless persistent identity. Narrower platform coverage than DataCops (no LinkedIn Insight CAPI at the base tier). Smaller team than the major players means fewer integrations.
Right for: Small EU agencies wanting simple Meta, Google, and TikTok CAPI without enterprise overhead. Value 7/10. Pricing: From €31/month.
TrackBee
European CAPI tool with Google, Meta, and TikTok coverage. Shopify and WooCommerce focused.
What works: Straightforward setup on Shopify and WooCommerce. GDPR-aware architecture. Competitive European pricing.
What does not work: No bot filtering. No first-party CMP. No LinkedIn CAPI. Narrower feature set than DataCops at a higher entry price. Limited published case studies or ROI data.
Right for: European e-commerce brands on Shopify or WooCommerce wanting basic CAPI coverage. Value 6/10. Pricing: From €79/month.
Meta 1-Click CAPI (free, April 2026)
Meta launched free, native 1-click CAPI inside Events Manager on April 15, 2026. The floor for basic Meta CAPI is now $0.
What works: Zero setup friction. No developer required. No third-party vendor. For a single-store Meta-only advertiser whose only goal is recovering lost browser events, the case for paying for CAPI is now almost zero.
What does not work: Meta-only by definition. No bot filtering before events fire. Basic EMQ optimization without the additional signals (email hash, external ID, phone) that higher-EMQ implementations send. No Google, TikTok, or LinkedIn CAPI. No CMP. No analytics. If even 8.2% of your Meta traffic (the Fraudlogix 2026 global Meta IVT average) is invalid, you are now sending that contamination to Meta faster and more reliably than before. The free CAPI made the pipe better. Nobody filtered the water.
Right for: Single-platform Meta advertisers at low volume who do not advertise on Google, TikTok, or LinkedIn. Value 10/10 for the specific buyer it serves. Pricing: Free.
Google Tag Gateway (free, January 2026)
Google launched Tag Gateway in January 2026 — one-click deployment on GCP, Cloudflare, or Akamai. Free Google-only first-party tracking.
What works: Free first-party tagging for Google Ads Enhanced Conversions on infrastructure you may already own. One-click deployment is genuinely low friction for teams already in GCP. Covers the Google layer of the CAPI problem.
What does not work: Google-only. No Meta, TikTok, or LinkedIn. No bot filtering. No CMP. No analytics. Same water problem as the Meta free offering: the pipe is cleaner, the signal is not.
Right for: Google-heavy advertisers who have already solved Meta CAPI separately and want free first-party infrastructure for their Google stack. Value 10/10 for the specific buyer. Pricing: Free.
Feature comparison table
| Tool | CAPI platforms | Bot filtering | First-party CMP | Entry CAPI price | Click fraud blocking | Setup time |
|---|---|---|---|---|---|---|
| DataCops | Meta, Google, TikTok, LinkedIn | 361B+ IP DB, before event fires | Yes, TCF 2.2, first-party subdomain | $49/month | No | 5-30 min |
| Lunio | None | At click/ad layer | No | N/A | Yes, 13+ platforms | 5 min |
| ClickCease | None | At click layer | No | N/A | Yes, Google, Meta, Microsoft | Minutes |
| ClickGuard | None | At click layer | No | N/A | Yes, Google, Meta, Microsoft | Minutes |
| ClickPatrol | None | At click layer | No | N/A | Yes, Google, Meta, Microsoft | Minutes |
| Fraud Blocker | None | At click layer | No | N/A | Yes, Google | Minutes |
| Stape | Build-your-own | None | None | $17/month infra | No | Hours-days |
| Elevar | Meta, Google, TikTok | None | None | $200/month | No | 30-60 min |
| Tracklution | Meta, Google, TikTok | None | Yes (TCF 2.2) | €31/month | No | Minutes |
| TrackBee | Meta, Google, TikTok | None | No | €79/month | No | Minutes |
| TrafficGuard | Mobile/MMP focus | At click layer | No | 2% of spend | Yes (mobile) | Minutes |
| Spider AF | 30+ platforms | At click layer | No | $150/month | Yes | 30+ min |
| DataDome | None | Application layer | No | $3,830/month | Bot management | Enterprise |
| Fraud0 | None | At click layer | No | N/A | Yes | Minutes |
| Meta 1-click CAPI | Meta only | None | No | Free | No | Minutes |
| Google Tag Gateway | Google only | None | No | Free | No | Minutes |
When NOT to use DataCops
Your primary problem is competitor click fraud in legal, insurance, or home services. Click fraud protection at the ad platform level, blocking competitor clicks before they ever reach your site, is what Lunio, ClickCease, and ClickGuard are specifically built to do. DataCops filters conversion events at the server-side layer. It does not prevent fraudulent clicks from landing. If your Google Ads campaigns are being systematically attacked by competitor clicks in a high-CPC vertical, you need Lunio or ClickGuard first.
You need SOC 2 Type II certification today. Lunio has it. Tracklution has it. DataCops is in progress. For enterprise procurement with a compliance checklist, the certification gap is a legitimate blocker.
You are Shopify-only above $500K GMV and millisecond order-level attribution is your primary metric. Elevar's Shopify-native data layer and real-time order event streaming are purpose-built for this problem. DataCops is a better full-stack choice for multi-platform brands, but Elevar's Shopify fidelity is genuinely superior for the single-platform high-volume store.
You have an in-house GTM engineer who wants full container control. Stape at $17/month for infrastructure plus Cloud Run is the correct call. DataCops is the outcome; Stape is the infrastructure for the team that wants to own every tag configuration themselves.
You are running mobile app install campaigns as your primary acquisition channel. TrafficGuard's MMP integrations (Adjust, AppsFlyer, Kochava, Singular) cover mobile install fraud in ways that no web-first tool handles. DataCops is built for web conversion events, not app attribution pipelines.
The question your current stack cannot answer
Your CAPI fired this month. Events went to Meta. Google received conversions. Tik Tok registered purchases. LinkedIn logged leads.
How many of those events came from real humans?
Not "did the events fire." Not "is my EMQ above 8.0." Which events, specifically, originated from datacenter IPs, VPN endpoints, residential proxies, or known fraud email domains before they were ever dispatched.
If you are running Lunio, you blocked some bad clicks at the gate. You have no visibility into what cleared the gate and converted anyway. If you are running any CAPI tool without pre-event bot filtering, you are sending a cleaner version of a contaminated signal. Meta's algorithm is doing something with those events right now. Project Andromeda has been acting on contaminated signals since October 2025. The damage compounds forward from every event, not just the ones you can see.
The pipe question is not what percentage of your traffic is bots. The pipe question is what percentage of your conversions trained Meta on the wrong audience, and how long ago it started.
