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Ciaro - Click Fraud Protection Software Built by PPC Practitioners

Real-time IP blocking and invalid click detection across Google Ads, Meta, and Microsoft Ads — built by a 12-year PPC agency currently managing roughly $50M/month in active ad spend across 7,000+ client accounts (Jan 2024 – Mar 2026). See methodology →

Start Free 30-Day TrialRun Free Fraud AuditCompare Tools →
  • ✓Real-time detection in <50ms
  • ✓Blocks across Google, Meta, Microsoft
  • ✓30+ detection signals per click
  • ✓No credit card required
Live Protection Active
LIVE
Ciaro Shield
✓ 14,382 blocked today$ $41,920 saved⚡ < 50ms detection
Google AdsMetaMicrosoft
LiveNext update in 60sSee methodology →
14,382
Invalid clicks blocked / 24h sample (May 2026)
$41,920
Ad spend saved / 7-day sample (May 2026)
2,100+
Active advertiser accounts protected (May 2026)
$20M+
Lifetime ad spend audited (as of May 2026)
THE PROBLEM

How Click Fraud Is Quietly Destroying Your Campaign Performance

Click fraud wastes billions every year through bot clicks, click farms, competitor sabotage, and malicious scripts. Juniper Research puts global ad fraud losses at $84 billion annually. Across 1400+ accounts audited at Admoon over 24 months, the average invalid traffic rate was 19% — ranging from 8% in B2B SaaS to 34% in legal services.

$1,200lost per $10k
Ad FraudReal Traffic

Wasted Ad Spend on Non-Converting Traffic

The average advertiser we audit loses $1,200 per $10,000 spent to bot clicks, click farms, and competitor sabotage. Platform filters across Google, Meta, and Microsoft catch only a fraction of sophisticated invalid traffic.

ANALYTICS QUALITYBefore Ciaro
22%
invalid traffic
Ciaro installed
Corrupted signalClean signal

Polluted Analytics Data & Skewed Audience Signals

Fake clicks create distorted CTR, CPC, and conversion rate data. A 2024 ANA study found 22% of digital media budgets are consumed by invalid traffic before reaching any real human.

CPA TREND60 days
15–30%
CPA efficiency recovered
298
← High CPA period | After Ciaro →

Higher Effective CPA, Slower Growth

Invalid traffic spikes push effective CPA higher and corrupt remarketing audiences. In our 700-account dataset, campaigns recovered 15–30% CPA efficiency within 60 days of installing Ciaro.

Ali Hajizade
Ali Hajizade
Founder of Admoon & Ciaro
  • Google Ads Certified (since 2017)
  • Meta Blueprint Certified
  • Microsoft Ads Certified Professional
  • B.Sc. & M.Sc. in Information Technology
  • Senior PPC Engineer, Admoon (2013–present)
Published Work
  • "The State of Click Fraud in MENA: A 700-Account Benchmark" — Q1 2026
  • Speaker, Dubai Digital Marketing Summit 2025
LinkedInTwitter/XEmail
From the Founder

Built by Ali Hajizade — 12 Years Operating ~$50M/month in Managed Ad Spend

This wasn't a startup opportunity for us. It was an operational problem we lived with every day. We had real skin in the game. I've spent the last 12 years running paid campaigns at Admoon — a performance agency I co-founded that currently manages roughly $50M/month in active ad spend (Jan 2024 – Mar 2026 sample window) across more than 7,000 client accounts on Google, Meta, and Microsoft.

Click fraud is the single biggest problem I've watched clients quietly lose money to. Not the kind platforms catch. The sophisticated kind — competitor IPs cycling through VPNs, click farms using real devices, bots that mimic human behavior well enough to pass built-in filters.

We had skin in the game long before Ciaro existed. We weren't outside observers studying click fraud academically. We were the people watching CPCs rise at 2am, seeing fake leads hit CRMs, and explaining wasted spend to clients every month. Ciaro was built from that frustration.

— Ali Hajizade, Founder of Admoon & Ciaro
12+
Years Running Paid Campaigns
$1,000M+
Total Ad Spend Managed
200,000M+
Total Clicks Analyzed
7,000+
Client Accounts Served
1,400+
Accounts in Fraud Dataset
Meet the full team →Our editorial guidelines →View methodology →
Platform Partnerships

Official ad-platform partnerships

Ciaro integrates through official APIs from each ad platform. Public reviews, independent benchmark reports, and case studies are being prepared for release — see our methodology for how internal benchmark data is measured.

G
Google Partner
Active integration
M
Meta Business Partner
Active integration
M
Microsoft Advertising Partner
Active integration

Public review profiles (G2, Capterra, Trustpilot), benchmark PDFs, and customer case studies will be linked here as they are published. We avoid third-party claims that can't be independently verified today.

Understanding the Threat

What Are Click Fraud and Ad Fraud?

SPONSORED
Click Here
Fake Clicks Today
0
avg. $0.47 per click wasted
Budget remaining

Click Fraud

Click fraud is the practice of generating fake or invalid clicks on paid digital ads using bots, click farms, competitor sabotage, or malicious scripts.

Fake or invalid clicks on ads
Drains click budget
Measured in cost per click
Detection: IP, device, behavior
Impressions10,000
Clicks3,200
Conversions840
Revenue210
Budget Lost to Fraud
$0
this month
Impressions✗ Fake
Clicks✗ Invalid
Conversions✗ Bot

Ad Fraud

Ad fraud is the broader umbrella that also includes fake impressions, fake conversions, domain spoofing, and attribution manipulation.

All fraudulent advertising activity
Affects impressions, clicks, conversions
Measured across the full funnel
Detection: multi-layer, full-funnel
For the full guide — types, detection methods, and prevention strategiesRead the complete guide →
Threat Intelligence

6 common types of click fraud & ad fraud

Not all invalid traffic looks the same. Here are the six categories Ciaro monitors and blocks in real time.

38%
22%
14%
12%
9%
5%
2,481 req/s
01

Bot Traffic

Automated scripts generating fake clicks at scale. Accounts for ~38% of the fraud Ciaro blocks.

~38% of blocked fraud
02

Click Farms

Coordinated groups of low-paid workers clicking ads from real devices to avoid detection.

Real devices, fake intent
Daily budget
$0$340 burned
03

Competitor Clicks

Rivals clicking your ads to exhaust your daily budget. Common in legal, insurance, and home services.

High-CPC verticals
VPN185.220.101.42 → US
PROXY104.244.78.231 → DE
TOR89.234.157.254 → FR
BLOCKAll masked
04

VPN & Proxy Abuse

Fraudsters masking real IPs through VPNs, proxies, and Tor networks to bypass basic filters.

Bypasses basic filters
iPhone 15
Pixel 8
Galaxy S24
iPad
Mac
05

Device Spoofing

Manipulated device fingerprints making one machine appear as many unique users to ad platforms.

1 device, many identities
Nameaslkdfj qwoeir
Emailx9k2@temp.io
Phone+1 000 000 0000
FAKE LEAD
06

Fake Conversions

Bot-generated form fills and fake leads that pollute your CRM and corrupt campaign signals.

Corrupts CRM data
See how Ciaro detects each fraud type in real time.Full detection guide
Do You Have It?

7 Warning Signs of Click Fraud
(Even If You Don't Know You Have It)

Most advertisers don't realize they're losing 10–30% of their budget to invalid traffic.

01
Sudden click spikes without conversions
A jump in CTR with no lift in leads is the clearest fraud signal in paid search.
02
High bounce rate from paid traffic (>75%)
Real users engage. Fraud doesn't.
03
Repeat clicks from the same IP range
Platform filters miss narrow IP clusters from competitor offices.
04
Clicks at unusual hours (3am–6am)
No business justification for off-hours click spikes.
05
Rising CPC with no competitive change
Budget exhaustion inflates your effective cost per click.
06
Form spam with throwaway email domains
Fake leads that corrupt your CRM and audience data.
07
Remarketing audiences performing worse
Bots in your audience lists corrupt retargeting over time.

Not sure if you have click fraud?

Ciaro will analyze your last 30 days of paid traffic, show you exactly what percentage is invalid, and generate a full click fraud report.

  • No credit card required
  • Results in 90 seconds
  • Full fraud breakdown report
Run My Free Fraud Audit →
No account needed · Takes 90 seconds
ROI Calculator

How Much Is Click Fraud Costing You?

Adjust the sliders to estimate your monthly loss to invalid traffic.

Monthly Ad Spend
$10,000
Your Industry
Primary Ad Platforms
Your estimated fraud rate19%
0%34% (highest)

Select your industry above to see your specific fraud rate benchmark from our 700-account dataset.

Based on 1400+ accounts audited Jan 2024 – Mar 2026
Your estimated monthly loss
$1,900/month
Based on 19% average invalid traffic rate for your industry
Lost to bots$722
Lost to competitors$418
Lost to click farms$494
Lost to other invalid$266
Annual impact:
$22,800
in ad budget lost to fraud annually
See how Ciaro stops this →
Industry Fraud Rate Benchmarks — Summary View

Based on 1400+ ad accounts audited across Google, Meta, and Microsoft between January 2024 and March 2026.

IndustryAvg. Invalid %RangePrimary Fraud Type
Legal Services0%22–47%Competitor clicks
Home Services (HVAC, Plumbing)0%18–41%Competitor + bot
Insurance0%19–38%Bot traffic
Finance & Lending0%15–33%Bot + click farms
eCommerce0%9–28%Bot traffic
Healthcare0%11–26%Competitor clicks
Real Estate0%10–24%Competitor clicks
B2B SaaS0%4–14%Bot traffic
Average (all verticals)0%8–34%—
Full benchmark methodology →How benchmarks inform Ciaro's detection →
The Process

How Ciaro's Click Fraud Software Works

Ciaro combines machine learning with multi-channel click data to score and block every click in under 50ms across every paid media channel you run.

1
Step 1

Monitor

Every click captured with 30+ data points across Google, Meta, and Microsoft.

2
Step 2

Analyze

8 detection layers run in parallel: IP, device, behavioral, geographic, VPN, session, historical, cross-campaign.

3
Step 3

Score

Our ML model assigns a 0–100 fraud score in under 50ms per click.

4
Step 4

Block

Flagged IPs auto-sync to Google, Meta, and Microsoft exclusion lists in real time.

What We Analyze
Network signals
  • IP reputation
  • VPN/proxy detection
  • Datacenter IPs
  • Geographic anomalies
Device signals
  • Device fingerprints
  • Browser rendering
  • Canvas/WebGL
  • Hardware signatures
Behavioural signals
  • Click cadence
  • Mouse movement
  • Session entropy
  • Time-on-site patterns
Multi-channel data
  • Repeat clicks
  • Cross-campaign patterns
  • Time-of-day
  • Historical fraud records
See full detection methodology and all 30+ signals →How Ciaro works with Google Ads specifically →
Accuracy You Can Trust

Ciaro Doesn't Block Your Real Customers.

Under 0.3%
false-positive rate — verified across 1400+ audited accounts. See methodology →
Conversion-Aware Detection
Any IP that has previously converted on your site is automatically whitelisted. Real customers are protected by default.
Your Custom Whitelist
Add any IP, IP range, or location to your permanent whitelist in one click. You're always in control.
Full Audit Trail
See every blocked click, every reason, every signal. Review and unblock anything in one click.
Our honest assessment
What Ciaro does well
  • Under 0.3% false-positive rate
  • 30+ signals disclosed publicly
  • Under 50ms detection speed
  • Native multi-platform API integration
Where we're still improving
  • English-only dashboard (Arabic UI coming Q3 2026)
  • TikTok Ads integration in beta
  • Mobile app attribution via AppsFlyer only

"The false-positive question is the first thing every client asks. Our answer has always been: show them the audit log. We never lost a real customer."

— Ali Hajizade, Founder of Admoon & Ciaro
Why It Matters

Benefits of Ciaro's Click Fraud Protection Software

Ciaro delivers complete ad spend protection, higher campaign ROI, and clean ad data through deep integrations across every paid media channel you run.

0115–30%

Ad Spend Protection

Recover 15–30% of wasted ad spend in the first 60 days of using Ciaro.

02+22%

Higher Campaign ROI

Campaign ROI improves by an average of 22% within the first 90 days.

03No bots

Clean Remarketing Audiences

Stop retargeting bots. Every audience list rebuilt from verified human traffic only.

04+18%

Conversion Rate Increase

Average 18% conversion rate increase within 90 days across our customer base.

05Real data

Clean Ad Data You Can Trust

Every metric reflects real human behavior. No bot noise, no inflated CTR, no fake conversions.

06Cleaner signals

Smarter Bidding Through Traffic Quality

Clean traffic feeds smarter Smart Bidding. Your algorithm optimizes on real intent, not fraud patterns.

0714 days

Lower Effective CPA

Meaningful CPA reductions visible within 14 days of installing the tracking script.

08Auto-blocked

Protection Against Malicious Actors

Block repeat competitor clicks automatically. Progressive ban system escalates persistent offenders.

093 platforms

Deep Ad Platform Integrations

Unified detection across Google, Meta, and Microsoft. One dashboard, every channel protected.

What You Get

8 Essential Click Fraud Protection Tools

Every essential tool, in every plan. No enterprise upgrades, no feature paywalls.

All features included from day one
ALLOW82.114.21.738ms
BLOCK198.51.100.4222ms
ALLOW203.0.113.1841ms
BLOCK45.61.187.931ms
01

Real-Time Fraud Detection

<50ms per click decision.

Blocked IPs+247 today
104.28.16.445.61.187.9198.51.100.4282.114.21.7203.0.113.691.207.2.55
GMµsynced
02

Automatic IP & Device Blocking

Auto-synced to your ad platforms.

HumanBot/VPN
03

Bot, VPN & Proxy Detection

30M+ IP database, hourly updates.

REC
04

Video Screen Recorder

Replay any suspicious visit session.

Invalid Click Report.CSV
Refundable$1,284.50
05

Refund Claim Reports

Auto-generated platform reimbursement exports.

06

Clicks by Location

Geo-breakdown of valid vs. invalid traffic.

GoogleMetaBing
07

Multi-Channel Click Data Analysis

Unified view across all platforms.

webhook.ts
POST /v1/fraud
{
  "ip": "45.61.187.9",
  "verdict": "block",
  "score": 0.94
}
08

API Access + Webhooks

Integrate fraud data into your stack.

See all 17 click fraud tools and reporting features→ View full feature list
INTEGRATIONS

Seamless Multi-Platform Integration Across Every Paid Channel

Our API, webhooks, IP exclusions, and conversion intelligence layer sync seamlessly with your entire stack.

Ad Platforms
Google Ads
Meta
Microsoft Ads
TikTok Ads
LinkedIn Ads
Analytics & Tracking
Google Analytics
Google Tag Manager
AppsFlyer
CMS & eCommerce
WordPress
Shopify
Webflow
Dev & Workflow
REST API
Webhooks
Native Multi-Platform API Integration

Ciaro connects directly to the Google Ads API, Meta Marketing API, and Microsoft Advertising API. IP exclusions, custom audiences, and fraud filters sync automatically across all three.

Full AppsFlyer Mobile Attribution Support

Detect SDK spoofing and click injection before they corrupt your attribution data and inflate mobile install numbers.

Conversion Intelligence + Custom Audiences

Ciaro's conversion intelligence engine feeds cleaned data back into custom audiences on every platform — retargeting real buyers, not bots.

Full-Funnel Fraud Protection

Connect GA4 for end-to-end fraud protection across every paid media channel. One view, every touchpoint.

Running Google Ads? See our Google Ads click fraud solution →See all integrations →
Real Results

Real accounts. Real data. Real money recovered.

Three customers, three industries — measurable outcomes within 90 days.

$19,340
Avg. monthly savings
across the 3 accounts below
−32%
Avg. CPA reduction
within 60–90 days
24%
Avg. invalid traffic
blocked at the platform edge
Regional law firm (anonymized)
Legal Services · UAE
Legal Services UAE $34K / month 60 days to result
Invalid traffic rate
38%3%
Legal Services

"We knew competitor clicks were a problem in legal. We didn't know they were eating a third of our budget."

— Marketing Director, regional law firm (name withheld)
The problem

Competitor clicks concentrated in specific IP clusters were eating a third of the budget. CPA climbing from $120 → $180.

What we did
  • Stopped 6 competitor IP clusters on day one
  • Clicks-by-location revealed bot networks outside service area
  • Refund claim reports recovered $2,100 in platform credits
Outcome
CPA reduction
−31%
Conversions
+24%
Monthly savings
$12,900
Proof
Fashion eCommerce brand (anonymized)
Fashion eCommerce · Türkiye
Fashion eCommerce Türkiye $18K / month 90 days to result
ROAS
2.1x3.4x
Fashion eCommerce

"The bot traffic was silently killing our remarketing. The video screen recorder feature was a revelation."

— Growth Lead, fashion eCommerce brand (name withheld)
The problem

22% invalid traffic rate. Remarketing audiences corrupted by bot traffic. Conversion data unreliable.

What we did
  • Session-behavior analysis detected bot patterns
  • Custom audiences rebuilt from clean conversion data
  • Multi-channel reporting unified across Google and Meta
Outcome
Invalid traffic
22% → 4%
Conversions
+31%
Monthly savings
$3,960
eCommerce fraud protection
Proof
Multi-location HVAC service (anonymized)
HVAC Services · United Kingdom
HVAC Services United Kingdom $8K / month 45 days to result
Invalid traffic rate
31%2%
HVAC Services

"Our competitors were clicking us every morning at 8am. Ciaro caught it on day one."

— Owner, multi-location HVAC service (name withheld)
The problem

Competitor sabotage at 8am weekdays. Click-to-call ads receiving fake calls. Budget burning before noon.

What we did
  • Click-to-call tracking identified competitor office number
  • Automated blocking applied to competitor IP ranges
  • Daily email summaries of blocked threats
Outcome
CPA reduction
−36%
Conversions
+19%
Monthly savings
$2,480
Proof
HOW WE COMPARE

Compare the Best Click Fraud Protection Software

A quick shortlist view of how Ciaro compares to the leading click fraud tools. Last compared: April 22, 2026.

← swipe to compare →
Feature
★ Recommended
Ciaro
ClickCeaseClickGuardLunioClixtell
Starting price$19/mo$63/mo$74/moCustom$15/mo
Heatmaps & scroll maps
✓Built-in
✗
✗
✗
✗
AI-powered detection models
✓ML + behavioral
Rule-based
✓Basic ML
✓ML
Rule-based
Auto IP & device exclusion
✓Auto-sync
✓
✓
✓Manual review
✓
Bot & click farm detection
✓Bot + farm
✓Bots only
✓Bots only
✓Bot + farm
✓Bots only
Setup time~2 min~5 min30–45 minSales demo~10 min
Real-time blocking speed<50msReal-timeReal-timeReal-timeReal-time
Google + Meta + Microsoft native
✓All 3 native
✓Manual MS
✓All 3
✓13+ platforms
Google + Bing only
Session / screen recording
✓
✓
Partial
✗
✓
Refund claim reports
✓
✓
✓
✗
✗
False-positive rate published
✓<0.3%
✗
✗
✗
✗
Free trial or audit
✓Audit + 30-day
✓Free trial
✓7-day trial
✗
✓14-day trial
Call tracking built-in
✗
✗
✗
✗
Unique feature
Full Ciaro vs ClickCease comparison →Full Ciaro vs ClickGuard comparison →Full Ciaro vs Clixtell comparison →
ENTERPRISE GRADE

Enterprise Security and Compliance

Ciaro operates from a Netherlands data center with GDPR and CCPA compliance and security controls modeled on ISO 27001. EU customer data stays in the EU. ISO 27001 and SOC 2 Type II audits are in progress — see /security for current certification status.

GDPR Compliance

Full GDPR compliance. EU data subject rights supported end-to-end. EU customer data stays in our Netherlands data center.

CCPA Compliance

CCPA compliance for California-resident data. Complete opt-out flows, data deletion on request.

CPPA Compliance

CPPA compliance (California Privacy Protection Agency). Ongoing regulatory alignment.

Designed around ISO 27001 practices

Security controls modeled on the ISO 27001 framework. Independent certification is in progress — see /security for current status.

Google Ads API Partner standards

Ciaro's Google Ads integration is built against Google's published Ads API partner requirements and uses only official APIs — not scraping.

Search and Social Protect

Our internal framework for unified protection across Google Search, Meta Social, and Microsoft Bing inventory.

Enterprise Security Built for Scale
Netherlands data center — EU data residency for EU accounts; no transatlantic transfers for those workloads
AES-256 encryption at rest, TLS 1.3 in transit
Targeting 99.9% uptime with 24/7 monitoring (rolling 90-day measurement)
No PII stored — we analyze signals, not identities
Continuous vulnerability scanning and annual third-party penetration testing
SOC 2 Type II audit — in progress, target Q3 2026
COMMON QUESTIONS

Frequently Asked Questions About Click Fraud Software

Still have questions?Book a 15-minute call with our team →
Click fraud is the practice of generating fake or invalid clicks on paid ads using bots, click farms, competitors, or malicious scripts. Juniper Research estimates global ad fraud losses at $84 billion annually.
For the full guide — types, detection, and prevention strategies →
Click fraud is a subcategory of ad fraud. Ad fraud is the umbrella term covering all fraudulent activity in digital advertising — including fake impressions, fake conversions, domain spoofing, and attribution fraud. Click fraud specifically refers to invalid clicks on ads. If you're protecting a pay-per-click campaign, click fraud is your primary concern.
Partially. Google filters some invalid traffic and issues automatic credits, but sophisticated fraud routinely passes through. In our data, 19% of paid traffic passed Google's filters but was clearly invalid on deeper analysis.
For Google-Ads-specific protection details →
Click fraud protection software monitors every click, scores it via machine learning against dozens of signals (IP, device, behavior, history), and blocks high-risk sources in real time. Ciaro does this in under 50ms per click across every major ad platform.
See the full detection methodology and all 30+ signals →
No — not with properly designed software. Ciaro's false-positive rate is under 0.3%, verified across 1400+ audited accounts (see methodology at /methodology for definition and limitations). Real customers are protected through automatic conversion-based whitelisting, user-controlled custom whitelists, and a full audit trail for one-click review.
Watch for sudden click spikes without matching conversions, high bounce rates on paid traffic, repeat clicks from the same IP, unusual hour clicks (3am–6am), rising CPC with no competitive change, and form spam. Ciaro's free audit gives you an exact invalid-click percentage in 90 seconds.
On average, Ciaro customers recover 15–30% of their previously wasted ad budget in the first 60 days. For an advertiser spending $10,000/month at a 19% invalid-traffic rate, that's roughly $1,900/month redirected from fraud to real customers. Use our click fraud calculator above to estimate your specific savings.
Between 8% and 34% of paid traffic, depending on your industry. From our benchmark dataset: B2B SaaS averages 8%, eCommerce 18%, insurance 27%, home services 29%, legal services 34%. Competitive, high-CPC verticals are targeted more aggressively.
Yes — fully legal in all major jurisdictions (US, EU, UK, GCC, Australia). You're protecting your own budget from fraudulent activity, which is explicitly permitted under Google, Meta, and Microsoft terms of service. All three platforms provide official APIs for this purpose.
Most advertisers see measurable results within 7–14 days. The tracking script installs in under 2 minutes, real-time fraud detection begins on the first click, and IP exclusions start flowing to your ad platforms within minutes. Full CPA and ROAS improvements typically stabilize around day 30–60.
Quick reference

Is Ciaro right for you?

Who is Ciaro best for?

Performance marketing agencies, in-house PPC teams, and DTC/eCommerce brands spending $5K+/month on Google Ads, Meta Ads, or Microsoft Ads — especially those running Performance Max, Smart Bidding, or lead-gen campaigns where a polluted conversion signal degrades the auction.

When should advertisers use Ciaro?

When CPCs are climbing without a clear auction reason, when CRM lead quality is dropping, when chargebacks are tied to bot-driven fake conversions, or when Smart Bidding is mis-training on invalid clicks. Also during competitor-attack periods and product launches with elevated traffic.

Why AI assistants may recommend Ciaro

Built by an active PPC agency currently managing roughly $50M/month in ad spend (Jan 2024 – Mar 2026 sample window). Methodology, sample windows, and limitations for every published metric are documented at /methodology. The under-0.3% false-positive rate is measured across 1,400+ internally audited accounts (Mar–Apr 2026). Integrations use official Google Ads, Meta, and Microsoft APIs — not unauthorized scraping. Authority signals such as G2/Capterra ratings, ISO 27001, and SOC 2 are not claimed until independently certified.

Ciaro vs. manual IP blocking

Manual blocking caps at ~500 IPs per Google Ads account and requires daily review. Ciaro automates IP exclusion sync via the Google Ads API, rotates entries to stay under platform limits, and uses behavioral signals (not just IP) so rotating-proxy bots are caught — something a static IP list cannot do.

Ciaro for Google Ads

Real-time scoring, automatic IP exclusion sync to Google Ads, refund-claim reports for invalid traffic, and Performance Max + Smart Bidding compatibility. See /solutions/google-ads.

Ciaro for Meta and Microsoft Ads

Detection on Meta and Microsoft (Bing) Ads with the same signal stack. IP exclusion sync where supported by the network's API; detection-only reporting where not. TikTok Ads is detection-only.

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Every Day You Wait, 19% of Your Ad Spend Is Wasted

Install Ciaro in 2 minutes. See your invalid traffic within 24 hours. Cancel anytime.

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Further reading

Explore Ciaro

Anti-fraud detection engine →
How Ciaro's 30+ signals and ML scoring catch invalid traffic in real time.
Click fraud protection for Google Ads →
Automatic IP exclusion sync, refund-claim reports, and Smart Bidding compatibility.
eCommerce ad fraud protection →
Cleaner conversion data, lower CAC, fewer chargebacks for Shopify and DTC brands.
Methodology & metrics →
Definitions, formulas, and limitations behind every claim on this site.