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Google Ads
Shopping campaigns

Stop ad fraud on Google Shopping campaigns

Google Shopping campaigns are under constant pressure from competitor clicks, price-scraping bots, and fraudulent traffic that inflates your cost per sale without generating any revenue. Because Shopping ads are triggered by product queries rather than keywords, the attack surface is broader and harder to monitor manually. Tapper tracks every click across your entire product feed, identifies non-converting fraud patterns in real time, and protects your ROAS before bad traffic distorts your bidding data.

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Trusted by leading brands worldwide

Dominos
STC
Porsche
Almosafer
Infiniti
Marks & Spencer
LEGOLAND
du
Parfums de Marly
Cleveland Clinic
Public Group
Magrabi Retail Group
DKNY
SACO
TOEFL
Regit
Kama
Arabian Dyar
ITE Events
You.gr
Spitishop
Dominos
STC
Porsche
Almosafer
Infiniti
Marks & Spencer
LEGOLAND
du
Parfums de Marly
Cleveland Clinic
Public Group
Magrabi Retail Group
DKNY
SACO
TOEFL
Regit
Kama
Arabian Dyar
ITE Events
You.gr
Spitishop

Shopping campaign fraud erodes margin and distorts performance data

Google Shopping campaigns display product images, prices, and retailer names directly in the search results, which means a competitor needs only to click your listing to waste your budget without ever intending to purchase. In e-commerce categories with thin margins, such as consumer electronics, apparel, and homewares, even a modest volume of fraudulent clicks can tip a campaign from profitable to loss-making. The CPC for competitive Shopping queries routinely exceeds $2 to $5, and for high-value product categories the cost of a single fraudulent click can approach $20. Google's Shopping-specific fraud controls offer no greater protection than those applied to standard Search, leaving advertisers exposed across their entire product catalogue.

A particularly damaging form of Shopping fraud is price intelligence scraping combined with click bombing. Competitors deploy bots that click your Shopping ads repeatedly, partly to drain your budget and partly to monitor your pricing and stock levels. Because these bots are designed to mimic real shopping behaviour, including browsing product pages and adding items to cart before abandoning, they generate engagement signals that look indistinguishable from genuine high-intent visitors. Smart Shopping and standard Shopping campaigns both optimise toward these signals, causing the bidding algorithm to increase bids on product categories that are actively being targeted by fraud, which directly increases the cost of the attack.

The impact of Shopping fraud extends beyond direct budget waste. When fraudulent sessions inflate your click count without contributing to revenue, your reported conversion rate falls and your cost per acquisition rises. Retailers using Google's automated bidding for Shopping often find that these inflated CPA figures cause the algorithm to reduce bids on their best-performing products, pulling them out of the top placements where they generate the most legitimate sales. Cleaning up your Shopping traffic data with Tapper restores accurate performance signals and allows Smart Bidding to correctly identify and prioritise your highest-converting product lines.

How Tapper protects your shopping campaigns on Google

Three steps from connection to clean campaign data, no engineering required.

01

Monitor every Shopping click across your feed

Tapper integrates with your Google Ads account and your website to capture detailed data on every visitor arriving from Shopping campaigns. Each click is matched to the specific product listing that triggered it, giving you granular visibility into which products and categories are attracting the most fraudulent traffic.

02

Separate bots and scrapers from real shoppers

Tapper's fraud engine distinguishes between genuine shopping sessions and automated or fraudulent visits using device fingerprinting, behavioural analysis, and IP reputation scoring. Price-scraping bots, competitor click scripts, and click farm traffic each leave distinct fingerprints that Tapper identifies and classifies in real time.

03

Protect ROAS and restore clean bidding data

Fraudulent IPs and device signatures are excluded from your campaigns automatically. Tapper also flags fraudulent sessions within your analytics so they can be excluded from conversion reporting, ensuring that your ROAS figures and Smart Bidding signals reflect only genuine purchasing intent.

Shopping campaigns fraud by the numbers

Data from Tapper's platform analysis and published industry research.

19%

Of Shopping ad clicks estimated as fraudulent or invalid

$4.20

Average wasted CPC on fraudulent Shopping clicks

31%

ROAS improvement after removing invalid Shopping traffic

2.4x

Higher fraud rate in Shopping vs. standard Search campaigns

Tapper vs Google's Built-in Detection

See exactly where the gaps are, and why they matter to your campaign performance.

Capability
Tapper
Google's Built-in Detection

Product-level fraud detection and reporting

Yes, fraud attributed to specific SKUs and categories

No, only campaign-level invalid click data

Price-scraping bot identification

Yes, scraper fingerprints identified and blocked

No, scraper bots not distinguished from regular traffic

Real-time IP exclusion for Shopping campaigns

Yes, automatic exclusion list updates

No, manual exclusion process only

Cart-abandonment fraud pattern detection

Yes, fake add-to-cart behaviour flagged via behavioural scoring

No, cart events treated as positive engagement signals

ROAS protection through clean conversion data

Yes, fraudulent sessions excluded from conversion reporting

No, invalid traffic pollutes ROAS calculations

Competitor click clustering

Yes, IP range analysis identifies repeat competitor sources

No, competitor clicks treated as organic variation

Smart Shopping and standard Shopping support

Yes, both campaign types fully supported

Partial, Smart Shopping has no placement-level controls

Success stories

Trusted by industry leaders

See how companies are protecting their ad budgets and improving ROI with Tapper.

Tapper played a key role in improving the efficiency of Du's performance marketing activity by addressing traffic quality issues within campaigns. Following implementation, Du achieved a 13% reduction in CPA and an 8.6% increase in order rate, demonstrating a clear improvement in conversion quality and overall campaign effectiveness.

Joseph Elbcherrawy

Joseph Elbcherrawy

Client Leadership Director, Mindshare, a WPP Media Brand

Mindshare, a WPP Media Brand

During our Tapper trial for INFINITI, we uncovered low-quality traffic that wasn't visible inside the platforms. Removing it delivered a 14% uplift in conversions and an 11.4% reduction in CPA - a meaningful efficiency gain for INFINITI's 2026 growth plans.

David Barnes

David Barnes

Data & Technology Lead, Omnicom Group

Omnicom Group

With Tapper's protection we were able to identify and block invalid clicks in real time. The impact was immediate as our cost per acquisition dropped by 30% and ROAS improved significantly. More importantly, Tapper gives us the confidence that our campaigns are reaching genuine customers, which makes it truly invaluable.

Dimitris Bakas

Dimitris Bakas

Senior Performance Marketing, Public Group

Public Group

We started using Tapper to get better visibility on where our clicks were coming from, and ended up cutting wasted spend by over 12%. The performance uplift was clear, and for the first time, we could trust the numbers we were seeing. It's a total game-changer for campaign integrity.

Stuart Parkin

Stuart Parkin

Director of Operations, Regit

Regit

Tapper's blocking technology purifies our paid media traffic which roughly equates to a 36x return against its subscription costs. It's certainly one of the easiest-to-implement tools in our entire marketing stack.

Reno Mindemann

Reno Mindemann

Head of Growth, Kama Capital

Kama Capital

We've been using Tapper for over a year now, and it has become a core part of how we run paid media. Invalid traffic was always something we knew existed but couldn't really act on. Tapper changed that. We're now saving up to $50K per year, and on PureSquare specifically, we saw around a 20% decrease in CPA. Based on these results, we decided to roll it out across other ventures under Disrupt as well.

Nurkan Kirkan

Nurkan Kirkan

GTM Consultant / Paid Growth, Disrupt.com

Disrupt.com

Trusted by leading brands worldwide

Infiniti
Dominos
TOEFL
STC
Public Group
Almosafer
Porsche

Frequently asked questions

Everything you need to know about protecting your shopping campaigns on Google Ads.

Shopping campaigns carry a higher fraud risk in several ways. Because they are triggered by product-level queries rather than keyword-controlled ad groups, advertisers have less control over exactly which searches trigger their ads, which broadens the exposure. Additionally, Shopping ads display your price publicly, making them a target for competitor intelligence gathering via automated clicking. The combination of competitive intent and automated scraping activity means Shopping campaigns typically see higher invalid click rates than equivalent Search campaigns in the same category.

Sophisticated shopping bots are designed to pass basic engagement tests by loading product pages, scrolling, and sometimes even initiating checkout flows. Tapper detects them through a combination of device fingerprinting, which identifies headless browsers and automation frameworks even when they spoof standard user agents, and behavioural scoring, which analyses the statistical distribution of actions across a session. Genuine shoppers produce highly variable behaviour patterns, while even advanced bots produce detectable regularities in timing and interaction sequences.

Yes. Tapper's reporting breaks down fraud rates by product ID, product category, and price band, allowing you to see exactly which listings are attracting disproportionate fraudulent traffic. This is particularly useful for identifying whether a competitor is targeting specific high-margin products or whether a click farm is working across your entire catalogue. You can use this data to prioritise exclusions and to adjust your bidding strategy to account for elevated fraud risk in certain categories.

Tapper operates entirely at the click and session level and does not interact with your Google Merchant Center account or your product feed. There is no risk of feed errors, product disapprovals, or any disruption to your Shopping campaign setup. The integration works by adding a lightweight script to your landing pages and connecting to your Google Ads account via the API, with no changes required to your feed management workflow.

Performance Max campaigns that include Shopping asset groups are fully supported by Tapper. When a PMax campaign serves a Shopping-style product listing ad, Tapper captures the click data, scores it against our fraud detection model, and applies any necessary exclusions to the parent PMax campaign. Tapper's product-level reporting also attributes fraudulent traffic to the specific product listing that was clicked within the PMax asset group, giving you the granularity that Google's own PMax reporting withholds.

Other campaign types on Google Ads

Each campaign type has its own fraud patterns. Tapper covers them all on Google.

Performance Max

Protection on Google

Stop paying for fraud on Google shopping campaigns

Book a demo and we will show you exactly what Tapper would block on your account, before you commit to anything.

Book a demoAll Google protection