Cloaking and misleading creatives

Not all bad traffic is fake. A large share of what gets search feeds closed is made by real people who were misled. The visitor exists, the phone is real, the click is real. But the person clicked because an ad promised one thing and the page delivered another, so their click carries no real interest in the advertiser at the end of the chain.

A shop puts a sign in the window: "Free phones today". People walk in and find a room of brochures for phone contracts. Some leave. Some, confused, pick up a brochure on the way out. The brochure company paid for each brochure taken, believing those people wanted a contract. Nobody was a robot. The count is still wrong.

Misleading creatives

The creative is the ad the operator runs on a traffic source such as Meta, TikTok or a native network. A misleading ad is one whose promise does not match the destination. In search arbitrage the destination is a page of related searches or keywords followed by sponsored results, so any creative promising a specific product, price, giveaway, job or government benefit is likely to mislead.

• False offers: "free", "$0", "everyone qualifies" or "claim yours" when the destination only shows search ads.
• Implied functionality: fake play buttons, download buttons, chat bubbles or system alerts that look like part of the phone, not like an ad.
• Borrowed authority: brand names, logos or government imagery the operator has no right to use, which also raises trademark policy problems.
• Sensational clickbait: shock headlines with no connection to the page's content.
• Missing ad disclosure: a native ad dressed up as a news story so the reader does not realise it is paid.

Google's rules for Related Search on Content address this directly. Its help page says traffic sources used to bring people to related-search pages must be relevant to, and accurately describe, what the user will see on the destination page. Since 1 November 2025 publishers have also had to pass the exact text of the upstream ad to Google in the referrerAdCreative parameter whenever the traffic comes from a source they control, so Google can compare the promise with the page.

Cloaking

Cloaking means showing one version of an ad or page to the platform's reviewers and automated checks, and a different version to ordinary users. The reviewer sees a harmless article. The public sees the aggressive version that would never have been approved. Every major ad platform bans it, and it is banned in search-feed policies too, because it defeats ad review by design.

This lesson will not describe how cloaking is built. What matters for a reader is how to recognise that it is happening around you, because it is often done by a partner, an affiliate or a "white-label" supplier, and the account that gets closed may be yours.

Deception on the lander itself

Misleading does not stop at the ad. A page can also push people into ad clicks. Policies on AdSense for Search and RSOC prohibit encouraging clicks, disguising ads as navigation or content, and placing ads where they will be hit by accident. Forced keywords and keyword stuffing are related abuses: the page sends the feed a high-paying search term that has little to do with what the visitor came for, so that expensive ads appear. The visitor did not search for that term in any real sense, which is why it is sometimes classed with query fraud.

Why this counts as invalid, and why consumer law cares

For the advertiser, a misled click is as useless as a bot click, and often more expensive because it comes with a confused phone call or a complaint. Search engines therefore deduct for it, restrict the publisher, or close the feed. In 2025 Google tightened RSOC considerably. Trade press reported that from August 2025 many RSOC publishers were placed on restricted features, including a limit on the number of related search terms and blocks per page, with restrictions lifted case by case for publishers in good standing.

There is also a legal layer. In the United States, deceptive advertising is unlawful under the FTC Act, and regulators in the EU, UK, India and elsewhere have equivalent consumer-protection rules. A policy violation costs you a feed. A deceptive ad aimed at vulnerable people, about debt, benefits or health, can cost far more.