Journal
Emerging ChannelsJanuary 18, 20265 min read

The New Frontier: Fighting Ad Fraud in CTV and Retail Media Networks

As budgets shift to Connected TV and Retail Media, fraudsters are following the money. Learn how to detect 'too perfect' performance and secure your programmatic supply chain.

By 2026, the advertising world has seen a massive migration. Connected TV (CTV) is projected to reach over $46 billion in global spend, and Retail Media Networks (RMNs) have exploded into a $165 billion ecosystem. For marketers, these channels represent the holy grail: high-impact video and closed-loop attribution.

However, where there is rapid growth and high CPMs, there is sophisticated fraud. The "premium" nature of CTV makes it an irresistible target for spoofing, while the fragmentation of retail media provides perfect hiding spots for attribution manipulation. To win in 2026, you must understand that fraud in these channels doesn't always look like a "failed" metric. Often, it looks like a resounding success.

Digital security shield representing ad fraud protection


The CTV Paradox: When "Too Good" Performance is a Warning Sign

In traditional display, fraud is often marked by low engagement. In CTV, it is the opposite. Because CTV is a "lean-back" medium with high completion rates, fraudsters use bots to simulate perfect viewing habits.

Identifying "Perfect" Bot Behavior

If your CTV campaign shows a 99% completion rate across every app and every hour of the day, you should be suspicious. Real humans get distracted, change channels, or turn off the TV. Bots, however, are programmed to watch to the final frame to maximize the payout for the fraudulent publisher.

The Rise of Device Spoofing

One of the most common CTV fraud techniques in 2026 is Device Spoofing. Fraudsters falsify signals so that a low-value mobile device or a server-side script appears to the ad exchange as a premium Smart TV. You pay "Big Screen" prices for an impression that was never actually rendered on a television.


Retail Media: The Attribution Trap

Retail Media Networks are prized for their "closed-loop" reporting: the ability to link an ad view directly to a purchase. But this loop can be compromised.

Attribution Hijacking

Sophisticated bots now target the "last-click" or "last-view" window. By injecting fake engagement signals just moments before a real human makes a purchase, the bot "steals" the attribution. Your dashboard shows a high ROI for your RMN spend, but in reality, that customer would have purchased anyway. The bot simply jumped in at the last second to claim the credit.

The Fragmentation Challenge

With "everything becoming an ad network"—from grocery apps to travel sites—marketers are managing dozens of isolated dashboards. This fragmentation makes it nearly impossible to spot cross-platform patterns of sophisticated invalid traffic (SIVT) without a centralized verification layer like AdPurity.

Abstract data network lines representing traffic flow and tracking


Deep Dive: 2026 Strategies for Emerging Channel Security

To protect your budget in these high-stakes environments, your team needs to adopt a "Trust but Verify" operating model.

1. Supply Path Optimization (SPO)

The more "hops" an ad takes between you and the publisher, the more opportunities there are for fraud. In 2026, you should prioritize Direct-to-Publisher deals or highly curated Private Marketplaces (PMPs). Reducing the number of intermediaries instantly shrinks your fraud surface area.

2. Validating SSAI Integrity

Server-Side Ad Insertion (SSAI) is essential for seamless streaming, but it is also a black box for many advertisers. Fraudsters can manipulate SSAI sessions to generate illegitimate impressions that look like they are coming from a verified server. Require your partners to use certified SSAI providers that support third-party verification and transparent session headers.

3. Cross-Device Identity Resolution

Bots struggle to maintain a consistent identity across different devices. By using AdPurity's real-time behavioral fingerprinting, you can see if a "household" on CTV matches the behavior of the "user" on your retail site. A mismatch in hardware signals or interaction patterns is a primary indicator of spoofed traffic.


Red Flags to Watch For in Your Reports

Red FlagPossible CauseAction Step
100% Completion RatesBot-simulated playbackAudit the specific apps and dayparts.
Spikes at 3 AMInternational bot farmsEnable geo-fencing and time-of-day caps.
Unusual Device ID FrequencyDevice ID rotation/spoofingCheck for stable identity signals via AdPurity.
High CTR on CTVClick-injection / Accidental clicksMonitor for "zero-engagement" post-click sessions.

How AdPurity Secures the Programmatic Future

AdPurity isn't just for search and social. We have evolved to meet the needs of the programmatic era, providing the "Ground Truth" for your CTV and Retail Media spend.

Pre-Bid and Post-Bid Verification

AdPurity works across the entire lifecycle of an impression. Our intelligent bot management uses AI to analyze millions of signals per second, blocking high-risk bids before you spend a dime and providing forensic auditing for the impressions that do serve.

Unified Channel Visibility

Stop hunting through twenty different retail media dashboards. AdPurity provides a Single Source of Truth, allowing you to compare traffic quality across every network you use. This transparency helps you identify which platforms are delivering real incremental value and which ones are simply recycling bot traffic.

Marketer analyzing charts and campaign performance on a laptop


Use Case: Protecting a CPG Brand’s Retail Media Launch

A global CPG brand launched a major campaign across four different Retail Media Networks. On paper, one network was outperforming the others by 400% in terms of "Attributed Sales."

The Reality Check

Using AdPurity to audit the traffic, the brand discovered that the "top-performing" network had a massive issue with Attribution Hijacking. Bots were firing "view" pixels on low-quality third-party sites that were part of the network's extended reach, claiming credit for organic sales.

The Fix

By removing the "extended reach" placements and focusing only on on-site inventory verified by AdPurity, the brand saw their true ROAS stabilize. They redirected $500,000 of wasted budget into the networks that were actually driving incremental growth.


Take Control of the Emerging Ecosystem

The shift to CTV and Retail Media is a massive opportunity for growth, but only if you are playing with clean data. Don't let the "too perfect" metrics of bot traffic distract you from your real business goals.

Start your AdPurity free trial and get a clear view of your programmatic health. Whether you are buying the big screen or the digital shelf, we ensure your investment reaches real people.

Protect the traffic you pay for.

Put the tactics from this article into practice with AdPurity's fraud detection workflow.