Conversion Science · established evidence
What the FTC Actually Said About Dark Patterns in 2022
In September 2022 the staff of the FTC Bureau of Consumer Protection published "Bringing Dark Patterns to Light," a report that named four recurring design tactics the agency treats as potential violations of Section 5 of the FTC Act: disguised advertising, obstructed cancellation, buried junk fees, and forced data-sharing. Approved by the Commission by a 5-0 vote, the report drew its taxonomy directly from the peer-reviewed research literature on deceptive design. It is a staff report rather than a binding rule, but it matters for a reason most owners miss: it tells you which parts of a website the FTC now reads as a legal surface. For a small business, those parts are almost always the same two: the checkout and the cancellation flow. This is what the report said, where its evidence comes from, and what it changes for the funnel you already run.
What the report is, and what it is not
"Bringing Dark Patterns to Light" is a staff report of the FTC Bureau of Consumer Protection, released on September 15, 2022 and approved by the Commission on a 5-0 vote. The term "dark pattern," coined by the designer Harry Brignull in 2010, describes an interface built to trick or manipulate a user into doing something they would not otherwise choose. The report catalogs how these designs appear across shopping, subscription, and data-collection flows, and states plainly that the agency will pursue them under its existing authority.
It is important to read the document for what it is. A staff report is not a rule and does not itself create new obligations. What it does is set out how the agency intends to apply a law that is already in force, Section 5 of the FTC Act, to the specific design choices it has been seeing. In practice a report like this functions as public notice: it removes the "we did not know" defense and tells businesses which patterns the Commission has decided to treat as unfair or deceptive.
The distinction matters because a later development is often misread as making the whole subject moot. It does not, as the closing section of this article explains.
The four tactics the report names
The report organizes its examples around four recurring problem areas. Each maps to a concrete part of a commercial website, which is what makes the document useful rather than abstract.
Disguised advertising
The first tactic is design that hides the commercial nature of content, so that an advertisement is styled to look like independent editorial copy, a native news story, or an organic user recommendation. The harm the FTC identifies is that a buyer cannot tell they are being sold to, and therefore cannot weigh the message the way they would weigh an ad. For a small business this is the line between an honest testimonial section and a fabricated one, and between clearly labeled sponsored placement and content engineered to pass as neutral.
Obstructed cancellation
The second tactic is the asymmetric flow: sign-up is one click, but cancellation is buried behind a phone tree, a retention maze, or steps that do not mirror the ease of joining. The report treats a cancellation path that is materially harder than the enrollment path as a candidate for enforcement. This is the single most common exposure for any business that bills on a recurring basis, from a membership to a care plan to a subscription box.
Buried junk fees
The third tactic is cost that appears late. Fees, surcharges, or shipping that are hidden until the final step of checkout, a practice often called drip pricing, are named as a dark pattern because they defeat the buyer's ability to compare the real price up front. The Baymard Institute's abandonment research independently finds that unexpected cost at checkout is the single most cited reason buyers abandon a cart, so this tactic is a legal exposure and a direct revenue leak at once.
Forced data-sharing
The fourth tactic is design that coerces a user into surrendering more personal data than the transaction requires, through default settings, confusing toggles, or making a privacy-protective choice the harder path. The report frames the concern as consent that is not freely given because the interface is built to extract agreement rather than earn it.
Where the taxonomy comes from
The report's categories are not invented from nothing. They draw directly on the academic work that first measured dark patterns at scale. In 2019 a Princeton research team, Arunesh Mathur and colleagues, published "Dark Patterns at Scale," an automated and manual crawl of roughly 53,000 product pages across about 11,000 shopping websites.
That study found 1,818 distinct dark-pattern instances spanning 15 types across 7 categories, present on roughly 1,254 of the sites crawled, about 11 percent of the sample. It also documented 22 third-party vendors selling dark-pattern functionality as a turnkey service, evidence that the practice is an industry, not a set of one-off accidents. When the FTC built its four-tactic frame, it was standing on this peer-reviewed foundation, which is why the report reads as a description of measured reality rather than a list of hypotheticals.
What Section 5 liability actually means here
Section 5 of the FTC Act prohibits "unfair or deceptive acts or practices" in commerce. The 2022 report's central move is to say that a design choice, not just a false statement, can be the deceptive or unfair act. A checkout that hides a fee until the last screen can be deceptive even if no sentence on the page is literally false, because the arrangement of the interface is what misleads.
For a small business the practical reading is narrow and specific. You do not need to audit your entire website against a vague standard. You need to look at the exact places where the four named tactics live: how you disclose that content is an ad, how a customer cancels a recurring charge, when total price becomes visible, and how you ask for personal data. Those are the surfaces the report tells you the agency is watching.
The checkout and cancellation flow are the exposure
Two of the four tactics, obstructed cancellation and buried junk fees, sit squarely inside the two flows that almost every commercial site has: the path to buy and the path to leave. That concentration is the report's most actionable message for an owner-operated business.
It also reframes conversion work. A founder tempted to add a fake countdown timer, a pre-checked add-on, a hidden fee, or a cancellation dead-end is not choosing between an aggressive tactic and a mild one. They are choosing whether the checkout is a growth surface or a legal-exposure surface. The honest version of the funnel, clear pricing shown early, a cancellation path as easy as sign-up, labeled advertising, and data requests limited to what the transaction needs, is the same version that survives an FTC reading. Honest conversion and compliant conversion turn out to be the same build.
Click-to-cancel is vacated, but the obligation is not
The most common misreading of this subject in 2026 is that the FTC lost. In 2024 the agency finalized a "click-to-cancel" Negative Option Rule that would have codified much of the cancellation guidance. On July 8, 2025 the Eighth Circuit Court of Appeals vacated that rule. It is essential to read why: the court struck it down on a procedural ground, that the agency had failed to complete a required preliminary cost-benefit analysis, not on a finding that obstructed cancellation is lawful.
The underlying law is untouched. The Restore Online Shoppers' Confidence Act, state auto-renewal statutes, and Section 5 itself all remain fully in force, and the FTC opened a new rulemaking on the subject in early 2026. The named "click-to-cancel rule" is currently gone; the obligation to offer honest, symmetric cancellation is not. A business that read the 2025 vacatur as permission to bury its cancellation flow would be reading it exactly backwards.
This is time-sensitive regulatory content. The status above reflects the position as of the review date at the top of this article, and a reader making a compliance decision should confirm the current state of the rulemaking before acting.
How to read the report
A careful reading avoids two errors. The first is dismissal, treating a staff report as toothless because it is not a rule; the report tells you where enforcement attention has moved, and enforcement runs on the statute, not the report. The second is panic, treating every persuasive element on a website as a dark pattern; legitimate scarcity, real social proof, and clear urgency are not what the FTC named. The line the report draws is between honest design and design built to trick, and that line is legible.
For most small businesses the correct response is a design review of four specific surfaces, done by someone who can tell the difference between a persuasive checkout and a deceptive one. That review is inexpensive, it protects the two flows that carry your revenue, and it usually improves conversion at the same time, because the friction the FTC treats as unfair is the same friction that makes buyers leave.
The evidence
Key findings, with their sources
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The FTC staff report "Bringing Dark Patterns to Light" names four recurring tactics as potential Section 5 violations: disguised ads, obstructed cancellation, buried junk fees, and forced data-sharing.
established FTC Bureau of Consumer Protection, "Bringing Dark Patterns to Light" (staff report, September 15, 2022), https://www.ftc.gov/reports/bringing-dark-patterns-light.
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The report was approved by the Commission on a 5-0 vote and draws its taxonomy from the Mathur et al. dark-patterns research.
established FTC Bureau of Consumer Protection, "Bringing Dark Patterns to Light," 2022.
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A crawl of about 53,000 product pages across roughly 11,000 shopping sites found 1,818 dark-pattern instances across 15 types and 7 categories, on about 11% of sites, plus 22 vendors selling dark-pattern tooling as a service.
established Mathur, Acar, Friedman, Lucherini, Mayer, Chetty & Narayanan, "Dark Patterns at Scale," Proc. ACM Hum.-Comput. Interact. (CSCW 2019), arXiv:1907.07032.
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The FTC "click-to-cancel" Negative Option Rule was vacated by the Eighth Circuit on July 8, 2025 on a procedural ground, while ROSCA, state auto-renewal statutes, and Section 5 remain fully in force.
established Eighth Circuit vacatur (July 8, 2025); WilmerHale client alert (2025-08-01); Cooley client alert (2025-07-11).
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Unexpected cost at checkout (shipping, tax, fees) is the single most cited reason buyers abandon a cart, at roughly 39% of respondents.
established Baymard Institute, Cart Abandonment Rate Statistics, https://baymard.com/lists/cart-abandonment-rate.
Calibration
What is proven, what is promising, what is unproven
| Evidence tier | Tactics | What the evidence says |
|---|---|---|
| Established | The report exists, was approved 5-0, and names the four tactics; the Mathur crawl figures; the 2025 vacatur being procedural with ROSCA and Section 5 intact. | Primary regulatory source (FTC 2022) and peer-reviewed data (Mathur et al. 2019, CSCW); court record and legal client alerts for the vacatur. |
| Emerging | The precise shape of the FTC's next negative-option rulemaking opened in early 2026. | An active rulemaking whose final form is not yet fixed; status is time-sensitive and should be reconfirmed before any compliance decision. |
| Contested | Any claim that the 2025 vacatur weakened the underlying obligation to offer honest cancellation. | The vacatur was procedural, not substantive; the statutory obligation persists, so a "the FTC lost, we are free" reading is unsupported. |
Reference
Glossary
- Dark pattern
- A user-interface design built to trick or manipulate a person into a choice they would not otherwise make. The term was coined by Harry Brignull in 2010 and adopted in the FTC report.
- Section 5 (FTC Act)
- The federal provision prohibiting "unfair or deceptive acts or practices" in commerce. The 2022 report applies it to design choices, not only to false statements.
- Drip pricing
- Revealing mandatory fees or costs only at a late step of checkout, so the buyer cannot compare the true total price up front. One form of the "buried junk fees" tactic.
- Negative option / ROSCA
- A billing arrangement where a customer is charged unless they affirmatively cancel. The Restore Online Shoppers' Confidence Act governs online negative-option offers and remains in force after the 2025 rule vacatur.
- Obstructed cancellation
- A design where leaving or canceling is materially harder than joining. Named by the FTC as one of the four actionable dark-pattern tactics.
Straight answers
Frequently asked questions
What are the four dark patterns the FTC named in 2022?
In "Bringing Dark Patterns to Light," FTC staff named four recurring tactics: disguised advertising (ads styled to look like independent content), obstructed cancellation (leaving is harder than joining), buried junk fees (costs hidden until late in checkout), and forced data-sharing (interfaces that coerce more personal data than the transaction needs).
Is the FTC dark patterns report a law?
No. It is a staff report of the Bureau of Consumer Protection, approved by the Commission 5-0. It does not create new obligations by itself. It explains how the agency intends to apply an existing law, Section 5 of the FTC Act, to the design tactics it names, which functions as public notice to businesses.
Does the 2022 report still matter after the click-to-cancel rule was vacated?
Yes. The Eighth Circuit vacated the 2024 Negative Option Rule in July 2025 on a procedural ground, not because obstructed cancellation is lawful. ROSCA, state auto-renewal statutes, and Section 5 all remain in force, so the honesty obligation the report describes still applies. The status is time-sensitive and should be reconfirmed before acting.
Which parts of my website does this actually affect?
Almost always the same two flows: your checkout and your cancellation path. Two of the four named tactics, buried junk fees and obstructed cancellation, live there directly. A focused review of how you disclose price, how a customer cancels a recurring charge, how you label advertising, and how you request data covers most of the exposure for a small business.
Is using urgency or scarcity a dark pattern?
Not by itself. The report targets design built to trick, such as a countdown timer for a deadline that is not real or social proof that is fabricated. Genuine scarcity, real reviews, and clear, truthful urgency are not what the FTC named. The line is between honest persuasion and manufactured deception.
Provenance
Sources
- Federal Trade Commission, Bureau of Consumer Protection, "Bringing Dark Patterns to Light," staff report, September 15, 2022 (established)ftc.gov
- Mathur, A., Acar, G., Friedman, M. J., Lucherini, E., Mayer, J., Chetty, M., & Narayanan, A., "Dark Patterns at Scale: Findings from a Crawl of 11K Shopping Websites," Proc. ACM Hum.-Comput. Interact. (CSCW), 2019, arXiv:1907.07032 (established)arxiv.org
- Eighth Circuit Court of Appeals, vacatur of the FTC Negative Option Rule, July 8, 2025; WilmerHale client alert (2025-08-01); Cooley client alert (2025-07-11) (established, time-sensitive legal status)
- Restore Online Shoppers' Confidence Act (ROSCA), 15 U.S.C. 8401 et seq. (established)
- Baymard Institute, Cart Abandonment Rate Statistics (established, commercially interested party, treat point estimates as directional)baymard.com
Every figure above is attributed to a real, dated source and tagged with its evidence tier. Where a claim could not be verified to a primary source, it is not stated as fact.