Surveillance PricingSurveillance PricingCoverage from Matt Britton, Patch, and others
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Surveillance pricing refers to using information such as purchase histories, loyalty records, location, browsing behavior, device data, and other personal details to estimate what an individual may pay or to tailor an offer.
Retailers, airlines, and digital platforms have drawn scrutiny over practices involving companies such as Walmart, Kroger, JetBlue, Lyft, and Instacart. The debate centers on opaque profiling, consent, unequal prices, deceptive discounts, discrimination, and whether shared algorithms could coordinate prices. U.S. lawmakers and the Federal Trade Commission have examined the practice, while states including Connecticut, Maryland, New Jersey, New York, and California have pursued varied restrictions or disclosure requirements.
It clearly explains the FTC’s disclosure-focused approach, the data behind personalized prices, and why observed price differences do not always prove data-driven pricing.
It adds useful evidence on pricing intermediaries and a quantified ride-price gap while noting that the study could not establish personal data caused it.
Fox News / Kurt Knutsson
Key Issues
01
FTC is advancing a disclosure-centered enforcement approach
The FTC’s proposed policy treats failure to disclose personalized pricing, its basis, and the data used as a potential consumer-protection violation. It signals enforcement priorities under existing authority rather than imposing a blanket ban or creating a new opt-out right, and remains nonbinding.
Drawn from 4 articles
02
State restrictions are expanding within a fragmented framework
States have enacted restrictions or disclosure requirements for data-driven pricing, while many additional bills are pending. Coverage, exceptions, effective dates, and enforcement mechanisms differ, leaving no uniform state framework.
Drawn from 4 articles
03
Prevalence and data-driven causation remain uncertain
Research indicates that pricing intermediaries can combine extensive consumer data and influence prices, but does not establish that every client individualizes prices or how widespread the practice is. Observed price gaps do not necessarily show that personal data caused them, and specific allegations can be disputed.
Drawn from 3 articles
Key Numbers
more than 60% of consumers
consumers who benefited from personalized pricing in the field experiment
in the Dubé and Misra field experiment · 2023
“A 2023 study by Dubé and Misra in the Journal of Political Economy found that personalized pricing increased profits and reduced total consumer surplus in a field experiment, while more than 60% of consumers in that setting benefited.”
UpriseRI
26 states
states with pending surveillance-pricing bills
“More than 50 surveillance-pricing bills are pending across 26 states.”
JD Supra
November 2025
effective date of New York’s Algorithmic Pricing Disclosure Act
New York
“New York’s Algorithmic Pricing Disclosure Act, effective November 2025, requires disclosure when prices are set using an algorithm based on consumers’ personal data. A separate bill banning surveillance pricing is awaiting the governor’s signature.”
JD Supra
at least 250 clients
clients served by the intermediaries studied
at least
“The intermediaries studied worked with at least 250 clients.”
Fox News
at least 250 clients
clients served collectively by personalized-pricing intermediaries
across grocery, apparel, health and beauty, travel, credit cards, car rental and sports betting
“The intermediaries collectively served at least 250 clients across sectors including grocery, apparel, health and beauty, travel, credit cards, car rental and sports betting.”
UpriseRI
Contested Issue
1 open dispute
Should regulation of personal-data-based individualized pricing rely on disclosure requirements, or prohibit the practice in covered markets?
The FTC proposal emphasizes disclosure when personal data shapes a price and does not create a blanket ban. State measures described in the corpus take a more restrictive approach in specified markets, prohibiting some data-based individualized prices.
Disclosure-focused regulation
4 articles · across 4 publications
Require sellers to disclose when pricing is personalized, its basis, and the data used, while leaving the practice available rather than prohibiting it across the board.
Restrictions in covered markets
3 articles · across 3 publications
Prohibit or significantly restrict personal-data-based individualized pricing in specified markets, rather than relying on disclosure alone.
Looking Back
243 Day Timeline
Articles published over time. Hover any bar for the period and its article count.
Feb 19
Apr 2
May 7
Jun 18
Jul 30
Sep 3
Oct 15
The Story So Far
No material change
The new article reiterates concerns about retailers’ use of customer data and ongoing consideration of transparency measures, without establishing a material new development.
Previously
U.S. lawmakers and regulators are examining whether companies use personal information—such as purchase histories, location, and browsing activity—to set individualized prices and offers. The FTC has proposed an enforcement approach emphasizing disclosure, while federal and state lawmakers consider restrictions. The debate turns on how to distinguish harmful, opaque profiling from ordinary discounts or pricing practices, and available tests do not always establish that personal data caused observed price differences.
History
10/20/2026
New York is now identified as requiring disclosure in some cases involving algorithmic pricing based on personal data. The update also distinguishes rapid price changes enabled by digital shelf labels or AI from evidence of individualized, data-driven pricing.
In 2025, the FTC, state lawmakers, and a House committee scrutinized AI surveillance pricing in the United States, examining how retailers and platforms use personal data to set individual prices.
10/19/2026 • Data Collection & Surveillance Practices • General
In 2025, the Federal Trade Commission proposed clarifying disclosure expectations for retailers using consumer data to personalize prices in the United States.
9/23/2026 • Data Collection & Surveillance Practices • General
A Senate Judiciary subcommittee examined Tuesday in the United States how corporations use AI, personal data, and behavioral profiles to vary consumer prices.
8/4/2026 • Data Collection & Surveillance Practices • General
A Senate Judiciary subcommittee examined AI-driven surveillance pricing by major retailers and service companies in the United States, focusing on personal-data collection, consumer harms, and algorithmic competition risks.
8/4/2026 • Data Collection & Surveillance Practices • General
EFF supports California A.B. 2654, authored by Chris Ward, to ban surveillance pricing based on personally identifiable information collected through electronic surveillance, amid stalled San Francisco Board action.
7/28/2026 • Data Collection & Surveillance Practices • General
California attorney general is investigating surveillance pricing that uses tracked personal data, including cookies and location data, to set individualized prices.
6/22/2026 • Data Collection & Surveillance Practices • General
On August 19, 2026, the Federal Trade Commission proposed a U.S. policy statement warning companies to disclose when personal data affects consumer prices.
9/29/2026 • Data Collection & Surveillance Practices • General
On August 19, 2026, the FTC proposed disclosure guidance in Washington as James Comer investigated companies using personal data for individualized consumer pricing.
9/9/2026 • Data Collection & Surveillance Practices • General
On Tuesday, Representative Frank Pallone Jr. asked eight U.S. airlines for details about using passenger data and artificial intelligence to set ticket prices.
8/13/2026 • Data Collection & Surveillance Practices • General
The Senate Judiciary Subcommittee on Crime and Counterterrorism examined in the United States how companies use AI and consumer data to individualize prices.
8/6/2026 • Data Collection & Surveillance Practices • General
The Senate Judiciary Subcommittee on Crime and Counterterrorism examined AI-driven surveillance pricing in Washington, D.C., with Josh Hawley seeking stronger consumer protections.
8/4/2026 • Data Collection & Surveillance Practices • General
Airlines are developing AI pricing systems that use behavioral and third-party data to personalize fares, prompting privacy scrutiny in the United States.
7/30/2026 • Data Collection & Surveillance Practices • General
The National Law Review / Morgan T. Nickerson, Michael R. Murphy, Sally P. Langan71
The FTC proposed in the United States a policy statement on personalized pricing, warning businesses that undisclosed personal-data use may violate the FTC Act.
9/21/2026 • Regulation, Law & Enforcement • General
The Federal Trade Commission sought comments on August 19, 2026, in the United States, on enforcement guidance for personalized pricing based on consumer data.
9/8/2026 • Regulation, Law & Enforcement • General
The Federal Trade Commission extended through September 25 in the United States public comments on proposed guidance addressing undisclosed personalized pricing based on personal data.
9/6/2026 • Regulation, Law & Enforcement • General
On August 19, the U.S. Federal Trade Commission proposed guidance prioritizing enforcement against businesses that fail to disclose personal-data-based pricing, with comments due September 25.
9/3/2026 • Regulation, Law & Enforcement • General
In the 2020s, the FTC proposed personalized-pricing disclosures while Connecticut regulators settled with TaxAct over taxpayer-data sharing through Meta and Google tracking technologies.
8/25/2026 • Regulation, Law & Enforcement • General
Maryland, Connecticut, and New Jersey enacted differing surveillance-pricing restrictions in 2026, while a Senate hearing examined consumer costs and privacy risks nationwide.
8/18/2026 • Regulation, Law & Enforcement • General
Senator Josh Hawley announced planned federal legislation after a Washington Senate hearing to restrict companies using personal data and artificial intelligence for individualized pricing.
8/6/2026 • Regulation, Law & Enforcement • General
U.S. Senate Judiciary subcommittee members examined AI-driven surveillance pricing and related privacy risks during an August 4 hearing in Washington, D.C.
8/5/2026 • Regulation, Law & Enforcement • General
In August, the Federal Trade Commission sought public comment on surveillance pricing as retailers' use of personal data to estimate customer willingness to pay drew scrutiny across the United States.
10/1/2026 • Data Collection & Surveillance Practices • General
House Energy and Commerce ranking member Frank Pallone, Jr. launched an inquiry into surveillance pricing by 25 retailers using personal data to set prices.
5/12/2026 • Data Collection & Surveillance Practices • General
New Jersey Gov. Mikie Sherrill-backed law will take effect next year, banning retailers from using personal data for surveillance pricing of identical products.
7/24/2026 • Regulation, Law & Enforcement • General
The Federal Trade Commission is examining whether United States retailers use personal data for individualized prices that could be deceptive or discriminatory.
8/25/2026 • Data Collection & Surveillance Practices • General
New Jersey policy debates address privacy risks from electronic shelf labels enabling surveillance pricing using personal data and identification technologies.
Connecticut, Maryland, and New Jersey enacted laws in 2026 restricting retailers and delivery services from using shoppers' personal data to set individualized prices.
8/4/2026 • Regulation, Law & Enforcement • General
The Federal Trade Commission has highlighted surveillance pricing, in which companies such as Uber, Target and Kroger use personal data to vary customer prices.
9/7/2026 • Data Collection & Surveillance Practices • General
Delta Air Lines said in July 2025 that AI-assisted pricing uses aggregated market data, after United States senators questioned potential future individualized fares based on personal information.
8/24/2026 • Data Collection & Surveillance Practices • General
The Federal Trade Commission investigates surveillance pricing as state laws in Maryland, Connecticut, Colorado, and New York restrict AI-based personalized pricing.
6/30/2026 • Data Collection & Surveillance Practices • General
Grocery chains deploying digital shelf labels can vary prices in real time using behavioral tracking and inferred consumer profiles, with monitoring components integrated into retail aisles and displays.
5/22/2026 • Data Collection & Surveillance Practices • General
Lawmakers and consumer advocates in Maryland and New York focus on disclosure rules as retailers adopt electronic shelf labels supporting consumer data driven pricing.
5/2/2026 • Data Collection & Surveillance Practices • General
On August 19, 2026, the Federal Trade Commission announced a proposed policy statement on personalized pricing and opened a forthcoming 30-day public comment period in the United States.
8/24/2026 • Regulation, Law & Enforcement • General
The Federal Trade Commission proposed personalized-pricing enforcement guidance in the United States, warning companies that undisclosed consumer-data-based prices may constitute deceptive practices.
8/20/2026 • Regulation, Law & Enforcement • General
Businesses are expanding data-driven pricing practices in the United States, prompting consumer concerns and state legislative responses over individualized prices and transparency.
8/8/2026 • Data Collection & Surveillance Practices • General
The U.S. House Oversight Committee is investigating corporate surveillance pricing and asking the Federal Trade Commission to explain proposed disclosure rules in Washington.
9/9/2026 • Regulation, Law & Enforcement • General
Morgan Lewis / Daniel S. Savrin; Gregory T. Parks; Minna Lo Naranjo; Joshua M. Goodman64
The Federal Trade Commission proposed in Washington, D.C., in 2026 to scrutinize undisclosed personalized pricing based on consumer data under Section 5 of the FTC Act.
8/28/2026 • Regulation, Law & Enforcement • General
The Federal Trade Commission proposed on August 19, 2026, in the United States, a Section 5 policy targeting deceptive or unfair personalized pricing based on consumer data.
8/31/2026 • Regulation, Law & Enforcement • General
Mondaq / W. James Denvil, Mark W. Brennan, Pat Bruny63
The FTC is seeking public comments in the United States on a proposed policy targeting deceptive or unfair personalized pricing based on consumer data.
8/27/2026 • Regulation, Law & Enforcement • General
U.S. senators criticized Kroger's customer-data and pricing practices during a recent hearing in Congress, increasing pressure for surveillance-pricing legislation in Ohio and other states.
8/25/2026 • Data Collection & Surveillance Practices • General
Consumer Reports said it tested Uber and Lyft fares across U.S. routes and found opaque AI-driven price differences and allegedly fake discounts, calling for FTC and state attorney general investigations.
Illinois lawmakers and the FTC address surveillance pricing using personal data and AI to set different consumer rates as state and federal investigations expand.
The Senate Judiciary Committee held an August 4 hearing in Washington, D.C., where bipartisan senators considered federal safeguards for surveillance pricing based on consumer data.
8/14/2026 • Regulation, Law & Enforcement • General
Bipartisan senators debated AI surveillance pricing on August 4 in Washington, DC, focusing on companies using personal data to vary prices for identical goods.
8/10/2026 • Regulation, Law & Enforcement • General
The Federal Trade Commission announced in the United States that it will seek 30 days of public comments on guidance addressing undisclosed personalized pricing based on consumer data.
8/19/2026 • Regulation, Law & Enforcement • General
Walmart uses electronic shelf labels and AI pricing models to update prices based on individuals near shelves, prompting investigations and state bans in 2026.
6/1/2026 • Data Collection & Surveillance Practices • General
Grocery chains adopting digital shelf labels and in-store tracking systems are described as enabling real time personalized pricing based on behavioral profiling.
5/20/2026 • Data Collection & Surveillance Practices • General
The Federal Trade Commission proposed Wednesday in the United States a policy that could enable federal charges against companies secretly varying prices using shoppers' personal data.
8/19/2026 • Regulation, Law & Enforcement • General
The U.S. Federal Trade Commission is seeking public comment on a proposal addressing businesses that use consumers' personal data to set individualized prices.
8/20/2026 • Regulation, Law & Enforcement • General
Josh Hawley criticized AI surveillance pricing at an August 4 Senate hearing in Washington, arguing that consumer-data harvesting enables individualized prices and financial exploitation.
9/10/2026 • Data Collection & Surveillance Practices • General
EFF and a cited 2025 FTC report describe surveillance pricing that uses browsing history and location data, supporting California S.B. 2564 to ban the practice.
6/11/2026 • Consumer Privacy & Digital Rights • General
The U.S. House Oversight Committee is investigating corporate surveillance pricing practices in the United States, while the FTC considers disclosure requirements for personalized prices.
9/9/2026 • Regulation, Law & Enforcement • General
U.S. senators and consumer advocates criticized Kroger's surveillance-pricing infrastructure at a Washington hearing and urged Ohio lawmakers to restrict individualized pricing.
8/25/2026 • Data Collection & Surveillance Practices • General
In the 2020s, retailers in the United States and United Kingdom are expanding AI-enabled systems that may use personal data in pricing, prompting scrutiny of surveillance pricing.
10/11/2026 • Privacy Technology & AI • General
Alston & Bird Privacy, Cyber & Data Strategy Blog / Alex Brown55
The Federal Trade Commission announced on August 19, 2026, in the United States that proposed guidance would scrutinize undisclosed personalized pricing under Section 5.
8/27/2026 • Regulation, Law & Enforcement • General
New York and Maryland enacted bans on using customer personal data for personalized grocery pricing after consumer advocates challenged surveillance pricing practices.
6/8/2026 • Consumer Privacy & Digital Rights • General
The Senate Judiciary Subcommittee on Crime and Counterterrorism examined AI surveillance pricing in Washington on August 4 as grocery associations defended loyalty programs and electronic shelf labels.
8/6/2026 • Regulation, Law & Enforcement • General
Rep. Frank Pallone asked 25 companies in the U.S. in 2024 to explain whether personal data enables individualized pricing using AI, citing privacy and affordability concerns.
5/12/2026 • Corporate Data Practices & Accountability • General
New Jersey lawmakers and Gov. Mikie Sherrill backed the Fair Price Protection Act to ban surveillance pricing in grocery stores using individualized personal data for online and electronic-sign prices.
3/18/2026 • Corporate Data Practices & Accountability • General
New Jersey lawmakers approved the Fair Price Protection Act to restrict surveillance pricing in grocery stores, with enforcement by Attorney General Jennifer Davenport.
3/18/2026 • Corporate Data Practices & Accountability • General
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