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Getting off data broker lists: what each source says

By Alberto Gulotta · Updated · 18 min read

CalPrivacy defines a data broker as a business that gathers and sells consumer information the consumer did not give it directly. We read California's free DROP request, the broker-by-broker route for people outside the state, and the one study of paid removal services we found, then set out what the pages say about entries that come back.

Data broker opt-outs: the short answers, from CalPrivacy, Privacy Rights Clearinghouse and The Record, read on 29 October 2026
QuestionAnswerWhere it comes from
What is a data broker?A business that gathers and sells consumer information that the consumer did not give it directlyCalPrivacy
Who can use DROP?California residents; it is free and reaches the brokers active in it with one requestCalPrivacy, Privacy Rights Clearinghouse
What does DROP need at minimum?Name, date of birth and ZIP codeCalPrivacy
How often do brokers re-check?At least every 45 days after the first processingCalPrivacy
What is the route outside California?A deletion request to each broker, usually answered within 45 days, with extensions or refusals possiblePrivacy Rights Clearinghouse
How much did paid services remove in the study?117 of 332 entries, or 35%, within four monthsThe Record

What a data broker is, and where the entry comes from

CalPrivacy, the California agency that runs DROP, describes a data broker as a business that gathers and sells consumer information that the consumer did not give it directly. Its page lists what is collected and sold: Social Security numbers, precise geolocation, browsing history, email addresses, phone numbers, interests, health-related information and shopping habits. It adds that some brokers can infer political views, health history, family details and financial status, and that these inferences count as personal information subject to deletion. Among the buyers it names are advertisers and marketers, employers and recruiters, political campaigns, retail companies, landlords and debt collectors, and it says brokers may also sell to buyers with malicious intent, such as hate groups, hostile foreign governments and scammers.

On where the data comes from, CalPrivacy says brokers often collect from businesses you deal with directly: a music service may hold your playlists, a grocery store, a clothing retailer or an app your purchases, a video service your viewing history. Information you give a business yourself, for example when you sign up for a subscription, is not covered by a DROP request, but it is covered if a broker then bought it. The National Cybersecurity Alliance, in an article dated 20 January 2026, says brokers generally fall into two categories: people-search brokers, which focus on contact details, addresses and public records, and marketing or analytics brokers. It adds that many do both, and lists property ownership, criminal history, bankruptcy filings and voter registration among the public records. The Record describes people-search sites as collecting from social media platforms, public records and commercial sources, and says the product can be bought by anybody “without any oversight”. Marketplace names Whitepages, PeopleFinders and Intelius as sites anyone can buy from.

On the law, the sources agree about the federal level and differ on the details. The National Cybersecurity Alliance says broker activity in the United States is generally legal because there is no single federal privacy law restricting it. EPIC writes that there is no federal law that adequately regulates the industry, and Privacy Rights Clearinghouse says businesses do not need your consent to collect or sell your information. On state registries, EPIC and CalPrivacy name four states that require brokers to register: Vermont, California, Texas and Oregon. EPIC dates Vermont’s law to 2018, California’s to the following year, and Texas and Oregon to 2023. The National Cybersecurity Alliance names California, Colorado and Vermont as states that require registration or extra privacy rules. The pages do not reconcile the two lists, so we give each as the page states it. EPIC also describes the harm: it says the industry gives abusers a tool to locate survivors of domestic violence, and that criminals use accurate personal details to make phishing messages more convincing.

Table of who can use DROP, how residency is checked, what is required and optional, the DROP ID and the 45-day re-check
Six answers. Figure drawn by AI Tools Primer from CalPrivacy, read on 29 October 2026.

The California route: one request through DROP

DROP is the Delete Request and Opt-out Platform, run by the California Privacy Protection Agency, which calls itself CalPrivacy. Privacy Rights Clearinghouse says it launched on 1 January 2026 as a free service that lets you send a single deletion request to every registered data broker in California. CalPrivacy says brokers began processing requests in August 2026, and that until 1 August the status of a request showed as Pending. The eligibility rule is residency: CalPrivacy says you qualify if you live in California, or if you are domiciled there but outside it for a temporary or transitory purpose. It checks residency through the California Identity Gateway, which it says confirms residency without creating an account or storing your personal information.

The minimum you must enter is a name, a date of birth and a ZIP code. Email addresses and phone numbers are on the list of what you can add, and so are a mobile advertising ID, a connected TV ID and a vehicle identification number. CalPrivacy says the more you enter, the more likely your data will be deleted, and that you can return to add more. Privacy Rights Clearinghouse explains the advertising ID: on iPhones it is the IDFA, on Android the GAID or AAID. It says many brokers hold records tied to that ID without knowing a name, email or phone number, so a request made with only the usual identifiers would not match them, and that Apple does not display the IDFA in Settings. CalPrivacy’s press release of 2 June 2026 says the whole process takes less than 10 minutes.

CalPrivacy and Privacy Rights Clearinghouse both describe hashing. CalPrivacy shows an example in which an email address you enter reaches brokers only as a hashed string, so they can match data without seeing the original. Privacy Rights Clearinghouse adds that CalPrivacy’s regulations require brokers to format fields in set ways before hashing, with dates as eight digits and phone numbers as the last ten digits, which it says removes the excuse that the details submitted do not match a broker’s records.

After you submit, you receive an 8-digit DROP ID that you use to check the status and that CalPrivacy says not to share. Brokers have up to 90 days to report how they processed the request, and after the first pass CalPrivacy says they must re-check and delete new matching data at least every 45 days. It describes DROP as ongoing rather than a one-time action. If a broker finds no match, CalPrivacy says it must still keep the request, so you do not have to submit it again. Inside the platform you can leave out particular brokers by unchecking their box in the Delete data column and selecting Update list.

The statuses, which the second figure sets out, are Deleted, Exempted, Opted-out, Record not found and Pending. CalPrivacy says some data is not deleted: what you gave a business directly, exempted data and publicly available data. Its examples of exemptions are public records such as vehicle or real estate ownership and voting records, patient health information covered by HIPAA, information that affects a credit score under the Fair Credit Reporting Act, and financial information under the Gramm-Leach-Bliley Act. Where a broker also collected data from you directly, CalPrivacy says you can still ask it to delete that data through a privacy request.

On scale, CalPrivacy’s release of 2 June 2026 says hundreds of thousands of Californians had signed up in the five months since launch, that DROP reaches more than 580 data brokers, and that the registry then held 581 registered brokers. A separate CalPrivacy page says over 600 data brokers. The two counts differ and we cite the one with the date. CalPrivacy gives the fines as $200 a day for failing to register and $200 a day per consumer for failing to delete. The pages we read do not report how many records were deleted after brokers began processing.

Table of the five DROP statuses and what CalPrivacy says each one means
Five statuses. Figure drawn by AI Tools Primer from CalPrivacy, read on 29 October 2026.

Outside California: one broker at a time

Privacy Rights Clearinghouse says DROP is limited to verified California residents under state law. It says Vermont, Texas and Oregon have registration requirements but no central deletion mechanism like DROP, and that the other registries are useful for transparency but do not give consumers the same tools to act. For people outside California, or anyone who prefers to act directly, it gives four steps: visit each broker’s privacy policy, submit a formal deletion request through the process it provides, often under a heading such as “Privacy Requests”, verify your identity, which may need further personal information, and wait for a response. It says a response generally comes within 45 days, though brokers may ask for extensions or deny requests for reasons the law allows. It also suggests an authorized agent service as an option where DROP is not available.

The National Cybersecurity Alliance describes the same route with a warning about its size. Many brokers provide opt-out forms on their websites, it says, but you must go to each one and there are hundreds. It says the effort takes time but is currently “the most direct way” to remove your information from major databases. It names four paid services, Incogni, DeleteMe, Aura and Optery, and points readers to guides from Consumer Reports or Tom’s Guide for recommendations. That is a list of names, not an evaluation, and the article does not rank them.

Finding the brokers is a step of its own. Privacy Rights Clearinghouse says you can check whether a company is a registered broker in the registries of California, Texas, Oregon or Vermont, or in its own database, which it says collects the state registries in one place and links to the privacy policies of nearly every broker listed. It adds that there are many brokers that are not registered.

The Consumer Reports test, as Marketplace reports it, included a group that opted out by hand. Yael Grauer of Consumer Reports calls that a time-consuming and frustrating process and says the group had slightly more data removed, and removed more quickly. The Record says four participants were in that group, so it is a small comparison, and we do not draw a rule from it.

Some of the advice is about taking in less in the first place. The National Cybersecurity Alliance says to post less personal information publicly on social media, to skip online quizzes, to give apps only the permissions they need, to review location, ad personalization and sharing settings, to use a separate email address for shopping and sign-ups, and to delete old accounts. Privacy Rights Clearinghouse adds opting out of tracking cookies, using ad blockers, enabling device privacy settings and using the Global Privacy Control browser signal. The National Cybersecurity Alliance says you cannot eliminate data brokers, only reduce what they collect, store and share.

Why an entry can come back

The Record reports that many volunteers who tried to opt out manually from some of the data removal services found the process frequently ineffective, and that data was often deleted only to “pop back up” weeks or months later. Marketplace describes the same loop as whack-a-mole: you contact each site, then double-check that it complied, then check again that your details are not reappearing.

Privacy Rights Clearinghouse gives reasons that are about law rather than effort. It says the right to delete under the California Consumer Privacy Act covers information collected from you, while brokers collect about you from other sources, which it says has let them argue that the right does not apply. It says the Act gives businesses 45 days to respond, extendable to 90, and that once information is deleted nothing stops a broker from collecting it again the next day, because an ordinary request is a one-time action. Under DROP, it says, brokers must keep the hashed identifiers on a suppression list and check newly collected data against it every 45 days, and the Delete Act bars them from selling or sharing new personal information about people who have submitted requests. CalPrivacy’s release says brokers will delete what they hold and also what they acquire moving forward. Privacy Rights Clearinghouse says it has advocated for data broker regulation for decades.

Its view of paid services is that they are private companies with no enforcement power, so that if a broker ignores them their only recourse is to try again, whereas DROP is run by a state agency that can impose fines. That comparison is Privacy Rights Clearinghouse’s, and the pages we read do not test DROP against a paid service. Grauer, in the Marketplace interview, says that if you pay for a service you should expect that it may not opt you out of everything, and should check what is still out there. One approach Grauer describes is to remove yourself by hand and also sign up for a service, or to reach out to the service to say your information is still listed, in the hope that it will redo the removal.

Table of the Consumer Reports study of paid removal services: services, volunteers, entries found and removed, best ones
Six numbers. Figure drawn by AI Tools Primer from The Record and Marketplace, read on 29 October 2026.

What we did not use

We tested nothing: we sent no request to DROP and none to any broker. We read The Record’s and Marketplace’s accounts of the Consumer Reports study, not the study itself. We did not use Wikipedia, a Reddit thread or a university page. The pages we read do not say how long an opt-out takes at a single broker, and Privacy Rights Clearinghouse says it expects other states to look at the Delete Act as a model, while the pages do not say whether DROP will be extended. We left out the question of how a business becomes a broker beyond what CalPrivacy states: brokers register every year, process DROP requests, report what they collect and share, and undergo audits.

Where to start

Four ways in.

“What is a data broker?”
What a data broker is, and where the entry comes from — what
“I live in California”
The California route — drop
“I live somewhere else”
Outside California — elsewhere
“Will it stay gone?”
Why an entry can come back — back

Getting it removed

Emergencies, search results and legal rights.

Closing the past

Old accounts keep feeding brokers, says the National Cybersecurity Alliance, and closing them is work you can do yourself.

Questions people also ask

Is data brokering illegal?

The National Cybersecurity Alliance says broker activity in the United States is generally legal because there is no single federal privacy law restricting it, and EPIC writes that no federal law adequately regulates the industry. Four states require brokers to register, according to EPIC and CalPrivacy, and CalPrivacy gives fines of $200 a day for failing to register.

What are the top 3 data brokers?

The pages we read do not rank brokers. Marketplace names Whitepages, PeopleFinders and Intelius as people-search sites anyone can buy from, and CalPrivacy’s release of 2 June 2026 says its registry held 581 registered brokers.

How do I become a data broker?

The pages we read do not describe how to become one. CalPrivacy says brokers must register every year, process deletion requests made through DROP, report the types of information they collect and share, and undergo audits.

How much can a data broker make?

The pages we read give no figure for a broker’s earnings. The National Cybersecurity Alliance says only that the Big Data market is worth hundreds of billions of dollars.

Not covered here. We tested nothing and sent no request. The statements come from CalPrivacy, Privacy Rights Clearinghouse, the National Cybersecurity Alliance, EPIC, The Record and Marketplace, all read on 29 October 2026.

The search volume behind this page comes from a Semrush reading of 29 August 2026, older than the 60 days the site normally allows; no difficulty figure was measured.

Sources

  1. CalPrivacy — Personal information and data brokers — privacy.ca.gov, read 29 October 2026.
  2. CalPrivacy — How DROP works — privacy.ca.gov, read 29 October 2026.
  3. CalPrivacy — About DROP and the Delete Act — privacy.ca.gov, read 29 October 2026.
  4. CalPrivacy — press release of 2 June 2026 — privacy.ca.gov, read 29 October 2026.
  5. Privacy Rights Clearinghouse — Data Brokers — privacyrights.org, read 29 October 2026.
  6. National Cybersecurity Alliance — Data Brokers: What They Are, How They Work, and How You Can Protect Your Privacy — www.staysafeonline.org, read 29 October 2026.
  7. EPIC — Data Brokers — epic.org, read 29 October 2026.
  8. The Record — Consumer Reports study finds data removal services are often ineffective — therecord.media, read 29 October 2026.
  9. Marketplace — Do paid data-removal services pay off? — www.marketplace.org, read 29 October 2026.

Written by Alberto Gulotta

Founder and editor of AI Tools Primer, writing from Palermo, Italy. Thirty-five years of taking computers apart, starting with a Commodore 64 — the long version is on the about page.

Something wrong on this page? Write to aitoolsprimer@gmail.com and it gets fixed.

Written on 29 October 2026.

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