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How Vehicle-Tracking Cameras Work—and the Privacy Risks

A YouTuber’s camera project points to a wider question: how vehicle scans can help identify cars and reveal patterns of movement.

Tech & Online SafetyOctober 10, 20264 min readHow Sureno writes this

The short version

  • Automatic license plate reader cameras capture vehicle images and use software to identify plate numbers, allowing recorded sightings to be searched or compared 13.
  • Canadian software engineer and YouTuber Anthony Sistilli said he built a camera to track police vehicles and posted videos explaining it 1.
  • When camera sightings are linked over time, they may reveal patterns in where a vehicle travels; Flock’s claims about this capability were challenged in Oshkosh 2.
  • The available sources describe potential misuse and accountability concerns, but do not establish the full capabilities or safeguards of every camera system 123.

How do automatic license plate reader cameras work?

Automatic license plate recognition, often shortened to ALPR, uses cameras and software to read the number on a vehicle’s plate. The system records an image and can turn the plate into searchable information. Flock Safety is one company that supplies this kind of technology, along with software that can connect data gathered by its systems 13.

A camera sighting can be useful for finding a vehicle associated with an investigation. But a collection of sightings can also show where a vehicle appeared at different times. Whether a particular system can create a detailed movement history depends on its design, data access and settings; the sources do not provide a complete technical account of every system 2.

What happened with the YouTuber’s camera?

Gizmodo reported that Canadian software engineer and YouTuber Anthony Sistilli, who is based in Brampton, Ontario, built an ALPR camera and set it up to track police cars. He posted TikTok videos describing the project and how the camera worked 1.

The headline says police visited him, but the material provided here does not explain what officers said, why they visited, or what happened afterward. It is safest to treat the visit as a reported part of the story, not as proof of a particular police motive 1.

Can license plate cameras reveal where a car has been?

Potentially, if sightings from cameras are stored and can be searched or connected over time. A camera does not need to follow a car continuously to create a record of where it was observed. The detail of that record depends on camera locations, retention practices and who can access the information.

A dispute in Oshkosh, Wisconsin, illustrates why clear explanations matter. According to the ACLU, a Flock representative told the city council that the system did not create an individual vehicle’s movement pattern or heat map. The ACLU says the city learned the next morning that this statement was false, and that the council reconvened to discuss it 2. The supplied account does not set out all technical details or the later outcome of the contract.

What privacy concerns do vehicle-tracking cameras raise?

The central concern is that information gathered to locate a vehicle in one situation could be used for other purposes. Gizmodo describes reports of ALPR data being misused to stalk former partners, harass immigrants or harm people who were not involved in wrongdoing 1. Those are serious claims, but the source excerpt does not provide case-by-case details or a measure of how often such misuse occurs.

The systems also raise questions about how long records are kept, who may search them, whether searches are audited and how communities are told what the equipment can do. The sources show that disagreement over capabilities can complicate local decisions, but they do not give a full set of rules that applies everywhere 2.

What should communities ask before adopting these cameras?

Residents and local officials can ask what information is captured, how long it is retained, who can access it and whether records of searches are reviewed. They can also ask whether data can be shared with other agencies or used to build travel patterns, and request clear answers in writing.

These questions matter because the technology is used in different arrangements, including contracts with law enforcement, neighborhood groups and private property owners 3. The available sources do not establish one standard policy for all users. For a specific system, the relevant local agency or contract is the place to check its actual rules.

What we don't know yet

  • The supplied reporting does not explain what police said during or after their reported visit to Sistilli.
  • The sources do not establish the camera’s exact technical setup, data retention period or who could access its records.
  • The sources do not provide a complete, system-by-system account of ALPR safeguards, accuracy or rules for data sharing.

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Questions people ask

What does ALPR stand for?

ALPR stands for automatic license plate recognition. It refers to camera systems that capture vehicle plates and use software to identify them 13.

Do Flock cameras track a car’s movements?

A record of camera sightings can potentially show where a vehicle appeared over time. The ACLU reported that a Flock representative told Oshkosh officials the system did not create an individual movement pattern, then said the city learned that statement was false 2. The sources do not describe every system setting or capability.

Why are license plate reader cameras controversial?

They can help identify vehicles, but records of sightings may also raise concerns about privacy, access and misuse. Gizmodo described reported misuse of ALPR data, while the ACLU’s account of the Oshkosh dispute raised questions about whether officials received accurate information about system capabilities 12.

Who built a camera to track police vehicles?

Gizmodo reported that Anthony Sistilli, a Canadian software engineer and YouTuber in Brampton, Ontario, built an ALPR camera and set it up to track police cars. He posted videos explaining the project 1.

What should I ask my city about license plate cameras?

Ask what data the cameras collect, how long it is kept, who can search it and whether searches are audited. You can also ask whether records may be shared or used to identify patterns in a vehicle’s movements; the sources show that capabilities and explanations can be disputed 2.

Sources

  1. YouTuber Says Cops Paid Him a Visit After He Built Flock-Style Camera to Track Cops — Gizmodo, 2026-10-09
  2. Flock Lied About its ALPR technology. What Else Has It Lied About? — American Civil Liberties Union, 2026-07-02
  3. Flock Safety — Wikipedia

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