ALPRs And Facial Recognition: How Retail Stores Are Fueling Mass Tracking

By The Notorious FDE TacticalSh!t

I used to think running to Home Depot for a bag of mulch or some tools was one of the most harmless errands you could do. Not anymore. If you’ve shopped at these big-box stores in Connecticut recently, your license plate is likely being photographed and logged every single time you pull in or out of the parking lot. And honestly, it doesn’t sit right with me.

These automated license plate reader (ALPR) systems quietly snap photos of your vehicle, plate, time, date, and location. Stores like Home Depot and Lowe’s say it’s all about fighting theft. But when private companies team up with technology that law enforcement loves, it starts looking less like store security and more like a widespread surveillance net.

Why This Feels Like Overreach

Retail theft is definitely a problem — no one’s denying that. We’ve seen smash-and-grab incidents and organized rings hitting these stores hard. But does that justify turning everyday parking lots into data collection points?

The real issue is how this data gets used. These cameras, often from companies like Flock Safety, create detailed records of your movements. Even if the stores claim they don’t sell the data, they openly admit they share it with law enforcement when asked. That turns a trip for garden supplies into something police can track without a warrant in many cases.

Kimberly Przeszlowki, a criminal justice professor at Quinnipiac University, nailed it: private companies don’t face the same strict rules as police departments. There’s far less oversight on how long they keep your information, who else can access it, or how it might be combined with other databases. This feels like law enforcement getting around constitutional protections by letting corporations do the dirty work.

The Slow Creep of Everyday Surveillance

Think about it. One store here, another there, and suddenly your regular Saturday errands paint a pretty clear picture of your life — where you shop, when you shop, how often. That data can be incredibly revealing, especially when shared with authorities.

Privacy advocates argue this is classic mission creep. What starts as “stopping theft” can easily expand to tracking people for minor issues, protests, or just living their lives. And because it’s private property, you don’t really have a choice — if you want to shop, you get scanned.

How They Work

ALPRs (Automated License Plate Readers): Cameras snap photos of your car’s license plate, convert the image into text using optical character recognition (or AI-enhanced versions), and log the plate number, time, date, and location. Systems like Flock Safety (commonly used in retail) can also capture contextual images of the vehicle, color, make/model, and even items like ladders or bumper stickers. They don’t officially use facial recognition, but the photos they take could be fed into other tools.

Facial Recognition Tech (FRT): This scans your actual face, maps biometric features (distance between eyes, jawline, etc.), and matches it against huge databases of photos — often mugshots, driver’s licenses, or scraped social media images. It identifies you as a person, not just your vehicle.

Key Difference: ALPR tracks your car (which is often uniquely tied to you via DMV records). FRT tracks you directly, even if you’re on foot or in someone else’s car.

Privacy Invasion Level

• ALPRs: Feels like a digital tail on your daily movements. One trip to Lowe’s for paint becomes part of a permanent(ish) record of where your vehicle goes — doctor’s office, places of worship, political events, friends’ houses. Over time, this creates a detailed map of your life without you ever consenting. Law enforcement can often access this data without a warrant, turning private companies into de facto surveillance partners.
• Facial Recognition: Even more personal and intrusive. It doesn’t need your car — it can identify you in a crowd, at a protest, or just walking down the street. Errors here hit harder because they’re tied to your identity, not a vehicle you might sell or lend out.

Similarity: Both create “mission creep.” What starts as stopping shoplifting or finding stolen cars easily expands to tracking innocent people’s routines. Retail stores using ALPRs say they only share with police when needed — but once the data exists, that line blurs fast. FRT has the same problem, amplified by racial and gender biases in accuracy.

Accuracy & Reliability

ALPRs boast high read rates (often 95%+ in good conditions), but real-world errors happen — dirty plates, bad lighting, or fast movement lead to misreads. Facial recognition has documented higher error rates, especially for women, people of color, and anyone not well-represented in training data. False positives can lead to wrongful stops or arrests.

Law Enforcement Overreach

This is where both technologies shine a light on bigger issues. ALPRs let police build vehicle movement histories without traditional probable cause — essentially outsourcing mass surveillance to Home Depot’s parking lot cameras. Facial recognition takes it further by enabling real-time identification of individuals, often remotely and without consent.

In Connecticut, new rules try to rein in ALPR data retention and sharing (especially for immigration enforcement), but they don’t eliminate the cameras or stop private companies from collecting the info in the first place. Facial recognition faces similar patchwork regulation — some cities ban it outright for police, while others embrace it.

Critics argue both represent the same dangerous trend: technology letting law enforcement (and corporations) bypass constitutional protections by collecting data “just in case.” ALPR might feel less personal because it’s about your car, but when that data links back to you — or gets combined with FRT — the privacy wall crumbles completely.

Bottom Line for Shoppers

Running errands shouldn’t feel like walking through a digital checkpoint. ALPRs at big-box stores are a softer entry point into surveillance than facial recognition cameras would be, but they’re part of the same ecosystem. One tracks your wheels; the other tracks your face. Together, they paint a full picture.

If this bothers you as much as it does me, the fix starts with awareness — notice the cameras, support stronger data retention limits and warrant requirements, and ask stores directly why they need to log every customer’s plate. Safety doesn’t have to mean trading away everyday anonymity.

Find this article on TacticalSh!t.com.

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