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United States v. Yang

958 F.3d 851 (9th Cir. 2020)

A Ninth Circuit decision involving law-enforcement access to a massive automatic license plate recognition database, historical vehicle-location information, an overdue rental vehicle, and the unresolved relationship between ALPR aggregation and Carpenter.

CourtU.S. Court of Appeals, Ninth Circuit
DecisionMay 4, 2020
DocketNo. 18-10341
OpinionJudge Lawrence L. Piersol
ConcurrenceJudge Carlos T. Bea
TechnologyAutomatic license plate recognition
DatabaseVigilant Solutions LEARN
DataPlate image, time and GPS location
Primary IssueExpectation of privacy in historical vehicle-location data
DispositionSuppression denial affirmed

Executive Summary

The Case in One Paragraph

U.S. Postal Inspector Justin Steele investigated mail theft in Las Vegas after surveillance video showed a suspect using a rented GMC Yukon. The rental company advised that the vehicle was overdue and that its own attempts to locate and repossess it using an installed GPS unit had failed. Steele then entered the Yukon’s license plate into Vigilant Solutions’ LEARN database, a privately operated repository containing billions of automatic license plate reader records gathered from commercial and law-enforcement cameras. The query returned a recent image and GPS location that led Steele to a gated condominium complex, where he located Yang and the vehicle. After additional investigation, Steele obtained a warrant for Yang’s residence and recovered stolen mail, mail-theft tools, and a firearm. Yang argued that querying the ALPR database without a warrant violated the Fourth Amendment under Carpenter. The Ninth Circuit affirmed denial of suppression but deliberately did not decide whether warrantless ALPR database searches generally implicate the Fourth Amendment. The majority instead held that, on the facts presented, Yang lacked a reasonable expectation of privacy in the historical location data of the overdue rental vehicle.

Core Rule Yang does not establish a categorical rule that warrantless ALPR database searches are constitutional. The Ninth Circuit resolved the case on the narrower ground that Yang lacked a reasonable expectation of privacy in the historical location information of an overdue rental vehicle under the particular facts before the court.

Key Holdings at a Glance

Broader ALPR Question Left Open The majority expressly declined to decide the potential Fourth Amendment privacy interests implicated by warrantless use of a large ALPR database.
Rental Status Controlled the Majority Yang had failed to return the Yukon by the contractual deadline and lacked a continuing reasonable expectation of privacy in its historical location under these facts.
Repossession Efforts Mattered The rental company had affirmatively attempted to locate, disable, and repossess the overdue vehicle rather than acquiescing in extended possession.
One ALPR Observation Led to Yang The database result identified a location associated with the vehicle, after which the inspector used conventional investigation and surveillance.
Carpenter Was Not Resolved The majority did not determine whether sufficiently aggregated ALPR data could reveal the whole of a person’s movements and trigger Carpenter-type protection.
Concurrence Focused on Data Density Judge Bea would have held that the particular query did not invade a reasonable expectation of privacy because the database disclosed only a sparse vehicle-location record rather than comprehensive movements.

The Mail-Theft Investigation

In April 2016, the U.S. Postal Inspection Service investigated thefts from collection boxes at the Summerlin Post Office in Las Vegas. Surveillance video showed a person using a device to remove mail and showed vehicles connected to the activity, including a rented GMC Yukon.

Inspector Steele contacted Prestige Motors, which had rented the Yukon to Jay Yang. The company advised that the vehicle had not been returned when required. Prestige had attempted to repossess the Yukon by activating an installed GPS unit and remotely disabling the vehicle, but the location information did not lead to the vehicle and the GPS equipment appeared no longer to be functioning.

Steele subsequently used an ALPR database to attempt to locate the Yukon. That digital lead ultimately brought investigators to Yang’s residence.

Investigative Sequence The ALPR hit did not itself produce the evidence used to prosecute Yang. It generated a location lead. Investigators then conducted additional observation and investigation before obtaining a conventional search warrant for the residence.

The LEARN Automatic License Plate Recognition Database

The LEARN database was operated by Vigilant Solutions, a private company. It received images from automatic license plate reader cameras mounted on vehicles operated by law-enforcement agencies, tow companies, repossession companies, and other commercial users.

When a camera encountered a license plate, ALPR software converted the plate characters into machine-readable text and associated the observation with location and time information. The resulting records were uploaded to a searchable database.

The record before the Ninth Circuit described a database of extraordinary scale. Around the relevant period, LEARN contained approximately five billion plate scans and associated location records. The database continued to expand as participating vehicles captured additional plates.

The evidence also showed that a substantial majority of the records came from commercial rather than law-enforcement cameras. Law-enforcement subscribers could nevertheless search the combined database.

Constitutional Significance ALPR constitutional analysis is not limited to the fact that a license plate was visible on a public roadway. A separate issue arises when billions of individually public observations are retained, aggregated, indexed, and made retrospectively searchable to reconstruct vehicle movements.

The Database Query That Located the Yukon

Inspector Steele entered the Yukon’s license plate number into LEARN. The query returned an observation of the Yukon accompanied by location information. The observation led Steele to a gated condominium complex associated with the coordinates.

Steele went to that location and found both Yang and the Yukon. Investigators continued the investigation, conducted visual surveillance, and eventually obtained a search warrant for Yang’s residence.

The residence search produced implements used to steal mail, stolen mail, and a firearm. Yang also made statements to investigators after waiving his Miranda rights.

Do Not Overstate the Dataset Although LEARN contained billions of records nationally, the constitutional significance of the particular query depends in part on what the search actually revealed about the specific vehicle or person. Database size and individual tracking density are related but distinct issues.

The Fourth Amendment Privacy Question

Yang argued that the government's warrantless database query violated his reasonable expectation of privacy in the whole of his physical movements. He relied principally on Carpenter v. United States, in which the Supreme Court held that government acquisition of an extended period of historical cellphone location information constituted a Fourth Amendment search.

The Ninth Circuit recognized the broader constitutional issue but did not decide it. Instead, the majority concluded that Yang could not establish the required privacy interest in the historical location information of this vehicle under the circumstances presented.

This distinction is central to understanding the case. Yang is not a Ninth Circuit holding that ALPR databases categorically fall outside the Fourth Amendment. Nor is it a holding that ALPR database access categorically requires a warrant.

Narrow Holding The court declined to resolve the potential Fourth Amendment privacy interests created by warrantless ALPR database use because Yang lacked a reasonable expectation of privacy in the particular vehicle-location data at issue.

Why the Overdue Rental Vehicle Mattered

The majority's analysis turned heavily on Yang’s relationship to the GMC Yukon when the relevant ALPR observation occurred and when investigators searched the database.

The rental agreement required return of the vehicle by a specified time. Although the agreement contemplated additional daily charges for late return, it also required a renter wishing to extend the rental to contact the company and make arrangements. The record contained no evidence that Yang did so.

More importantly, Prestige had not treated Yang’s continued possession as an informal extension. The company had affirmatively attempted to repossess the vehicle, including use of the vehicle’s GPS equipment and remote-disable capability.

Those circumstances distinguished the case from situations in which a rental company regularly allows customers to retain vehicles beyond the written due date and simply charges additional rent.

Fact-Specific Inquiry Possession of a rental vehicle after the written return time does not automatically resolve every Fourth Amendment issue. Courts may examine the rental agreement, extension practices, communications, payments, repossession efforts, authorization to drive, and the exact time the challenged information was collected.

Yang and Carpenter

Carpenter recognized a reasonable expectation of privacy in the whole of a person's physical movements reflected in extensive historical cellphone location records. Yang argued that ALPR databases can perform a similar retrospective tracking function.

The Ninth Circuit majority did not reject that theory as a matter of law. It simply found it unnecessary to resolve because of Yang’s lack of a privacy interest in this vehicle data under the particular rental circumstances.

That unresolved question matters more as ALPR networks become denser. A system that records a particular vehicle only occasionally presents a materially different privacy problem from a network capable of reconstructing detailed movements across days, weeks, or months.

Aggregation Matters A central unresolved question is when the aggregation of lawful public observations becomes sufficiently comprehensive that retrospective database access reveals the kind of detailed pattern of movements protected by Carpenter and the mosaic reasoning associated with United States v. Jones.
Current-Law Caution Do not cite Yang for the proposition that Carpenter can never apply to ALPR information. The majority expressly avoided deciding the broader constitutional issue.

Judge Bea's Concurrence: Sparse Data Versus Comprehensive Tracking

Judge Bea agreed that Yang’s Fourth Amendment rights were not violated but disagreed with the majority's reliance on the expired rental agreement.

His concurrence focused instead on what the LEARN query actually disclosed. Despite the enormous size of the nationwide database, the Yukon itself had effectively produced only a single relevant ALPR observation. That isolated record did not reveal the whole of Yang’s movements or anything approaching the comprehensive location history involved in Carpenter.

Judge Bea nevertheless acknowledged the possibility that increasing ALPR density could change the constitutional analysis. If technological development eventually permits an ALPR database to generate location information comparable to the comprehensive tracking in Carpenter, the warrant question could look very different.

Concurrence's Framework The constitutional concern grows not merely because a database is large, but because searches may become capable of revealing a sufficiently comprehensive account of an individual's physical movements.

What Yang Does—and Does Not—Establish

  • Yang does not hold that all ALPR database searches are outside the Fourth Amendment.
  • Yang does not establish a categorical warrant requirement for ALPR database access.
  • The majority intentionally left the broader Carpenter question unresolved.
  • The holding depends heavily on Yang's lack of a reasonable expectation of privacy in the overdue rental vehicle under the particular facts.
  • The concurrence is not the majority holding. Judge Bea would have resolved the case based on the sparse quantity of location information returned.
  • Yang does not address every form of ALPR use. Real-time alerts, historical pattern searches, radius searches, association analysis, hot lists, and months of aggregated travel history may present different constitutional questions.
  • Yang does not displace state constitutional protections, statutes, retention rules, access restrictions, or local ALPR requirements.
  • The constitutional analysis may change as databases become denser and more capable of reconstructing continuous movements.

Why Yang Matters More as ALPR Networks Expand

The technology described in Yang illustrates a fundamental feature of modern police data systems: surveillance capability can increase even when the individual sensors do not change.

A single camera photographing a visible license plate is one event. Thousands of cameras continuously contributing plate, time, and location information to a long-term searchable repository can create a fundamentally different investigative capability.

That distinction is why retention periods, database scale, geographic coverage, scan frequency, interoperability, commercial data acquisition, query functionality, and historical depth should all be documented when evaluating ALPR use.

Collection and Querying Are Distinct Analytical Events

One court may view the initial observation of a visible plate on a public roadway as constitutionally unremarkable while still confronting a different question when the government later queries years of aggregated observations to reconstruct movement.

Agencies should therefore resist reducing ALPR legal analysis to the statement that “there is no privacy in a license plate.” The constitutional issue may concern the government's ability to aggregate and retrospectively search location history, not merely its ability to observe the plate itself.

Agency Governance ALPR policy should separately address collection, retention, database sharing, commercial-source acquisition, permissible query purposes, audit logs, hot-list alerts, historical searches, investigative documentation, supervisor approval, and applicable warrant or legal-process requirements.

Yang Compared with Related Location Decisions

Case Technology or Evidence Central Rule
United States v. Jones GPS device attached to vehicle Physical installation and use of a GPS tracker on a vehicle constituted a Fourth Amendment search.
Carpenter v. United States Extended historical CSLI Government acquisition of qualifying historical cellphone location records generally requires a probable-cause warrant.
United States v. Yang Historical commercial and law-enforcement ALPR database Broader ALPR issue left unresolved; defendant lacked a reasonable expectation of privacy in the overdue rental vehicle's location data on these facts.
Commonwealth v. McCarthy ALPR location records Recognizes that sufficiently extensive ALPR surveillance can implicate constitutional privacy interests when it permits detailed tracking of vehicle movements.
United States v. Knotts Beeper tracking on public roads Short-term technological assistance following public movements did not constitute a search on the facts presented.
United States v. Maynard Long-term GPS monitoring Extended aggregation of public movements implicated privacy interests beyond isolated observations.

Agency Operations Checklist

  1. Identify the exact ALPR function. Distinguish a single plate lookup, historical pattern search, real-time alert, radius search, association query, and prolonged movement reconstruction.
  2. Know the data source. Determine whether records come from agency cameras, partner agencies, regional systems, commercial vendors, or a combination.
  3. Document historical depth. Record how long observations are retained and the date range actually searched.
  4. Measure tracking density. Determine how many observations exist for the target vehicle and how comprehensively they reveal movement.
  5. Identify jurisdictional law. Check controlling federal precedent, state constitutional law, statutes, regulations, and local ALPR requirements.
  6. Consider judicial process for comprehensive searches. As a query becomes more prolonged, revealing, or Carpenter-like, the warrant argument becomes stronger.
  7. Use a legitimate investigative purpose. Tie the query to a documented case, lead, threat, warrant, alert, or other authorized law-enforcement function.
  8. Preserve query records. Retain the search terms, plate number, date range, filters, returned hits, audit log, operator identity, and investigative purpose.
  9. Corroborate ALPR hits. Account for plate-reading errors, cloned plates, data-entry errors, stale records, inaccurate geocoding, and changes in vehicle possession.
  10. Do not overstate what an ALPR hit proves. A plate observation generally establishes that a plate or associated vehicle was observed at a place and time—not necessarily who was driving it.

Litigation and Review Checklist

  • Identify who owned, rented, possessed, or controlled the vehicle at the time of each relevant observation.
  • Determine whether the defendant had a reasonable expectation of privacy in the vehicle or location information when the challenged data was generated.
  • Separate the constitutional question concerning collection of individual plate observations from the later government query of aggregated records.
  • Determine how many observations of the particular vehicle were returned and over what period.
  • Measure whether the database could reconstruct isolated locations, patterns, or substantially comprehensive movements.
  • Identify the percentage and source of government-generated versus commercially generated records when relevant.
  • Determine whether the query was plate-specific, geographically bounded, temporally bounded, associational, predictive, or designed to identify an unknown vehicle.
  • Compare the search to Carpenter, Jones, Knotts, and controlling ALPR authority.
  • Review governing state constitutional and statutory protections independently from the federal Fourth Amendment analysis.
  • Trace whether the ALPR result merely generated an investigative lead or directly supplied probable cause for later warrants and evidence.

Frequently Asked Questions

Did the Ninth Circuit hold that police may search ALPR databases without a warrant?

No. The majority expressly declined to decide the broader Fourth Amendment question. It resolved Yang's case because he lacked a reasonable expectation of privacy in the historical location data of the overdue rental vehicle under the circumstances presented.

Why did Yang's rental agreement matter?

The vehicle had not been returned by the contractual deadline, Yang had not arranged an extension, and the rental company had affirmatively attempted to locate and repossess it. Those facts were central to the majority's privacy analysis.

How large was the ALPR database?

The evidentiary record described approximately five billion plate scans and associated location records around the relevant period, with the database continuing to grow.

Did the database contain only police-generated information?

No. The record indicated that the majority of observations were generated by commercial vehicles, although law-enforcement subscribers could search those records through LEARN.

Did Yang decide whether Carpenter applies to ALPR databases?

No. That is one of the most important limitations of the decision. The majority left the broader question open.

What did Judge Bea conclude?

Judge Bea agreed with the result but would have held that the database query did not reveal the whole of Yang's movements because the vehicle had generated only sparse location information. He also recognized that increasing ALPR density could eventually change the analysis.

Does a visible license plate eliminate every privacy concern involving ALPR?

No. The visibility of an individual plate and the constitutional consequences of aggregating years of searchable vehicle-location observations are analytically distinct issues.

Does Yang control California agencies?

Yang is federal Ninth Circuit authority, making it particularly important within the circuit. California agencies must also consider California constitutional, statutory, regulatory, and local requirements governing ALPR collection, access, retention, sharing, and use.

Primary Authorities and Related Law

United States v. Yang, 958 F.3d 851 (9th Cir. 2020)
Published Ninth Circuit opinion addressing an ALPR database query, historical vehicle-location information, rental-vehicle privacy, and Carpenter.
Read United States v. Yang
Carpenter v. United States, 585 U.S. 296 (2018)
Supreme Court decision recognizing Fourth Amendment protection for qualifying historical cellphone location information.
Read Carpenter v. United States
United States v. Jones, 565 U.S. 400 (2012)
Supreme Court decision involving GPS tracking of a vehicle and the constitutional significance of technologically enhanced location surveillance.
Read United States v. Jones
United States v. Knotts, 460 U.S. 276 (1983)
Supreme Court decision addressing electronic tracking of a vehicle's movements on public roads.
Read United States v. Knotts
Commonwealth v. McCarthy, 484 Mass. 493 (2020)
Massachusetts Supreme Judicial Court decision addressing ALPR surveillance and the point at which aggregated plate-reader data can implicate constitutional privacy interests.
Read Commonwealth v. McCarthy

Final Assessment

United States v. Yang is important less for a sweeping rule than for the constitutional question it deliberately leaves open. The Ninth Circuit confronted a law-enforcement query of a private database containing billions of timestamped license-plate observations, but the majority did not determine whether access to sufficiently comprehensive ALPR history constitutes a Fourth Amendment search under Carpenter.

The majority instead resolved the case through Yang's lack of a reasonable expectation of privacy in the location of the overdue rental vehicle under the specific facts. Judge Bea's concurrence illustrates a competing analytical approach focused on data density: an isolated location observation is materially different from the nearly continuous retrospective movement history that concerned the Supreme Court in Carpenter.

For agencies, the most important lesson is that ALPR constitutional analysis should not remain frozen at the level of a single camera seeing a license plate on a public road. Modern systems aggregate observations across jurisdictions, commercial networks, long retention periods, and searchable databases. As the quantity and continuity of vehicle-location information increase, so does the need to evaluate whether a historical search begins to resemble the comprehensive tracking addressed in Carpenter and Jones.

Shield Practice Rule Do not read Yang as blanket authority for warrantless ALPR database access. Identify the source, duration, density and scope of the location history being queried; document the investigative purpose; account for state law; and consider probable-cause process as a search becomes capable of reconstructing increasingly comprehensive vehicle movements.

Shield Public Safety Training · Police Technology Case Law Center

This monograph is provided for training and general informational purposes. It is not legal advice and does not replace review of complete opinions, current statutes, court rules, controlling federal and state authority, provider requirements, agency policy, technical documentation, or consultation with prosecutors and agency counsel.

© 2026 Shield Public Safety Training. All rights reserved. Reviewed August 30, 2026.

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