Santa Clara County Office of the Sheriff ALPR usage

October 13, 2025

Table of contents

 

This report is based on a California Public Record Act request for data related to the ALPR system operated by the Santa Clara County Office of the Sheriff (hereafter SCCOS), and covers the period Mars 1, 2024 through September 15, 2025.

The SCCOS decided to redact the case number and reason from the Organization and Network audits. Consequently, there is not enough data to reconstruct (even approximately) cases and each query is treated as a separate case.

The SCCOS provides public safety services for Los Altos Hills, Saratoga, Cupertino and unincorporated areas of the county.

 

The Transparency portal.

1:1 Sharing audit

Under 1:1 Sharing, each agency decides which other agencies can access its data. Agency A can share with agency B without B sharing with A.

SCCOS shares its “City of Los Altos Hills CA” network with the “Los Altos Hills - Town” agency. This is the only 1:1 sharing of the SCCOS data.

62 agencies share their data with SCCOS, including 6 agencies outside of California:

agency
Medford OR PD
Nephi PD UT
Oxford MS PD
Pittsboro IN PD
Sarasota FL PD
Sumner County TN SO

In Saratoga, neighborhoods organized as Landscape and Lighting districts can request and pay for the installation of Flock cameras. It seems that in the Flock system, those neighborhoods are treated as agencies, which then share their data with SCCOS. In any case, here is the list of “agencies” that do not have “PD” or “SO” in their name and share their data with SCCOS.

agency networks shared
20424 Miljevich Dr (CA) 20424 Miljevich Dr (CA)
Brookside Brookside - San Jose, CA
Farwell Ave Cameras Farwell Ave, Saratoga (CA),Farwell Avenue @ Fruitvale Ave WB (CA)
Gypsy Hill & Crisp Neighborhood (CA) Gypsy Hill & Crisp Neighborhood (CA)
Hayfield Estates (CA) Hayfield Estates (CA)
Holiday Lake Estates (CA) Holiday Lake Estates (CA)
Horseshoe Neighborhood (CA) Horseshoe Neighborhood (CA)
Montauk Park Civic Improvement Association (CA) Montauk Park Civic Improvement Association (CA)
Parker Ranch (CA) Parker Ranch (CA)
Prometheus Real Estate Group (CA) The Dean - Prometheus (CA)
Saratoga Retirement Community (CA) Saratoga Retirement Community (CA)
Saratoga Woods Saratoga Woods
Sobey Road (CA) Sobey Road (CA)
Vessing Neighborhood Vessing Road - Saratoga (CA)
Vista De Almaden Neighborhood (CA) Vista De Almaden Neighborhood HOA San Jose (CA)
West Valley Mission College Dist Campus (CA) West Valley Mission College Dist Campus (CA)

Sharing in California

Since October 22, 2024, SCCOS does not share its data with any other agency, in California or not (except for the Los Altos Hills cameras with the Town of Los Altos Hills). Prior to that date, 155 agencies accessed data (either by 1:1 sharing or Statewide lookup). The 25 agencies with the largest number of cases:

agency cases queries
Riverside County CA SO 115,138 115,138
San Francisco CA PD 57,504 57,504
Los Angeles CA PD 47,911 47,911
NCRIC 43,093 43,093
Orange County SO CA 40,426 40,426
California Highway Patrol 27,049 27,049
San Jose CA PD 25,003 25,003
Los Angeles County CA SD 24,594 24,594
Ontario CA PD 21,326 21,326
Fremont CA PD 21,006 21,006
Alameda County CA SO 17,153 17,153
Daly City CA PD 14,056 14,056
San Bernardino County CA SO 13,793 13,793
Santa Clara CA PD 12,449 12,449
Contra Costa County CA SO 10,831 10,831
Napa County CA SO 10,743 10,743
Vacaville CA PD 10,410 10,410
Santa Clara County CA SO 10,321 10,321
San Diego CA PD 9,445 9,445
Irvine CA PD 8,875 8,875
Santa Rosa CA PD 8,830 8,830
San Leandro CA PD 8,777 8,777
San Bruno CA PD 8,024 8,024
CA - Chino PD 7,817 7,817
Fairfield CA PD 7,653 7,653

Organization audit: number of queries

Most of the 11,231 queries made by SCCOS involve, among others, cameras controlled by the SCCOS. 911 queries involve only non-SCCOS cameras.

month cases queries
2024-03 288 288
2024-04 501 501
2024-05 342 342
2024-06 241 241
2024-07 207 207
2024-08 626 626
2024-09 394 394
2024-10 367 367
2024-11 273 273
2024-12 581 581
2025-01 368 368
2025-02 579 579
2025-03 700 700
2025-04 374 374
2025-05 848 848
2025-06 1,558 1,558
2025-07 1,509 1,509
2025-08 1,167 1,167
2025-09 308 308

Organization audit: number of agencies and cameras

The first column is the number of agencies that queried the data, which by construction must be 1 in an organization audit.

The second column is the maximum number of cameras involved in a query. While most agencies operate a relatively small number of cameras, they can search data captured by other agencies.

The next column, “% 0-100” is the percentage of queries that involved less than 100 cameras. Similarly, the following columns are the percentages for 100 to 1k cameras, 1k to 10k cameras and more than 10k cameras respectively.

month agencies max cameras % 0-100 % 100-1k % 1k-10k % 10k+
2024-03 1 83 100 0 0 0
2024-04 1 144 76 23 0 0
2024-05 1 196 22 77 0 0
2024-06 1 198 75 25 0 0
2024-07 1 0 0 0 0
2024-08 1 0 0 0 0
2024-09 1 0 0 0 0
2024-10 1 0 0 0 0
2024-11 1 0 0 0 0
2024-12 1 0 0 0 0
2025-01 1 0 0 0 0
2025-02 1 0 0 0 0
2025-03 1 0 0 0 0
2025-04 1 0 0 0 0
2025-05 1 0 0 0 0
2025-06 1 1,900 11 18 69 0
2025-07 1 2,699 25 32 42 0
2025-08 1 2,740 31 37 30 0
2025-09 1 1,945 30 43 26 0

SCCOS redacted out the number of cameras for the period June 1 2024 to June 23 2025.

We can see the number of cameras growing, presumably as more agencies share their data with SCCOS.

Organization audit: personnel

The SCCOS elected to redact the user names from some of the Organization queries, leaving 107 distinct user names.

Network audit: number of queries

In addition to the situation over the whole audited period, we also look at the last period, when sharing stopped:

since cases queries agencies
March 1, 2024 868,184 868,184 156
October 22, 2024 7,735 7,735 1

Over the recent period, that amounts to one query every hour.

month cases queries
2024-03 4,813 4,813
2024-04 620 620
2024-05 17,623 17,623
2024-06 92,074 92,074
2024-07 139,021 139,021
2024-08 208,792 208,792
2024-09 227,233 227,233
2024-10 170,334 170,334
2024-11 267 267
2024-12 575 575
2025-01 179 179
2025-02 545 545
2025-03 691 691
2025-04 306 306
2025-05 843 843
2025-06 1,486 1,486
2025-07 1,436 1,436
2025-08 1,105 1,105
2025-09 241 241

Network audit: number of agencies and cameras

See this previous section for the meaning of the columns.

month agencies max cameras % 0-100 % 100-1k % 1k-10k % 10k+
2024-03 9 9,383 5 19 74 0
2024-04 2 6,141 58 24 17 0
2024-05 43 27,842 0 27 58 13
2024-06 85 28,819 0 28 44 26
2024-07 118 30,882 2 40 38 19
2024-08 130 31,341 7 83 8 0
2024-09 145 25,562 6 87 6 0
2024-10 149 26,111 5 88 6 0
2024-11 1 52 100 0 0 0
2024-12 1 1,547 75 0 24 0
2025-01 1 94 100 0 0 0
2025-02 1 1,610 46 2 51 0
2025-03 1 1,682 57 0 42 0
2025-04 1 1,784 56 5 37 0
2025-05 1 1,860 47 0 51 0
2025-06 1 1,900 21 25 52 0
2025-07 1 2,699 25 31 43 0
2025-08 1 2,740 32 35 32 0
2025-09 1 1,945 36 30 33 0

API access

179 queries have been made by the user “API User (Peregrine)”. This is apparently some kind of integration with other information systems. California Civil Code section 1798.90.52 states:

If an ALPR operator accesses or provides access to ALPR information, the ALPR operator shall do both of the following:

(a) Maintain a record of that access. At a minimum, the record shall include all of the following:

[...]

(3) The username of the person who accesses the information, and, as applicable, the organization or entity with whom the person is affiliated.

It is unclear whether this should be interpreted as “All accesses must be done by a person and ...”; or “If the access is made by a person, then ...” (but then it would be enough to always access the data using an alternate tool to circumvent the requirement).