Tools · mlops platforms

Companies using DVC_

As of 4 November 2026, 189 companies name DVC in their own job postings; it leaves no trace on websites or in DNS.

As of 4 November 2026 · refreshed daily · counts move as websites, DNS and career sites are re-read.

Largest market
–
Companies with 51+ staff
–
Top industry
–
Team that names it most
Data & AI · 276 postings
Hiring on it, last 30 days
118 companies
Most often alongside
MLflow · 193 companies
189companies show DVC, all sources
0on their website or in DNS records
189name it in their own job postings
252postings naming DVC, last 90 days
02 — Two ways we see a tool

Where DVC shows up

Each population is counted on its own. We never add them up without saying so, because they answer different questions.

Website and DNS footprint0

Companies whose own pages load DVC's scripts or embeds, or whose domain's mail and hosting records (SPF, DKIM, MX, CNAME) point at DVC. From our crawl of 41.5M company websites and the DNS sweep behind it. Reach: the tool is in the building.

Job postings189

Companies whose own postings say the team works in DVC. Read hourly from ~70 applicant tracking systems, with the function, a quote and a date. Intent: the team that runs it is hiring.

Both0

Companies in the footprint whose postings also name DVC. The rest of the posting population (189) runs DVC without a public trace on the site or in DNS, which is where job data earns its place.

03 — Who uses it

Companies on DVC

Companies with 51+ employees and at least medium-confidence evidence in their own postings; job boards and portals left out.

Penn StateUniversities · United States10,001+ employeesL'Oréal GroupeGeneral personal care manufacturers · Canada10,001+ employeesJohns Hopkins University Applied Physics LaboratoryUniversity research labs · Laurel, United States5001-10000 employeesPhiloIptv streaming services · San Francisco, United States51-200 employeesTalanDigital transformation consulting · Paris 16, France1001-5000 employeesArcherCompliance grc software · United States501-1000 employeesMP DATAData engineering & bi consultancies · Boulogne-Billancourt, France51-200 employeesValorVenture capital firms · Chicago, United States51-200 employeesS&P Global Inc.Market research providers · New York, United States10,001+ employeesHospice of the ValleyHospices · Phoenix, United States1001-5000 employeesArtefactApplied AI ML development · United States1001-5000 employeesArcelorMittalSteel & non ferrous metal producers · Luxembourg10,001+ employeesBoston DynamicsRobotics system manufacturers · Waltham, United States501-1000 employeesMach IndustriesDefence systems manufacturers · United States51-200 employeesThales Defense & Security, Inc.Defence systems manufacturers · Clarksburg, United States501-1000 employeesUvationGpu cloud & ai compute · United States51-200 employeesOPSWATManaged cybersecurity services · Tampa, United States501-1000 employeesKenshoApplied AI ML development · Cambridge, United States51-200 employeesMARSSDefence systems manufacturers · London, United Kingdom51-200 employeesLyricHealthcare revenue cycle software · Newtown Square, United States201-500 employees
189 companies show DVC; 0 of them have over 1,000 employees.

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06 — Job-posting evidence

Who runs DVC inside the company

The 189 companies whose postings name DVC: by country, size and the function of the role. The second number in the function table is companies.

Postings by function
postings · companies
Data & AI
276 · 200
Software engineering
28 · 22
Engineering (non-software)
4 · 2
IT operations & business systems
4 · 4
logistics warehouse and transport
4 · 3
arts media and entertainment
2 · 2
Finance & accounting
2 · 2
Customer service & success
1 · 1
Design & UX
1 · 1
General management & consulting
1 · 1
Posting companies by country
companiesshare
United States
10455%
France
147%
Germany
126%
United Kingdom
116%
India
105%
Canada
42%
Belgium
32%
Poland
32%
United Arab Emirates
21%
Switzerland
21%
Portugal
21%
China
11%
Posting companies by size
companiesshare
Self-employed
105%
2-10 employees
3116%
11-50 employees
3116%
51-200 employees
4423%
201-500 employees
2312%
501-1000 employees
126%
1001-5000 employees
2011%
5001-10000 employees
53%
10,001+ employees
137%
Hiring on it right now
postings
Postings, last 30 days
174
Postings, last 90 days
252
All open postings
359

118 companies opened a role that names DVC in the last 30 days. A hiring team that names its tools is the moment to write to the person who owns the stack.

07 — Named alongside

What DVC teams also ask for

Tools named in the same postings as DVC. Office software is left out.

08 — mlops platforms

DVC against the rest of its category

Ranked by companies naming each tool in postings. Whole category →

Cite this

Quote the sentence with the date and the link. The numbers change daily; the link always shows the current ones.

189 companies name DVC in their own job postings; it leaves no trace on websites or in DNS, so the posting layer is the whole picture. (Breaknorm, 4 November 2026, https://breaknorm.co/tools/dvc)
How we know

Read from the source, not self-reported

Every number on this page can be traced to a page we crawled or a posting we read. Full methodology →

  • Website codeScripts, tags and embeds found on the company's own pages in our crawl of 41.5M sites. A tool counts once per company.
  • DNS recordsSPF includes, DKIM selectors, MX and CNAME records of the company's domain that point at DVC or another vendor. Swept in cycles; dedicated mail-provider and hosting facets open once coverage passes 80% per country.
  • Job postingsRead hourly from the applicant tracking systems behind company career sites. A tool counts when the employer's own text names it as the team's system; candidate wish-lists and apply boilerplate are excluded. Confidence low, medium or high per company.
  • Sending infrastructureCold-e-mail sending domains are look-alike domains on a provider's infrastructure (DNS records, certificate logs) that redirect to the company. Absence is not evidence: only companies with a found sending domain are counted.
  • CompaniesCountry, size and industry come from the company profile we build from its website; headcount from LinkedIn where known, otherwise estimated. Job boards, portals and aggregators are kept out of lists.
FAQ

DVC data: questions

How many companies use DVC?

189 as of 4 November 2026: 0 carry DVC on their website or in their DNS records and 189 name it in their own job postings; 0 show up in both. We keep the two counts apart because they measure different things.

What does "website or DNS" mean?

Our crawler finds DVC's scripts, embeds and tags on the company's own pages, and our DNS sweep reads the domain's mail and hosting records (SPF includes, DKIM selectors, MX, CNAMEs) that point at DVC. Either one puts the company in the footprint. The sweep is still running, so this number grows week by week.

Why is the job-posting number so much smaller?

A posting only names a tool when the team that will use it is hiring and chooses to say so. That makes it a smaller but stronger signal: it tells you which team runs DVC, with a quote and a date. The footprint tells you reach.

How fresh is this?

Career sites are read hourly, websites are re-crawled on a rolling schedule and DNS is re-swept in cycles. The date at the top is when these counts were computed.

Can I get the list?

Yes. The first 20 are on this page; the full 189 with verified e-mails and a weekly feed of new DVC users is in the product. Counting is free.

Companies and people

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