Tools · hpc gpu computing

Companies using Slurm_

As of 4 November 2026, 465 companies name Slurm 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
Software engineering · 499 postings
Hiring on it, last 30 days
391 companies
Most often alongside
Kubernetes · 431 companies
465companies show Slurm, all sources
0on their website or in DNS records
465name it in their own job postings
1,591postings naming Slurm, last 90 days
02 — Two ways we see a tool

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

Job postings465

Companies whose own postings say the team works in Slurm. 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 Slurm. The rest of the posting population (465) runs Slurm without a public trace on the site or in DNS, which is where job data earns its place.

03 — Who uses it

Companies on Slurm

Companies with 201+ employees and high-confidence evidence in their own postings; job boards and portals left out.

Southern Methodist UniversityUniversities · United States1001-5000 employeesL3HarrisDefence systems manufacturers · Melbourne, United States10,001+ employeesSorbonne UniversitéUniversities · Paris, France10,001+ employeesAbbViePharmaceutical manufacturers · United States10,001+ employeesUniversity of LouisvilleUniversities · Louisville, United States5001-10000 employeesCoreWeaveGpu cloud & ai compute · Livingston, United States501-1000 employeesVoyager TechnologiesDefence systems manufacturers · Denver, United States501-1000 employeesSEBiBCProfessional bodies · Spain201-500 employeesMarvell Technology, Inc.Semiconductor manufacturers · Santa Clara, United States5001-10000 employeesEmoryUniversities · Atlanta, United States10,001+ employeesAMDSemiconductor manufacturers · East Markham, United Kingdom10,001+ employeesBlue OriginSpace systems manufacturers · Kirkland, United States10,001+ employeesPace GroupWealth management general · F F C Okhla, India201-500 employeesFraunhofer-GesellschaftMultidisciplinary research institutes · München, Germany10,001+ employeesNEURA RoboticsRobotics system manufacturers · Metzingen, Germany201-500 employeesCommonSpirit HealthGeneral hospitals · United States10,001+ employeesSonovaMedical device manufacturers · Stäfa, Switzerland10,001+ employeesRochePharmaceutical manufacturers · Basel, United States10,001+ employeesSOMMaMultidisciplinary research institutes · Spain201-500 employeesTomorrow.ioBusiness intelligence analytics software · Boston, United States201-500 employees
465 companies show Slurm; 0 of them have over 1,000 employees.

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06 — Job-posting evidence

Who runs Slurm inside the company

The 465 companies whose postings name Slurm: by country, size and the function of the role. The second number in the function table is companies.

Postings by function
postings · companies
Software engineering
499 · 224
IT operations & business systems
390 · 204
Data & AI
336 · 188
Sales
133 · 34
Engineering (non-software)
110 · 52
research and science
67 · 36
Product, program & project management
48 · 25
Customer service & success
44 · 15
Marketing & communications
8 · 6
Business development & strategy
7 · 4
Posting companies by country
companiesshare
United States
31267%
United Kingdom
306%
France
174%
Germany
163%
Canada
112%
Spain
72%
India
72%
Sweden
61%
Australia
51%
Switzerland
51%
United Arab Emirates
31%
Austria
31%
Posting companies by size
companiesshare
Self-employed
225%
2-10 employees
7917%
11-50 employees
6915%
51-200 employees
8819%
201-500 employees
5211%
501-1000 employees
398%
1001-5000 employees
378%
5001-10000 employees
184%
10,001+ employees
6113%
Hiring on it right now
postings
Postings, last 30 days
1,108
Postings, last 90 days
1,591
All open postings
2,062

391 companies opened a role that names Slurm 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 Slurm teams also ask for

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

08 — hpc gpu computing

Slurm 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.

465 companies name Slurm 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/slurm)
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 Slurm 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

Slurm data: questions

How many companies use Slurm?

465 as of 4 November 2026: 0 carry Slurm on their website or in their DNS records and 465 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 Slurm'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 Slurm. 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 Slurm, 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 465 with verified e-mails and a weekly feed of new Slurm users is in the product. Counting is free.

Companies and people

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