Apache Beam VS Ray
As of 30 October 2026, Ray is named by 373 companies and Apache Beam by 178; Apache Beam skews to companies under 200 people (41% vs 47%), Ray to companies over 1,000 (26% vs 34%).
As of 30 October 2026 · refreshed daily · counts move as websites, DNS and career sites are re-read.
The website-and-DNS footprint is not comparable between a marketing suite and a CRM: Apache Beam's script and mail records show on hundreds of thousands of small sites, Ray rarely leaves a trace outside its own apps. Compare on the job-posting numbers; use the footprint for reach.
- Apache Beam: 2–200 employees
- 41%
- Ray: 2–200 employees
- 47%
- Apache Beam: 1,000+ employees
- 34%
- Ray: 1,000+ employees
- 26%
- Postings per company, 90 days
- 2.7 · 2.6
- Website or DNS footprint
- 0 · 0
Who chooses which
Share of each tool's companies in every segment. "Leans" marks a gap of more than two points.
| Segment | Apache Beam | share | Ray | share | Leans |
|---|---|---|---|---|---|
| Self-employed | 6 | 3% | 20 | 5% | even |
| 2-10 employees | 16 | 9% | 57 | 15% | Ray |
| 11-50 employees | 24 | 13% | 57 | 15% | even |
| 51-200 employees | 33 | 19% | 61 | 16% | Apache Beam |
| 201-500 employees | 22 | 12% | 49 | 13% | even |
| 501-1000 employees | 16 | 9% | 33 | 9% | even |
| 1001-5000 employees | 30 | 17% | 49 | 13% | Apache Beam |
| 5001-10000 employees | 9 | 5% | 16 | 4% | even |
| 10,001+ employees | 22 | 12% | 31 | 8% | Apache Beam |
| Segment | Apache Beam | share | Ray | share | Leans |
|---|---|---|---|---|---|
| Technology & software | 97 | 54% | 212 | 57% | Ray |
| Business & finance services | 32 | 18% | 47 | 13% | Apache Beam |
| Manufacturing & industry | 12 | 7% | 36 | 10% | Ray |
| Media & content | 9 | 5% | 19 | 5% | even |
| Public, community & associations | 8 | 4% | 23 | 6% | even |
| Health care | 5 | 3% | 2 | 1% | Apache Beam |
| Property & construction | 4 | 2% | 3 | 1% | even |
| Commerce & trade | 3 | 2% | 6 | 2% | even |
| Consumer services & leisure | 3 | 2% | 5 | 1% | even |
| Automotive | 2 | 1% | 6 | 2% | even |
| Utilities & infrastructure | 2 | 1% | 9 | 2% | even |
| Transport, logistics & rental | 1 | 1% | 4 | 1% | even |
| Segment | Apache Beam | share | Ray | share | Leans |
|---|---|---|---|---|---|
| United States | 129 | 72% | 280 | 75% | Ray |
| India | 7 | 4% | 8 | 2% | even |
| Germany | 6 | 3% | 8 | 2% | even |
| United Kingdom | 6 | 3% | 21 | 6% | Ray |
| Canada | 4 | 2% | 8 | 2% | even |
| Spain | 4 | 2% | – | – | outside top 12 |
| France | 4 | 2% | 3 | 1% | even |
| United Arab Emirates | 3 | 2% | 2 | 1% | even |
| Poland | 2 | 1% | – | – | outside top 12 |
| Sweden | 2 | 1% | – | – | outside top 12 |
| Singapore | 2 | 1% | 5 | 1% | even |
| Switzerland | 1 | 1% | 3 | 1% | even |
| Australia | – | – | 5 | 1% | outside top 12 |
| Finland | – | – | 5 | 1% | outside top 12 |
| Netherlands | – | – | 3 | 1% | outside top 12 |
| Segment | Apache Beam | share | Ray | share | Leans |
|---|---|---|---|---|---|
| Data & AI | 382 | 56% | 757 | 56% | even |
| Software engineering | 136 | 20% | 290 | 21% | even |
| Construction and civil | 18 | 3% | – | – | outside top 12 |
| Engineering (non-software) | 16 | 2% | 13 | 1% | even |
| Healthcare clinical | 16 | 2% | – | – | outside top 12 |
| IT operations & business systems | 10 | 1% | 35 | 3% | even |
| Business development & strategy | 6 | 1% | – | – | outside top 12 |
| Research and science | 4 | 1% | 5 | 0% | even |
| Design & UX | 3 | 0% | 6 | 0% | even |
| General management & consulting | 2 | 0% | – | – | outside top 12 |
| Product, program & project management | 2 | 0% | 20 | 1% | even |
| Sales | 2 | 0% | 28 | 2% | even |
| Customer service & success | – | – | 12 | 1% | outside top 12 |
| Marketing & communications | – | – | 6 | 0% | outside top 12 |
| Finance & accounting | – | – | 5 | 0% | outside top 12 |
| Unclassified | – | – | 5 | 0% | outside top 12 |
The companies behind each column
Companies using Apache Beam →
Companies using Ray →
distributed processing ranked →
Quote the sentence with the date and the link. The numbers change daily; the link always shows the current ones.
Ray is named by 373 companies in job postings and Apache Beam by 178; 26 name both. (Breaknorm, 30 October 2026, https://breaknorm.co/compare/apache-beam-vs-ray)
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 →
- Job postingsRead hourly from career sites. A tool counts when the employer's own text names it as the team's system; both tools can count for one company.
- Website and DNSScripts and embeds on the company's pages, plus SPF, DKIM, MX and CNAME records of its domain that point at the vendor.
- SegmentsCountry, size and industry from the company profile built from its website.
- Not a reviewNo ratings, prices or feature claims. For those, read the vendors.
Apache Beam vs Ray: questions
Which is more used, Apache Beam or Ray?
By companies naming it in their own job postings, Ray (373) over Apache Beam (178). By website-and-DNS footprint, Ray (0 vs 0), because its scripts and mail records sit on many small company sites.
Who chooses Apache Beam?
41% of Apache Beam companies have 2 to 200 employees, against 47% for Ray. 34% of Apache Beam companies have over 1,000 employees, against 26% for Ray.
Do companies run both?
26 companies name both in their postings, usually Apache Beam in marketing and Ray in sales, or during a migration.
Where do these numbers come from?
From the employer's own text in job postings read hourly from career sites, and from scripts found on company websites in our crawl. No vendor data, no surveys.
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