Breaknorm
Sign inStart free

Product

SignalsPeopleCompaniesLocal businessesMCP and API

Plays

Post engagersTeam build-outChampion movedHiring surgeNewly fundedLookalikesAll plays

Data

Coverage by countryHiring dataJob changesEmail verificationCompanies by toolWho is hiringMarket mapsOutboundCompany profilesCompare
PricingDatasetsDocsSign in
Compare · data science libraries

Matplotlib VS Polars

As of 30 October 2026, Polars is named by 155 companies and Matplotlib by 477; Matplotlib skews to companies under 200 people (47% vs 46%), Polars to companies over 1,000 (27% vs 30%).

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: Matplotlib's script and mail records show on hundreds of thousands of small sites, Polars rarely leaves a trace outside its own apps. Compare on the job-posting numbers; use the footprint for reach.

Matplotlib: 2–200 employees
47%
Polars: 2–200 employees
46%
Matplotlib: 1,000+ employees
30%
Polars: 1,000+ employees
27%
Postings per company, 90 days
2.1 · 2.2
Website or DNS footprint
0 · 0
477companies name Matplotlib
155companies name Polars
0name both
1,009 · 340postings in 90 days, Matplotlib · Polars
02Side by side

Who chooses which

Share of each tool's companies in every segment. "Leans" marks a gap of more than two points.

By company size
SegmentMatplotlibsharePolarsshareLeans
Self-employed92%32%even
2-10 employees408%1610%even
11-50 employees7115%2516%even
51-200 employees11424%3120%Matplotlib
201-500 employees6614%2013%even
501-1000 employees327%1812%Polars
1001-5000 employees5712%2315%Polars
5001-10000 employees265%32%Matplotlib
10,001+ employees6213%1610%Matplotlib
By industry
SegmentMatplotlibsharePolarsshareLeans
Technology & software19541%6844%Polars
Manufacturing & industry7816%117%Matplotlib
Business & finance services7115%5234%Polars
Consumer services & leisure368%32%Matplotlib
Public, community & associations265%43%Matplotlib
Utilities & infrastructure194%75%even
Media & content123%21%even
Commerce & trade112%––outside top 12
Property & construction92%––outside top 12
Transport, logistics & rental71%21%even
Health care61%21%even
Automotive51%11%even
Agriculture & forestry––11%outside top 12
Hospitality & travel––11%outside top 12
By country
SegmentMatplotlibsharePolarsshareLeans
United States29562%9763%even
India276%––outside top 12
United Kingdom245%1610%Polars
Germany204%75%even
Canada133%43%even
France133%85%Polars
Switzerland82%32%even
Spain61%––outside top 12
Poland61%––outside top 12
Singapore61%––outside top 12
Australia51%11%even
Belgium51%11%even
Austria––32%outside top 12
Brazil––21%outside top 12
Argentina––11%outside top 12
Czechia––11%outside top 12
Postings by team (share of each tool's postings)
SegmentMatplotlibsharePolarsshareLeans
Data & AI95067%28258%Matplotlib
Software engineering1088%10021%Polars
Engineering (non-software)906%31%Matplotlib
Finance & accounting211%163%even
Research and science201%20%even
Education & training151%––outside top 12
Legal, compliance & risk70%––outside top 12
IT operations & business systems60%31%even
Marketing & communications60%10%even
Product, program & project management60%––outside top 12
Customer service & success50%20%even
Design & UX50%––outside top 12
Unclassified––71%outside top 12
General management & consulting––51%outside top 12
Hospitality and food service––10%outside top 12
Cite this

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

Polars is named by 155 companies in job postings and Matplotlib by 477; 0 name both. (Breaknorm, 30 October 2026, https://breaknorm.co/compare/matplotlib-vs-polars)
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 →

  • 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.
FAQ

Matplotlib vs Polars: questions

Which is more used, Matplotlib or Polars?

By companies naming it in their own job postings, Matplotlib (477) over Polars (155). By website-and-DNS footprint, Polars (0 vs 0), because its scripts and mail records sit on many small company sites.

Who chooses Matplotlib?

47% of Matplotlib companies have 2 to 200 employees, against 46% for Polars. 30% of Matplotlib companies have over 1,000 employees, against 27% for Polars.

Do companies run both?

0 companies name both in their postings, usually Matplotlib in marketing and Polars 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.

Companies and people

Get either list your way

The same data as a search, over MCP and the API, as bulk files, or pushed to you as it changes.

Every company on either tool,
with the person who owns it

Filter on Matplotlib or Polars. Start free, no card.

  1. 01Sign up, no card
  2. 02Connect Claude, ChatGPT or an API key
  3. 03Ask for your market