Compare · lakehouse table formats

Apache Iceberg VS Databricks_

As of 4 November 2026, Databricks is named by 5,188 companies and Apache Iceberg by 872; Apache Iceberg skews to companies under 200 people (36% vs 34%), Databricks to companies over 1,000 (39% vs 37%).

As of 4 November 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 Iceberg's script and mail records show on hundreds of thousands of small sites, Databricks rarely leaves a trace outside its own apps. Compare on the job-posting numbers; use the footprint for reach.

Apache Iceberg: 2–200 employees
36%
Databricks: 2–200 employees
34%
Apache Iceberg: 1,000+ employees
37%
Databricks: 1,000+ employees
39%
Postings per company, 90 days
2.4 · 5.3
Website or DNS footprint
0 · 0
872companies name Apache Iceberg
5,188companies name Databricks
449name both
2,112 · 27,436postings in 90 days, Apache Iceberg · Databricks
02 — Side 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
SegmentApache IcebergshareDatabricksshareLeans
Self-employed253%1052%even
2-10 employees668%3096%even
11-50 employees9110%52410%even
51-200 employees16018%92618%even
201-500 employees11013%72314%even
501-1000 employees10112%56811%even
1001-5000 employees15418%92118%even
5001-10000 employees486%3256%even
10,001+ employees11713%78715%even
By industry
SegmentApache IcebergshareDatabricksshareLeans
Technology & software45953%2,09040%Apache Iceberg
Business & finance services20724%1,24224%even
Manufacturing & industry627%52410%Databricks
Media & content425%1824%even
Public, community & associations253%1142%even
Consumer services & leisure162%1413%even
Commerce & trade152%2154%Databricks
Utilities & infrastructure152%1954%Databricks
Automotive111%761%even
Hospitality & travel71%––outside top 12
Property & construction51%1052%even
Health care40%1363%Databricks
Transport, logistics & rental––892%outside top 12
By country
SegmentApache IcebergshareDatabricksshareLeans
United States55664%2,97657%Apache Iceberg
United Kingdom546%3857%even
Germany354%2365%even
Canada223%1453%even
India202%1052%even
France152%1192%even
Netherlands131%1162%even
Sweden131%661%even
Australia121%1062%even
Switzerland111%531%even
Singapore91%––outside top 12
Brazil71%1072%even
Poland––511%outside top 12
Postings by team (share of each tool's postings)
SegmentApache IcebergshareDatabricksshareLeans
Data & AI1,58660%18,73556%Apache Iceberg
Software engineering58422%4,30713%Apache Iceberg
IT operations & business systems562%2,0676%Databricks
Product, program & project management492%9973%even
Sales361%1,1794%Databricks
Engineering (non-software)161%1961%even
Customer service & success151%1260%even
Marketing & communications100%2531%even
research and science50%240%even
arts media and entertainment30%100%even
General management & consulting30%3301%even
Unclassified30%2101%even
Finance & accounting20%5542%even
Quality, safety & environment20%660%even
construction and civil10%280%even
Design & UX10%200%even
Human resources10%660%even
logistics warehouse and transport10%970%even
Legal, compliance & risk––1891%outside top 12
Business development & strategy––1871%outside top 12
procurement and purchasing––190%outside top 12
Education & training––170%outside top 12
Administration & office––160%outside top 12
facilities cleaning and security––80%outside top 12
hospitality and food service––70%outside top 12
Travel, leisure & events––50%outside top 12
healthcare clinical––40%outside top 12
public safety and protective services––40%outside top 12
manufacturing and production––30%outside top 12
real estate and property––30%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.

Databricks is named by 5,188 companies in job postings and Apache Iceberg by 872; 449 name both. (Breaknorm, 4 November 2026, https://breaknorm.co/compare/apache-iceberg-vs-databricks)
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

Apache Iceberg vs Databricks: questions

Which is more used, Apache Iceberg or Databricks?

By companies naming it in their own job postings, Databricks (5,188) over Apache Iceberg (872). By website-and-DNS footprint, Databricks (0 vs 0), because its scripts and mail records sit on many small company sites.

Who chooses Apache Iceberg?

36% of Apache Iceberg companies have 2 to 200 employees, against 34% for Databricks. 37% of Apache Iceberg companies have over 1,000 employees, against 39% for Databricks.

Do companies run both?

449 companies name both in their postings, usually Apache Iceberg in marketing and Databricks 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

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