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
Who chooses which
Share of each tool's companies in every segment. "Leans" marks a gap of more than two points.
| Segment | Apache Iceberg | share | Databricks | share | Leans |
|---|---|---|---|---|---|
| Self-employed | 25 | 3% | 105 | 2% | even |
| 2-10 employees | 66 | 8% | 309 | 6% | even |
| 11-50 employees | 91 | 10% | 524 | 10% | even |
| 51-200 employees | 160 | 18% | 926 | 18% | even |
| 201-500 employees | 110 | 13% | 723 | 14% | even |
| 501-1000 employees | 101 | 12% | 568 | 11% | even |
| 1001-5000 employees | 154 | 18% | 921 | 18% | even |
| 5001-10000 employees | 48 | 6% | 325 | 6% | even |
| 10,001+ employees | 117 | 13% | 787 | 15% | even |
| Segment | Apache Iceberg | share | Databricks | share | Leans |
|---|---|---|---|---|---|
| Technology & software | 459 | 53% | 2,090 | 40% | Apache Iceberg |
| Business & finance services | 207 | 24% | 1,242 | 24% | even |
| Manufacturing & industry | 62 | 7% | 524 | 10% | Databricks |
| Media & content | 42 | 5% | 182 | 4% | even |
| Public, community & associations | 25 | 3% | 114 | 2% | even |
| Consumer services & leisure | 16 | 2% | 141 | 3% | even |
| Commerce & trade | 15 | 2% | 215 | 4% | Databricks |
| Utilities & infrastructure | 15 | 2% | 195 | 4% | Databricks |
| Automotive | 11 | 1% | 76 | 1% | even |
| Hospitality & travel | 7 | 1% | – | – | outside top 12 |
| Property & construction | 5 | 1% | 105 | 2% | even |
| Health care | 4 | 0% | 136 | 3% | Databricks |
| Transport, logistics & rental | – | – | 89 | 2% | outside top 12 |
| Segment | Apache Iceberg | share | Databricks | share | Leans |
|---|---|---|---|---|---|
| United States | 556 | 64% | 2,976 | 57% | Apache Iceberg |
| United Kingdom | 54 | 6% | 385 | 7% | even |
| Germany | 35 | 4% | 236 | 5% | even |
| Canada | 22 | 3% | 145 | 3% | even |
| India | 20 | 2% | 105 | 2% | even |
| France | 15 | 2% | 119 | 2% | even |
| Netherlands | 13 | 1% | 116 | 2% | even |
| Sweden | 13 | 1% | 66 | 1% | even |
| Australia | 12 | 1% | 106 | 2% | even |
| Switzerland | 11 | 1% | 53 | 1% | even |
| Singapore | 9 | 1% | – | – | outside top 12 |
| Brazil | 7 | 1% | 107 | 2% | even |
| Poland | – | – | 51 | 1% | outside top 12 |
| Segment | Apache Iceberg | share | Databricks | share | Leans |
|---|---|---|---|---|---|
| Data & AI | 1,586 | 60% | 18,735 | 56% | Apache Iceberg |
| Software engineering | 584 | 22% | 4,307 | 13% | Apache Iceberg |
| IT operations & business systems | 56 | 2% | 2,067 | 6% | Databricks |
| Product, program & project management | 49 | 2% | 997 | 3% | even |
| Sales | 36 | 1% | 1,179 | 4% | Databricks |
| Engineering (non-software) | 16 | 1% | 196 | 1% | even |
| Customer service & success | 15 | 1% | 126 | 0% | even |
| Marketing & communications | 10 | 0% | 253 | 1% | even |
| research and science | 5 | 0% | 24 | 0% | even |
| arts media and entertainment | 3 | 0% | 10 | 0% | even |
| General management & consulting | 3 | 0% | 330 | 1% | even |
| Unclassified | 3 | 0% | 210 | 1% | even |
| Finance & accounting | 2 | 0% | 554 | 2% | even |
| Quality, safety & environment | 2 | 0% | 66 | 0% | even |
| construction and civil | 1 | 0% | 28 | 0% | even |
| Design & UX | 1 | 0% | 20 | 0% | even |
| Human resources | 1 | 0% | 66 | 0% | even |
| logistics warehouse and transport | 1 | 0% | 97 | 0% | even |
| Legal, compliance & risk | – | – | 189 | 1% | outside top 12 |
| Business development & strategy | – | – | 187 | 1% | outside top 12 |
| procurement and purchasing | – | – | 19 | 0% | outside top 12 |
| Education & training | – | – | 17 | 0% | outside top 12 |
| Administration & office | – | – | 16 | 0% | outside top 12 |
| facilities cleaning and security | – | – | 8 | 0% | outside top 12 |
| hospitality and food service | – | – | 7 | 0% | outside top 12 |
| Travel, leisure & events | – | – | 5 | 0% | outside top 12 |
| healthcare clinical | – | – | 4 | 0% | outside top 12 |
| public safety and protective services | – | – | 4 | 0% | outside top 12 |
| manufacturing and production | – | – | 3 | 0% | outside top 12 |
| real estate and property | – | – | 3 | 0% | outside top 12 |
The companies behind each column
Companies using Apache Iceberg →
Companies using Databricks →
lakehouse table formats ranked →
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)
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 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.
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 Apache Iceberg or Databricks, and get 1,000 records free.