Skills: pay and hiring demand
All skills →
MLOps jobs and pay
How many open roles ask for MLOps, what employers state they pay for it, and where that demand sits.
Citable summary
MLOps appears in 550 open roles (0.4% of postings) with an employer-stated median of 216,104 (P25 170,000 – P75 221,250), as of 2026-10-18.
n=550, as of 2026-10-18 · How these skill figures are calculated
550
Open roles
0.4%
Share of all postings
181
Postings with a salary range
$216,104
Median stated pay
Which job families hire for this skill
Where roles naming this skill are concentrated across job families.
Demand by job family
| Job family | Open roles | Share of skill's roles |
|---|---|---|
| Data & ML | 303 | 55.1% |
| Engineering | 176 | 32.0% |
| Consulting | 43 | 7.8% |
| Product | 9 | 1.6% |
| Other | 8 | 1.5% |
| Operations | 3 | 0.5% |
| People & HR | 3 | 0.5% |
| Finance | 1 | 0.2% |
| Legal | 1 | 0.2% |
| Retail & Hospitality | 1 | 0.2% |
| Sales | 1 | 0.2% |
| Support | 1 | 0.2% |
Skill demand by country
| Country | Open roles | Share of skill's roles |
|---|---|---|
| United States | 220 | 40.0% |
| United Kingdom | 54 | 9.8% |
| India | 29 | 5.3% |
| Germany | 27 | 4.9% |
| France | 27 | 4.9% |
| Canada | 16 | 2.9% |
| Singapore | 10 | 1.8% |
| Mexico | 9 | 1.6% |
| Netherlands | 9 | 1.6% |
| Poland | 9 | 1.6% |
| Spain | 8 | 1.5% |
| Brazil | 7 | 1.3% |
| Australia | 6 | 1.1% |
| Slovakia | 6 | 1.1% |
| Portugal | 5 | 0.9% |
| SA | 5 | 0.9% |
| EG | 4 | 0.7% |
| Japan | 4 | 0.7% |
| Sweden | 4 | 0.7% |
| United Arab Emirates | 3 | 0.5% |
| Switzerland | 3 | 0.5% |
| China | 3 | 0.5% |
| CO | 3 | 0.5% |
| Czechia | 3 | 0.5% |
| Israel | 3 | 0.5% |
| South Korea | 3 | 0.5% |
| New Zealand | 3 | 0.5% |
| Taiwan | 3 | 0.5% |
| Greece | 2 | 0.4% |
| Hungary | 2 | 0.4% |
| PH | 2 | 0.4% |
| AR | 1 | 0.2% |
| Ireland | 1 | 0.2% |
| Lithuania | 1 | 0.2% |
| Luxembourg | 1 | 0.2% |
| MY | 1 | 0.2% |
| RS | 1 | 0.2% |
| TH | 1 | 0.2% |
| UY | 1 | 0.2% |
| ZA | 1 | 0.2% |
Skills that appear alongside
Skills most often requested in the same job postings as MLOps.
Python n=9,587
Excel n=8,995
SQL n=7,329
Roadmapping n=7,155
AWS n=6,209
LLM n=5,050
Agile n=4,518
CI/CD n=4,458
iOS n=4,409
Salesforce n=4,046
CRM n=3,912
Azure n=3,892
Related skills
Procurement n=3,892
Supply Chain n=3,817
GCP n=3,515
Kubernetes n=3,343
Negotiation n=3,225
React n=3,100
Java n=3,011
Git n=2,902
Account Management n=2,715
A/B Testing n=2,660
TypeScript n=2,594
Payroll n=2,523
Method: counts come from public job postings; pay figures use only postings with an employer-stated salary range. salaries.geo_answer_method →