MLOps Job Trends

MLOps
UK

The table below provides summary statistics and salary benchmarking for jobs requiring MLOps skills. It covers permanent job vacancies from the 6 months leading up to 18 February 2026, with comparisons to the same periods in the previous two years.

6 months to
18 Feb 2026
Same period 2025 Same period 2024
Rank 489 526 659
Rank change year-on-year +37 +133 +191
Permanent jobs citing MLOps 184 156 139
As % of all permanent jobs in the UK 0.27% 0.32% 0.19%
As % of the Processes & Methodologies category 0.34% 0.34% 0.21%
Number of salaries quoted 85 47 93
10th Percentile £46,250 £57,500 £56,500
25th Percentile £66,250 £65,000 £71,250
Median annual salary (50th Percentile) £82,500 £80,000 £92,000
Median % change year-on-year +3.13% -13.04% +18.71%
75th Percentile £95,000 £100,000 £120,000
90th Percentile £127,000 £122,250 £147,500
UK excluding London median annual salary £87,500 £70,000 £80,000
% change year-on-year +25.00% -12.50% +6.67%

All Process & Methodology Skills
UK

MLOps falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 53,894 45,456 65,928
As % of all permanent jobs advertised in the UK 79.39% 92.40% 88.33%
Number of salaries quoted 32,246 22,087 51,057
10th Percentile £29,000 £34,750 £29,440
25th Percentile £38,296 £46,250 £40,000
Median annual salary (50th Percentile) £55,000 £60,500 £55,000
Median % change year-on-year -9.09% +10.00% -12.00%
75th Percentile £76,250 £81,250 £75,000
90th Percentile £97,500 £102,500 £95,000
UK excluding London median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +10.00% -8.90%

MLOps
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing MLOps relative to all permanent IT jobs advertised.

MLOps job vacancy trend in the UK

MLOps
Salary Trend

Salary distribution trend for jobs in the UK citing MLOps.

Salary distribution trend for jobs in the UK citing MLOps

MLOps
Salary Histogram

Salary distribution for jobs citing MLOps over the 6 months to 18 February 2026.

Salary histogram for MLOps in the UK

MLOps
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing MLOps within the UK over the 6 months to 18 February 2026. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
England +58 166 £82,500 -3.23% 123
London +90 127 £82,500 -17.50% 86
Work from Home +33 69 £77,500 +10.71% 79
UK excluding London -34 42 £87,500 +25.00% 62
South East +6 21 £87,500 +22.81% 29
Midlands +15 6 £87,500 -2.78% 4
Scotland -7 6 - - 3
North of England -34 5 £71,000 +3.27% 14
West Midlands +17 4 £87,500 -2.78% 2
North East -6 2 - - 6
North West -9 2 £68,294 -12.02% 7
East Midlands - 2 - - 2
Wales - 2 £135,000 -
South West -17 1 - - 10
Northern Ireland -24 1 - - 1
Yorkshire -26 1 £71,000 - 1

MLOps
Co-Occurring Skills & Capabilities by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 27 (14.67%) Apache Airflow
2 23 (12.50%) Apache Spark
3 16 (8.70%) Appian
4 2 (1.09%) Jupyter
4 2 (1.09%) nginx
Applications
1 2 (1.09%) Chatbot
Cloud Services
1 102 (55.43%) Azure
2 77 (41.85%) AWS
3 53 (28.80%) GCP
4 40 (21.74%) Azure Machine Learning
5 21 (11.41%) Azure AI
6 20 (10.87%) Amazon SageMaker
7 19 (10.33%) SaaS
7 19 (10.33%) Snowflake
8 15 (8.15%) Vertex AI
9 14 (7.61%) Anthropic Claude
10 13 (7.07%) Serverless
11 12 (6.52%) Azure Data Factory
11 12 (6.52%) Power Automate
11 12 (6.52%) Power Platform
12 11 (5.98%) Amazon S3
12 11 (5.98%) Dagster
13 10 (5.43%) AWS Lambda
13 10 (5.43%) GitHub
14 9 (4.89%) Azure DevOps
14 9 (4.89%) dbt
Communications & Networking
1 9 (4.89%) Broadband
2 5 (2.72%) MQTT
3 2 (1.09%) BGP
3 2 (1.09%) Cisco Nexus
3 2 (1.09%) Firewall
3 2 (1.09%) OSPF
3 2 (1.09%) Reverse Proxy
3 2 (1.09%) RTMP
3 2 (1.09%) TCP/IP
3 2 (1.09%) VLAN
3 2 (1.09%) VPN
3 2 (1.09%) WAN
3 2 (1.09%) Wi-Fi
3 2 (1.09%) Wireless
4 1 (0.54%) Network Security
Database & Business Intelligence
1 27 (14.67%) Pinecone
2 16 (8.70%) Amazon Redshift
3 13 (7.07%) Weaviate
4 12 (6.52%) Power BI
4 12 (6.52%) SQL Server
4 12 (6.52%) Tableau
5 11 (5.98%) BigQuery
5 11 (5.98%) Data Warehouse
6 10 (5.43%) Looker
6 10 (5.43%) Metadata
7 9 (4.89%) Apache Iceberg
7 9 (4.89%) Delta Lake
7 9 (4.89%) Elasticsearch
7 9 (4.89%) NoSQL
8 7 (3.80%) Big Data
9 4 (2.17%) Data Lake
9 4 (2.17%) PostgreSQL
10 3 (1.63%) Hadoop
10 3 (1.63%) MongoDB
10 3 (1.63%) MySQL
Development Applications
1 56 (30.43%) MLflow
2 8 (4.35%) Git
3 6 (3.26%) GitLab
4 5 (2.72%) Jenkins
5 2 (1.09%) Jaeger
5 2 (1.09%) Sonatype Nexus
General
1 69 (37.50%) Social Skills
2 44 (23.91%) Finance
3 30 (16.30%) Analytical Skills
4 9 (4.89%) Manufacturing
5 7 (3.80%) Banking
5 7 (3.80%) Financial Institution
5 7 (3.80%) Law
6 5 (2.72%) Games
6 5 (2.72%) Inclusion and Diversity
6 5 (2.72%) Legal
7 4 (2.17%) Presentation Skills
8 2 (1.09%) Agriculture
8 2 (1.09%) Organisational Skills
8 2 (1.09%) Pharmaceutical
8 2 (1.09%) Public Sector
9 1 (0.54%) Advertising
9 1 (0.54%) Electronics
9 1 (0.54%) Health Technology
9 1 (0.54%) Marketing
9 1 (0.54%) Private Banking
Job Titles
1 46 (25.00%) Senior
2 36 (19.57%) Artificial Intelligence Engineer
3 25 (13.59%) Machine Learning Engineer
4 21 (11.41%) Data Engineer
5 19 (10.33%) Data Scientist
6 18 (9.78%) Operations Engineer
7 17 (9.24%) Lead
8 14 (7.61%) Consultant
9 13 (7.07%) Architect
10 12 (6.52%) Automation Engineer
11 11 (5.98%) Data Consultant
11 11 (5.98%) Senior Consultant
11 11 (5.98%) Senior Data Scientist
12 10 (5.43%) Data Science Engineer
13 9 (4.89%) Artificial Intelligence Consultant
13 9 (4.89%) Senior Systems Engineer
13 9 (4.89%) Systems Engineer
14 6 (3.26%) Artificial Intelligence Architect
14 6 (3.26%) Associate Director
14 6 (3.26%) Solutions Architect
Libraries, Frameworks & Software Standards
1 63 (34.24%) PyTorch
2 60 (32.61%) TensorFlow
3 31 (16.85%) LangChain
4 29 (15.76%) scikit-learn
5 23 (12.50%) Faiss
5 23 (12.50%) REST
6 22 (11.96%) FastAPI
7 19 (10.33%) Hugging Face
8 18 (9.78%) Pandas
9 17 (9.24%) Django
10 16 (8.70%) Flask
10 16 (8.70%) NumPy
11 14 (7.61%) pytest
12 13 (7.07%) RESTful
13 12 (6.52%) JWT
13 12 (6.52%) OAuth
13 12 (6.52%) OpenAPI
13 12 (6.52%) Swagger
13 12 (6.52%) Web Services
14 10 (5.43%) LangGraph
Miscellaneous
1 22 (11.96%) AI Agents
2 21 (11.41%) Low-Code
3 18 (9.78%) Algorithms
4 15 (8.15%) Cloud Native
4 15 (8.15%) Product Ownership
5 14 (7.61%) Legacy Systems
6 13 (7.07%) Life Science
7 10 (5.43%) Hackathon
8 8 (4.35%) Video\Live Streaming
9 7 (3.80%) e-Learning
10 6 (3.26%) Distributed Systems
11 4 (2.17%) Data Structures
11 4 (2.17%) Self-Motivation
12 3 (1.63%) Animation
12 3 (1.63%) IoT
12 3 (1.63%) Management Information System
12 3 (1.63%) Robotics
13 2 (1.09%) Data Protection Act
13 2 (1.09%) Greenfield Project
13 2 (1.09%) MPEG
Operating Systems
1 12 (6.52%) Linux
2 9 (4.89%) Ubuntu
3 2 (1.09%) Unix
Processes & Methodologies
1 167 (90.76%) Machine Learning
2 143 (77.72%) AI
3 106 (57.61%) CI/CD
4 93 (50.54%) Data Science
5 65 (35.33%) LLM
6 64 (34.78%) Generative AI
7 61 (33.15%) Analytics
8 58 (31.52%) Data Engineering
9 55 (29.89%) Data Pipeline
10 49 (26.63%) DevOps
10 49 (26.63%) Retrieval-Augmented Generation
11 44 (23.91%) Clean Code
12 40 (21.74%) Containerisation
13 39 (21.20%) Roadmaps
14 36 (19.57%) ETL
15 35 (19.02%) Open Source
15 35 (19.02%) Use Case
16 33 (17.93%) Decision-Making
16 33 (17.93%) Infrastructure as Code
16 33 (17.93%) Workflow
Programming Languages
1 129 (70.11%) Python
2 52 (28.26%) SQL
3 15 (8.15%) Java
4 14 (7.61%) Go
5 12 (6.52%) Bash
6 9 (4.89%) Scala
7 7 (3.80%) JavaScript
8 4 (2.17%) C++
8 4 (2.17%) TypeScript
9 3 (1.63%) MATLAB
9 3 (1.63%) R
9 3 (1.63%) Rust
10 2 (1.09%) Bicep
11 1 (0.54%) C#
Qualifications
1 52 (28.26%) Degree
2 27 (14.67%) Master's Degree
3 12 (6.52%) PhD
4 11 (5.98%) AWS Certification
5 9 (4.89%) Security Cleared
6 7 (3.80%) Azure Certification
6 7 (3.80%) Computer Science Degree
6 7 (3.80%) SC Cleared
7 4 (2.17%) Microsoft Certified Professional
8 3 (1.63%) TOGAF Certification
9 2 (1.09%) AWS Certified Solutions Architect
10 1 (0.54%) PMI Certification
Quality Assurance & Compliance
1 27 (14.67%) Data Quality
2 7 (3.80%) SLA
3 4 (2.17%) Accessibility
4 3 (1.63%) GDPR
4 3 (1.63%) QA
5 2 (1.09%) ISO/IEC 27001
6 1 (0.54%) GMP
6 1 (0.54%) GxP
6 1 (0.54%) HIPAA
6 1 (0.54%) ISO 13485
6 1 (0.54%) SOC 2
System Software
1 59 (32.07%) Docker
2 2 (1.09%) NFS
3 1 (0.54%) Active Directory
Systems Management
1 53 (28.80%) Kubernetes
2 23 (12.50%) Terraform
3 12 (6.52%) Ansible
4 9 (4.89%) Grafana
4 9 (4.89%) Prometheus
5 5 (2.72%) Kubeflow
6 4 (2.17%) Argo
Vendors
1 44 (23.91%) Databricks
2 32 (17.39%) OpenAI
3 12 (6.52%) Automation Anywhere
3 12 (6.52%) UiPath
4 9 (4.89%) Google
4 9 (4.89%) NVIDIA
4 9 (4.89%) Palantir
5 7 (3.80%) Microsoft
6 2 (1.09%) Cisco
6 2 (1.09%) MikroTik
6 2 (1.09%) NETGEAR
6 2 (1.09%) Sonatype
6 2 (1.09%) Starlink
6 2 (1.09%) Ubiquiti
7 1 (0.54%) IBM
7 1 (0.54%) Oracle
7 1 (0.54%) OutSystems
7 1 (0.54%) Red Hat
7 1 (0.54%) SAP