DataOps
UK

The following table provides summary statistics for permanent job vacancies with a requirement for DataOps skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited DataOps over the 6 months to 13 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
13 May 2024
Same period 2023 Same period 2022
Rank 545 691 658
Rank change year-on-year +146 -33 +49
Permanent jobs citing DataOps 363 291 705
As % of all permanent jobs advertised in the UK 0.37% 0.29% 0.44%
As % of the Processes & Methodologies category 0.43% 0.30% 0.46%
Number of salaries quoted 151 98 243
10th Percentile £30,000 £49,250 £39,200
25th Percentile £55,000 £56,000 £48,220
Median annual salary (50th Percentile) £70,000 £77,500 £65,000
Median % change year-on-year -9.68% +19.23% -18.75%
75th Percentile £90,000 £95,938 £82,500
90th Percentile £102,500 £105,375 £97,500
UK excluding London median annual salary £60,000 £77,500 £65,000
% change year-on-year -22.58% +19.23% -13.33%

All Process and Methodology Skills
UK

DataOps is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 84,735 96,775 152,013
As % of all permanent jobs advertised in the UK 85.57% 95.60% 95.70%
Number of salaries quoted 59,708 57,079 82,921
10th Percentile £29,000 £34,000 £33,740
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £61,000 £60,000
Median % change year-on-year -9.84% +1.67% +9.09%
75th Percentile £72,500 £81,250 £80,000
90th Percentile £92,500 £100,000 £96,250
UK excluding London median annual salary £50,000 £55,000 £52,500
% change year-on-year -9.09% +4.76% +9.38%

DataOps
Job Vacancy Trend

Job postings citing DataOps as a proportion of all IT jobs advertised.

Job vacancy trend for DataOps in the UK

DataOps
Salary Trend

3-month moving average salary quoted in jobs citing DataOps.

Salary trend for DataOps in the UK

DataOps
Salary Histogram

Salary distribution for jobs citing DataOps over the 6 months to 13 May 2024.

Salary histogram for DataOps in the UK

DataOps
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing DataOps within the UK over the 6 months to 13 May 2024. 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 +195 334 £70,000 -12.50% 74
UK excluding London +78 267 £60,000 -22.58% 53
North of England +105 126 £60,000 -4.00% 16
Work from Home +79 91 £70,000 - 59
London +95 88 £85,000 +0.59% 30
North West +54 82 £62,500 +8.70% 8
South East +48 51 £26,500 -62.14% 11
Yorkshire +78 33 £32,500 -55.17% 6
Midlands +17 31 £64,150 -19.81% 9
South West -7 24 £68,937 -11.05% 4
West Midlands +28 19 £65,400 -18.25% 4
East of England +25 13 - - 1
Scotland -79 13 £80,000 +128.57% 8
East Midlands +1 12 £44,100 - 5
North East - 11 £75,000 - 2
Wales +17 9 £60,000 +33.33% 4

DataOps
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 12 (3.31%) WordPress
2 7 (1.93%) SharePoint
3 5 (1.38%) Confluence
4 4 (1.10%) Apache Airflow
5 3 (0.83%) CMS
6 1 (0.28%) Apache
6 1 (0.28%) Jupyter
Applications
1 17 (4.68%) Microsoft Excel
2 9 (2.48%) Microsoft Office
3 3 (0.83%) Photoshop
3 3 (0.83%) Spreadsheet
4 1 (0.28%) Microsoft PowerPoint
4 1 (0.28%) SPSS
Business Applications
1 2 (0.55%) Dynamics CRM
1 2 (0.55%) MIS ActiveH
1 2 (0.55%) NEC Housing
2 1 (0.28%) Aladdin
2 1 (0.28%) Markit EDM
2 1 (0.28%) SAP HCM
2 1 (0.28%) Shopify
Cloud Services
1 173 (47.66%) GCP
2 70 (19.28%) Azure
3 38 (10.47%) AWS
4 24 (6.61%) Power Platform
5 23 (6.34%) Azure DevOps
6 21 (5.79%) Snowflake
7 16 (4.41%) dbt
7 16 (4.41%) Microsoft 365
8 12 (3.31%) Azure Synapse Analytics
9 11 (3.03%) Microsoft Purview
10 10 (2.75%) Azure Data Factory
10 10 (2.75%) Fivetran
11 7 (1.93%) Serverless
12 6 (1.65%) GitHub
12 6 (1.65%) SaaS
13 5 (1.38%) Dynamics 365
13 5 (1.38%) IaaS
13 5 (1.38%) PaaS
13 5 (1.38%) Prefect
14 4 (1.10%) Amazon Cognito
Communications & Networking
1 10 (2.75%) Structured Cabling
2 5 (1.38%) DAB
3 4 (1.10%) Firewall
4 2 (0.55%) VPN
5 1 (0.28%) Network Security
Database & Business Intelligence
1 170 (46.83%) BigQuery
2 161 (44.35%) Looker
3 79 (21.76%) Data Warehouse
4 30 (8.26%) Metadata
5 24 (6.61%) Power BI
6 18 (4.96%) PostgreSQL
7 16 (4.41%) MySQL
8 14 (3.86%) SQL Server
9 11 (3.03%) DynamoDB
10 10 (2.75%) Tableau
11 9 (2.48%) Amazon Redshift
11 9 (2.48%) Big Data
11 9 (2.48%) Data Mining
12 6 (1.65%) Azure SQL Database
12 6 (1.65%) Data Lake
13 5 (1.38%) Amazon RDS
13 5 (1.38%) Azure SQL Data Warehouse
13 5 (1.38%) MongoDB
13 5 (1.38%) Relational Database
14 4 (1.10%) Parquet
Development Applications
1 21 (5.79%) Git
2 14 (3.86%) GitLab
3 5 (1.38%) Jenkins
3 5 (1.38%) JIRA
4 1 (0.28%) CircleCI
4 1 (0.28%) ERwin
General
1 184 (50.69%) Analytical Skills
2 49 (13.50%) Finance
2 49 (13.50%) Social Skills
3 23 (6.34%) Retail
4 21 (5.79%) Inclusion and Diversity
5 18 (4.96%) Legal
6 10 (2.75%) Marketing
7 7 (1.93%) Banking
8 6 (1.65%) Law
9 5 (1.38%) Advertising
9 5 (1.38%) Presentation Skills
10 4 (1.10%) Influencing Skills
10 4 (1.10%) Organisational Skills
11 3 (0.83%) Telecoms
12 2 (0.55%) Billing
12 2 (0.55%) Electronics
13 1 (0.28%) Front Office
Job Titles
1 201 (55.37%) Data Engineer
2 170 (46.83%) Platform Engineer
3 161 (44.35%) Principal Data Engineer
3 161 (44.35%) Principal Engineer
4 38 (10.47%) Lead
5 36 (9.92%) Senior
6 34 (9.37%) Architect
7 31 (8.54%) Data Architect
8 21 (5.79%) DataOps Engineer
9 19 (5.23%) Data Manager
10 18 (4.96%) Senior Architect
11 17 (4.68%) Senior Data Architect
12 15 (4.13%) DataOps Leader
13 12 (3.31%) Analyst
14 11 (3.03%) Cloud Platform Engineer
14 11 (3.03%) Data Analyst
14 11 (3.03%) IT Manager
14 11 (3.03%) Lead Data Engineer
14 11 (3.03%) Technical Leader
15 10 (2.75%) Data Centre Operations Engineer
Libraries, Frameworks & Software Standards
1 18 (4.96%) JSON
2 16 (4.41%) CSS
2 16 (4.41%) HTML
3 12 (3.31%) .NET
3 12 (3.31%) Node.js
3 12 (3.31%) React
4 11 (3.03%) XML
5 6 (1.65%) PyTorch
5 6 (1.65%) TensorFlow
6 4 (1.10%) RESTful
7 3 (0.83%) HTML5 Canvas
8 2 (0.55%) Kafka
8 2 (0.55%) Lambda Expressions
8 2 (0.55%) NumPy
8 2 (0.55%) Pandas
8 2 (0.55%) XGBoost
9 1 (0.28%) ARM Templates
9 1 (0.28%) PySpark
9 1 (0.28%) Redux
9 1 (0.28%) Tailwind CSS
Miscellaneous
1 160 (44.08%) Self-Motivation
2 41 (11.29%) Management Information System
3 29 (7.99%) Data Centre
4 11 (3.03%) Reference Data
5 7 (1.93%) Public Cloud
6 6 (1.65%) Onboarding
6 6 (1.65%) Product Ownership
7 5 (1.38%) Cloud Native
8 4 (1.10%) Distributed Systems
8 4 (1.10%) Hedge funds
8 4 (1.10%) PMI
9 3 (0.83%) Algorithms
9 3 (0.83%) Data Structures
9 3 (0.83%) Video Editing
9 3 (0.83%) Wiki
10 2 (0.55%) Fixed Income
10 2 (0.55%) NHS
10 2 (0.55%) Renewable Energy
11 1 (0.28%) Derivative
11 1 (0.28%) Equities
Operating Systems
1 7 (1.93%) Windows
2 4 (1.10%) Windows Server
3 3 (0.83%) Linux
3 3 (0.83%) Mac OS
4 2 (0.55%) OS/2
5 1 (0.28%) Android
5 1 (0.28%) Apple iOS
Processes & Methodologies
1 224 (61.71%) DevOps
2 220 (60.61%) Agile
3 201 (55.37%) Data Engineering
4 197 (54.27%) Data Science
5 192 (52.89%) Problem-Solving
6 190 (52.34%) Data Pipeline
7 178 (49.04%) Mentoring
8 170 (46.83%) Platform Engineering
9 161 (44.35%) Change Management
10 75 (20.66%) Analytics
11 74 (20.39%) Business Intelligence
12 59 (16.25%) Data Governance
13 52 (14.33%) Roadmaps
14 46 (12.67%) Data Modelling
15 40 (11.02%) Data Architecture
15 40 (11.02%) Data Strategy
16 37 (10.19%) ETL
17 36 (9.92%) Data Management
18 30 (8.26%) Information Management
19 29 (7.99%) Machine Learning
Programming Languages
1 59 (16.25%) SQL
2 44 (12.12%) Python
3 14 (3.86%) PHP
4 13 (3.58%) Java
5 11 (3.03%) C#
5 11 (3.03%) Scala
5 11 (3.03%) VB.NET
6 4 (1.10%) R
7 2 (0.55%) JavaScript
7 2 (0.55%) MATLAB
8 1 (0.28%) Bicep
8 1 (0.28%) C
8 1 (0.28%) PowerShell
8 1 (0.28%) VBA
Qualifications
1 18 (4.96%) Degree
2 9 (2.48%) Master's Degree
3 6 (1.65%) Computer Science Degree
4 4 (1.10%) PMI Certification
5 3 (0.83%) PhD
6 1 (0.28%) Postgraduate
6 1 (0.28%) SC Cleared
6 1 (0.28%) Security Cleared
Quality Assurance & Compliance
1 175 (48.21%) GDPR
2 52 (14.33%) Data Quality
3 8 (2.20%) Accessibility
4 5 (1.38%) COBIT
5 1 (0.28%) Cyber Essentials
5 1 (0.28%) ISO/IEC 27001
System Software
1 4 (1.10%) Active Directory
2 3 (0.83%) Docker
Systems Management
1 4 (1.10%) Kubernetes
1 4 (1.10%) Terraform
2 1 (0.28%) Pingdom
2 1 (0.28%) ZABBIX
Vendors
1 169 (46.56%) Google
2 50 (13.77%) Microsoft
3 13 (3.58%) Databricks
4 10 (2.75%) Dataiku
5 6 (1.65%) F5
6 4 (1.10%) Bloomberg
7 3 (0.83%) Oracle
7 3 (0.83%) Reuters
7 3 (0.83%) WooCommerce
8 2 (0.55%) NEC
8 2 (0.55%) Salesforce
9 1 (0.28%) FactSet
9 1 (0.28%) Liquidlogic
9 1 (0.28%) New Relic
9 1 (0.28%) Refinitiv
9 1 (0.28%) SAP
9 1 (0.28%) Splunk