Data Engineering Job Trends

Data Engineering
UK

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

6 months to
18 May 2026
Same period 2025 Same period 2024
Rank 144 146 174
Rank change year-on-year +2 +28 -53
Permanent jobs citing Data Engineering 1,268 1,005 1,583
As % of all permanent jobs in the UK 1.38% 2.27% 1.63%
As % of the Processes & Methodologies category 1.88% 2.44% 1.92%
Number of salaries quoted 873 540 912
10th Percentile £44,891 £45,000 £41,492
25th Percentile £57,500 £55,000 £54,813
Median annual salary (50th Percentile) £77,500 £77,500 £70,000
Median % change year-on-year - +10.71% -6.67%
75th Percentile £98,750 £115,000 £88,750
90th Percentile £115,000 £135,125 £105,000
UK excluding London median annual salary £70,000 £65,000 £63,500
% change year-on-year +7.69% +2.36% +5.40%

All Process & Methodology Skills
UK

Data Engineering 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 67,556 41,227 82,428
As % of all permanent jobs advertised in the UK 73.64% 93.27% 84.88%
Number of salaries quoted 43,655 22,384 59,687
10th Percentile £30,000 £30,000 £29,000
25th Percentile £40,500 £41,250 £40,000
Median annual salary (50th Percentile) £60,000 £59,000 £55,000
Median % change year-on-year +1.69% +7.27% -9.84%
75th Percentile £78,750 £78,750 £72,500
90th Percentile £100,000 £100,000 £92,500
UK excluding London median annual salary £52,500 £52,475 £50,000
% change year-on-year +0.05% +4.95% -9.09%

Data Engineering
Job Vacancy Trend

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

Data Engineering job vacancy trend in the UK

Data Engineering
Salary Trend

Salary distribution trend for jobs in the UK citing Data Engineering.

Salary distribution trend for jobs in the UK citing Data Engineering

Data Engineering
Salary Histogram

Salary distribution for jobs citing Data Engineering over the 6 months to 18 May 2026.

Salary histogram for Data Engineering in the UK

Data Engineering
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Engineering within the UK over the 6 months to 18 May 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 +6 1,130 £80,000 - 466
London +45 582 £85,000 -12.82% 236
UK excluding London -41 571 £70,000 +7.69% 276
Work from Home +6 418 £82,500 -2.94% 225
North of England -53 200 £80,000 +28.00% 95
South East -61 106 £70,000 - 81
North West -41 105 £90,000 +33.33% 44
Midlands +18 102 £65,000 +13.04% 43
Yorkshire -18 75 £67,500 +8.00% 23
West Midlands +19 70 £62,500 +8.70% 34
East of England +9 60 £65,000 +30.00% 10
South West -45 51 £50,000 -48.30% 32
Scotland +12 43 £83,750 +45.65% 9
East Midlands -21 30 £70,000 +7.69% 9
North East -25 20 £70,000 +40.00% 29
Wales -26 9 £65,000 -18.75% 8

Data Engineering
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
1 184 (14.51%) Apache Airflow
2 137 (10.80%) Apache Spark
3 83 (6.55%) Apache
4 35 (2.76%) Palantir Foundry
5 19 (1.50%) SAS
6 15 (1.18%) SharePoint
7 11 (0.87%) Appian
8 10 (0.79%) Confluence
9 7 (0.55%) Moodle
10 5 (0.39%) Jupyter
11 4 (0.32%) Microsoft Exchange
12 2 (0.16%) Luigi
13 1 (0.079%) ArcGIS
13 1 (0.079%) Camunda
13 1 (0.079%) GeoServer
13 1 (0.079%) WordPress
Applications
1 25 (1.97%) Microsoft Excel
2 9 (0.71%) Spreadsheet
3 2 (0.16%) Microsoft Office
Business Applications
1 3 (0.24%) Markit EDM
1 3 (0.24%) SAP S/4HANA
1 3 (0.24%) SAP SD
2 2 (0.16%) Unit4 Business World
3 1 (0.079%) Dynamics CRM
3 1 (0.079%) Infor M3
3 1 (0.079%) Oracle Assets
3 1 (0.079%) Oracle ERP
3 1 (0.079%) Primavera
Cloud Services
1 615 (48.50%) Azure
2 408 (32.18%) AWS
3 231 (18.22%) Snowflake
4 226 (17.82%) Power Platform
5 220 (17.35%) GCP
6 166 (13.09%) Azure Data Factory
7 152 (11.99%) Azure Synapse Analytics
8 121 (9.54%) dbt
9 85 (6.70%) Azure Machine Learning
10 79 (6.23%) Amazon S3
11 77 (6.07%) Azure AI
12 67 (5.28%) Serverless
13 66 (5.21%) Azure DevOps
14 51 (4.02%) GitHub
15 33 (2.60%) AWS Lambda
16 32 (2.52%) SaaS
17 29 (2.29%) GitHub Actions
18 27 (2.13%) Power Automate
19 25 (1.97%) Amazon Kinesis
19 25 (1.97%) Vertex AI
Communications & Networking
1 18 (1.42%) Broadband
2 4 (0.32%) HTTP
3 2 (0.16%) 4G
3 2 (0.16%) 5G
3 2 (0.16%) DAB
3 2 (0.16%) DHCP
3 2 (0.16%) DNS
3 2 (0.16%) Firewall
3 2 (0.16%) MQTT
4 1 (0.079%) Kerberos
4 1 (0.079%) Radio Access Network
Database & Business Intelligence
1 273 (21.53%) Data Warehouse
2 215 (16.96%) Power BI
3 202 (15.93%) Data Lake
4 155 (12.22%) SQL Server
5 106 (8.36%) BigQuery
6 103 (8.12%) Tableau
7 89 (7.02%) Metadata
8 88 (6.94%) Amazon Redshift
9 58 (4.57%) Relational Database
10 49 (3.86%) Delta Lake
11 48 (3.79%) Spark SQL
12 47 (3.71%) Elasticsearch
13 46 (3.63%) Looker
14 44 (3.47%) NoSQL
14 44 (3.47%) Semantic Layer
15 43 (3.39%) Big Data
16 42 (3.31%) PostgreSQL
16 42 (3.31%) Snowflake Schema
17 40 (3.15%) Azure SQL Database
17 40 (3.15%) Star Schema
Development Applications
1 89 (7.02%) Git
2 60 (4.73%) MLflow
3 18 (1.42%) Jenkins
3 18 (1.42%) JIRA
4 13 (1.03%) GitLab
5 12 (0.95%) IBM UrbanCode
6 7 (0.55%) Selenium
7 4 (0.32%) SQL Server Management Studio (SSMS)
8 3 (0.24%) Claude Code
9 1 (0.079%) Bitbucket
9 1 (0.079%) CMake
9 1 (0.079%) Cucumber
9 1 (0.079%) Deequ
9 1 (0.079%) JMeter
9 1 (0.079%) RStudio
9 1 (0.079%) Team Foundation Server
9 1 (0.079%) Visual Studio
9 1 (0.079%) Yeoman
9 1 (0.079%) Zephyr
General
1 316 (24.92%) Finance
2 241 (19.01%) Social Skills
3 198 (15.62%) Analytical Skills
4 77 (6.07%) Public Sector
5 68 (5.36%) Inclusion and Diversity
6 62 (4.89%) Banking
7 55 (4.34%) Retail
8 37 (2.92%) Influencing Skills
9 33 (2.60%) Legal
10 30 (2.37%) Law
10 30 (2.37%) Marketing
11 16 (1.26%) Manufacturing
12 15 (1.18%) Advertising
13 14 (1.10%) Financial Institution
14 13 (1.03%) Investment Banking
15 11 (0.87%) Automotive
15 11 (0.87%) Games
16 10 (0.79%) Front Office
17 9 (0.71%) Publishing
18 8 (0.63%) Documentation Skills
Job Titles
1 502 (39.59%) Data Engineer
2 248 (19.56%) Senior
3 226 (17.82%) Lead
4 127 (10.02%) Senior Data Engineer
5 107 (8.44%) Data Manager
6 96 (7.57%) Architect
6 96 (7.57%) Lead Data Engineer
7 76 (5.99%) Data Architect
8 71 (5.60%) Consultant
9 69 (5.44%) Engineering Manager
10 51 (4.02%) Data Consultant
11 43 (3.39%) Analyst
12 42 (3.31%) Developer
12 42 (3.31%) Platform Engineer
13 39 (3.08%) Principal Engineer
14 36 (2.84%) AWS Engineer
15 35 (2.76%) Azure Engineer
16 33 (2.60%) Finance Manager
17 32 (2.52%) Technical Leader
18 30 (2.37%) Head of Engineering
Libraries, Frameworks & Software Standards
1 141 (11.12%) PySpark
2 99 (7.81%) Kafka
3 61 (4.81%) PyTorch
3 61 (4.81%) TensorFlow
4 45 (3.55%) scikit-learn
5 43 (3.39%) REST
6 39 (3.08%) LangChain
7 32 (2.52%) Pandas
8 27 (2.13%) pgvector
9 25 (1.97%) LlamaIndex
10 20 (1.58%) .NET
10 20 (1.58%) Faiss
10 20 (1.58%) RESTful
11 18 (1.42%) Node.js
12 17 (1.34%) HTML
13 16 (1.26%) React
14 15 (1.18%) pytest
15 14 (1.10%) CSS
15 14 (1.10%) FastAPI
15 14 (1.10%) NumPy
Miscellaneous
1 110 (8.68%) Cloud Native
2 52 (4.10%) Product Ownership
3 45 (3.55%) Distributed Systems
4 41 (3.23%) Data Structures
5 33 (2.60%) Low-Code
6 31 (2.44%) Legacy Systems
7 27 (2.13%) Public Cloud
8 24 (1.89%) Self-Motivation
9 23 (1.81%) Clustering
10 21 (1.66%) Management Information System
11 20 (1.58%) e-Learning
12 17 (1.34%) Analytical Mindset
12 17 (1.34%) Onboarding
13 14 (1.10%) Greenfield Project
14 13 (1.03%) NHS
14 13 (1.03%) Social Media
15 11 (0.87%) AI Agents
16 10 (0.79%) Cyberattack
16 10 (0.79%) Hybrid Cloud
17 9 (0.71%) Algorithms
Operating Systems
1 7 (0.55%) Linux
2 5 (0.39%) Windows
3 2 (0.16%) Windows Server
4 1 (0.079%) Unix
Processes & Methodologies
1 608 (47.95%) Analytics
2 520 (41.01%) Data Pipeline
3 448 (35.33%) AI
4 435 (34.31%) Data Modelling
5 417 (32.89%) ETL
6 374 (29.50%) Data Governance
7 329 (25.95%) Business Intelligence
7 329 (25.95%) CI/CD
8 314 (24.76%) Agile
9 301 (23.74%) Data Architecture
10 288 (22.71%) Machine Learning
11 229 (18.06%) Decision-Making
12 228 (17.98%) DevOps
13 227 (17.90%) Data Science
14 206 (16.25%) Mentoring
15 204 (16.09%) Problem-Solving
16 186 (14.67%) Roadmaps
17 139 (10.96%) Continuous Improvement
18 134 (10.57%) Data Integration
19 131 (10.33%) Use Case
Programming Languages
1 659 (51.97%) Python
2 645 (50.87%) SQL
3 110 (8.68%) Java
4 56 (4.42%) Scala
5 37 (2.92%) Data Analysis Expressions
6 35 (2.76%) Bash
7 33 (2.60%) JavaScript
8 30 (2.37%) R
9 25 (1.97%) Go
10 22 (1.74%) PowerShell
11 19 (1.50%) C#
12 15 (1.18%) T-SQL
13 14 (1.10%) TypeScript
14 11 (0.87%) C++
15 6 (0.47%) Bicep
15 6 (0.47%) Julia
15 6 (0.47%) PHP
16 4 (0.32%) Rust
16 4 (0.32%) VBA
17 3 (0.24%) Groovy
Qualifications
1 144 (11.36%) Degree
2 80 (6.31%) Security Cleared
3 56 (4.42%) Computer Science Degree
4 47 (3.71%) SC Cleared
5 38 (3.00%) Master's Degree
6 32 (2.52%) DBS Check
7 28 (2.21%) Azure Certification
8 21 (1.66%) DV Cleared
9 13 (1.03%) AWS Certification
9 13 (1.03%) Microsoft Certification
10 8 (0.63%) PhD
11 7 (0.55%) BPSS Clearance
12 5 (0.39%) AWS Certified Solutions Architect
13 3 (0.24%) CCA
13 3 (0.24%) CISSP
14 2 (0.16%) CompTIA Security+
14 2 (0.16%) GIAC
14 2 (0.16%) SANS
15 1 (0.079%) AWS Certified DevOps Engineer
15 1 (0.079%) SnowPro
Quality Assurance & Compliance
1 372 (29.34%) Data Quality
2 92 (7.26%) GDPR
3 37 (2.92%) California Consumer Privacy Act
4 30 (2.37%) Accessibility
5 23 (1.81%) GRC
6 21 (1.66%) QA
7 17 (1.34%) HIPAA
8 14 (1.10%) SLA
9 9 (0.71%) ISO/IEC 27001
10 7 (0.55%) NIST
10 7 (0.55%) PERC
11 5 (0.39%) Sarbanes-Oxley
12 4 (0.32%) Solvency II
13 1 (0.079%) Actionable Recommendations
13 1 (0.079%) GMP
13 1 (0.079%) NCSC
13 1 (0.079%) PMO
System Software
1 91 (7.18%) Docker
2 57 (4.50%) Virtual Machines
3 11 (0.87%) Active Directory
4 1 (0.079%) Apache Flume
Systems Management
1 100 (7.89%) Terraform
2 70 (5.52%) Kubernetes
3 13 (1.03%) Grafana
4 10 (0.79%) Prometheus
5 9 (0.71%) Argo
5 9 (0.71%) Single Sign-On
6 6 (0.47%) Control-M
7 5 (0.39%) Ansible
7 5 (0.39%) Microsoft Intune
7 5 (0.39%) SCCM
8 2 (0.16%) Active Directory Federation Services
8 2 (0.16%) Computer Emergency Response Teams
8 2 (0.16%) Computer Incident Response Team
9 1 (0.079%) Kibana
9 1 (0.079%) Kubeflow
Vendors
1 423 (33.36%) Databricks
2 235 (18.53%) Microsoft
3 58 (4.57%) Google
3 58 (4.57%) Informatica
4 52 (4.10%) Dell
5 51 (4.02%) Palantir
6 45 (3.55%) Oracle
7 41 (3.23%) Foundry
8 38 (3.00%) OpenAI
9 30 (2.37%) Cloudera
10 25 (1.97%) Teradata
11 24 (1.89%) Denodo
11 24 (1.89%) Talend
12 22 (1.74%) Salesforce
13 13 (1.03%) Red Hat
14 12 (0.95%) Automation Anywhere
14 12 (0.95%) SAP
14 12 (0.95%) UiPath
15 7 (0.55%) MicroStrategy
15 7 (0.55%) MuleSoft