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 23 June 2026, with comparisons to the same periods in the previous two years.

6 months to
23 Jun 2026
Same period 2025 Same period 2024
Rank 134 146 157
Rank change year-on-year +12 +11 -11
Permanent jobs citing Data Engineering 1,362 1,047 1,887
As % of all permanent jobs in the UK 1.44% 2.32% 1.73%
As % of the Processes & Methodologies category 1.96% 2.51% 2.12%
Number of salaries quoted 959 497 967
10th Percentile £45,594 £46,250 £42,500
25th Percentile £57,500 £58,000 £55,000
Median annual salary (50th Percentile) £80,000 £75,000 £70,000
Median % change year-on-year +6.67% +7.14% -6.67%
75th Percentile £100,000 £102,410 £90,000
90th Percentile £115,000 £125,000 £105,000
UK excluding London median annual salary £70,000 £66,934 £65,000
% change year-on-year +4.58% +2.97% +4.00%

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 69,314 41,679 88,914
As % of all permanent jobs advertised in the UK 73.17% 92.27% 81.73%
Number of salaries quoted 47,751 22,444 62,987
10th Percentile £30,000 £28,750 £29,750
25th Percentile £41,250 £38,750 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -9.41%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £100,000 £92,159
UK excluding London median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - -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 23 June 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 23 June 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 +13 1,240 £80,000 +6.67% 430
UK excluding London -33 632 £70,000 +4.58% 287
London +45 616 £90,000 -5.26% 261
Work from Home +8 429 £82,500 - 202
North of England -24 248 £80,000 +18.52% 69
North West -25 134 £90,000 +50.00% 45
South East -68 116 £70,000 - 112
Midlands +18 103 £70,000 +18.64% 39
Yorkshire -8 78 £75,000 +6.76% 12
West Midlands +21 71 £70,000 +21.74% 28
East of England +14 66 £70,000 +40.00% 11
South West -41 55 £56,250 -31.82% 32
North East -24 36 £67,500 +42.11% 12
Scotland +1 31 £90,000 +56.52% 9
East Midlands -13 30 £65,000 -3.70% 11
Wales -37 13 £60,000 -19.46% 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
1 189 (13.88%) Apache Airflow
2 160 (11.75%) Apache Spark
3 109 (8.00%) Apache
4 35 (2.57%) Palantir Foundry
5 21 (1.54%) SAS
6 15 (1.10%) Jupyter
7 12 (0.88%) SharePoint
8 10 (0.73%) Confluence
9 6 (0.44%) Appian
10 4 (0.29%) Microsoft Exchange
10 4 (0.29%) Moodle
11 2 (0.15%) Luigi
12 1 (0.073%) ArcGIS
12 1 (0.073%) Camunda
12 1 (0.073%) GeoServer
12 1 (0.073%) WordPress
Applications
1 21 (1.54%) Microsoft Excel
2 10 (0.73%) Spreadsheet
3 2 (0.15%) Microsoft Office
4 1 (0.073%) Chatbot
Business Applications
1 3 (0.22%) SAP S/4HANA
1 3 (0.22%) SAP SD
2 2 (0.15%) Dynamics CRM
2 2 (0.15%) Markit EDM
2 2 (0.15%) SAP Business One
2 2 (0.15%) Unit4 Business World
3 1 (0.073%) FastStats
3 1 (0.073%) Infor M3
3 1 (0.073%) Oracle Assets
3 1 (0.073%) Oracle ERP
3 1 (0.073%) Primavera
Cloud Services
1 643 (47.21%) Azure
2 450 (33.04%) AWS
3 241 (17.69%) GCP
4 230 (16.89%) Power Platform
5 229 (16.81%) Snowflake
6 158 (11.60%) Azure Data Factory
7 147 (10.79%) Azure Synapse Analytics
8 129 (9.47%) dbt
9 87 (6.39%) Amazon S3
10 82 (6.02%) Azure Machine Learning
11 76 (5.58%) Azure AI
12 75 (5.51%) Azure DevOps
13 72 (5.29%) Serverless
14 46 (3.38%) GitHub
15 45 (3.30%) SaaS
16 33 (2.42%) AWS Lambda
17 30 (2.20%) Microsoft Purview
18 29 (2.13%) Dagster
19 27 (1.98%) GitHub Actions
20 23 (1.69%) Vertex AI
Communications & Networking
1 30 (2.20%) Broadband
2 4 (0.29%) HTTP
3 3 (0.22%) 5G
4 2 (0.15%) 4G
4 2 (0.15%) DAB
4 2 (0.15%) DHCP
4 2 (0.15%) DNS
4 2 (0.15%) Firewall
4 2 (0.15%) Internet
4 2 (0.15%) MQTT
5 1 (0.073%) Kerberos
5 1 (0.073%) Radio Access Network
Database & Business Intelligence
1 275 (20.19%) Data Warehouse
2 221 (16.23%) Power BI
3 205 (15.05%) Data Lake
4 146 (10.72%) SQL Server
5 120 (8.81%) BigQuery
6 113 (8.30%) Tableau
7 98 (7.20%) Amazon Redshift
8 84 (6.17%) Metadata
9 69 (5.07%) Relational Database
10 59 (4.33%) Delta Lake
10 59 (4.33%) Semantic Layer
11 54 (3.96%) Big Data
12 52 (3.82%) Elasticsearch
13 51 (3.74%) Azure SQL Database
13 51 (3.74%) Spark SQL
14 49 (3.60%) NoSQL
15 48 (3.52%) Looker
16 46 (3.38%) Star Schema
17 44 (3.23%) PostgreSQL
18 43 (3.16%) Snowflake Schema
Development Applications
1 93 (6.83%) Git
2 50 (3.67%) MLflow
3 29 (2.13%) Jenkins
4 20 (1.47%) JIRA
5 19 (1.40%) GitLab
6 12 (0.88%) IBM UrbanCode
7 7 (0.51%) Selenium
8 6 (0.44%) Claude Code
9 3 (0.22%) SQL Server Management Studio (SSMS)
10 2 (0.15%) ERwin
10 2 (0.15%) VSS/SourceSafe
11 1 (0.073%) Bitbucket
11 1 (0.073%) Deequ
11 1 (0.073%) RStudio
11 1 (0.073%) Visual Studio
11 1 (0.073%) Yeoman
General
1 331 (24.30%) Finance
2 282 (20.70%) Social Skills
3 214 (15.71%) Analytical Skills
4 83 (6.09%) Inclusion and Diversity
4 83 (6.09%) Public Sector
5 56 (4.11%) Banking
6 54 (3.96%) Retail
7 38 (2.79%) Influencing Skills
8 36 (2.64%) Legal
9 31 (2.28%) Marketing
10 26 (1.91%) Law
11 20 (1.47%) Advertising
12 19 (1.40%) Financial Institution
13 17 (1.25%) Manufacturing
14 16 (1.17%) Games
15 12 (0.88%) Investment Banking
16 8 (0.59%) Telecoms
17 7 (0.51%) Automotive
17 7 (0.51%) Front Office
17 7 (0.51%) Publishing
Job Titles
1 528 (38.77%) Data Engineer
2 295 (21.66%) Senior
3 229 (16.81%) Lead
4 149 (10.94%) Senior Data Engineer
5 106 (7.78%) Architect
6 105 (7.71%) Data Manager
7 88 (6.46%) Lead Data Engineer
8 82 (6.02%) Data Architect
9 73 (5.36%) Consultant
10 66 (4.85%) Engineering Manager
11 58 (4.26%) Analyst
12 57 (4.19%) Data Consultant
13 48 (3.52%) Developer
14 47 (3.45%) Principal Engineer
15 44 (3.23%) Platform Engineer
16 42 (3.08%) Head of Engineering
17 41 (3.01%) AWS Engineer
18 38 (2.79%) Azure Engineer
19 33 (2.42%) Finance Manager
19 33 (2.42%) Python Engineer
Libraries, Frameworks & Software Standards
1 146 (10.72%) PySpark
2 94 (6.90%) Kafka
3 53 (3.89%) PyTorch
3 53 (3.89%) TensorFlow
4 46 (3.38%) REST
5 40 (2.94%) scikit-learn
6 37 (2.72%) LangChain
7 29 (2.13%) Node.js
8 27 (1.98%) pgvector
9 25 (1.84%) LlamaIndex
9 25 (1.84%) Pandas
10 19 (1.40%) .NET
11 16 (1.17%) JSON
11 16 (1.17%) RESTful
12 13 (0.95%) Faiss
12 13 (0.95%) FastAPI
12 13 (0.95%) HTML
13 12 (0.88%) NumPy
14 11 (0.81%) ARM Templates
14 11 (0.81%) CSS
Miscellaneous
1 136 (9.99%) Cloud Native
2 70 (5.14%) Data Structures
3 54 (3.96%) Product Ownership
4 45 (3.30%) Distributed Systems
5 27 (1.98%) Low-Code
5 27 (1.98%) Public Cloud
6 25 (1.84%) Clustering
7 22 (1.62%) e-Learning
7 22 (1.62%) Legacy Systems
7 22 (1.62%) Onboarding
8 21 (1.54%) Self-Motivation
9 15 (1.10%) Greenfield Project
9 15 (1.10%) Management Information System
10 14 (1.03%) AI Agents
10 14 (1.03%) Analytical Mindset
10 14 (1.03%) Social Media
11 12 (0.88%) Sports Betting
12 11 (0.81%) NHS
13 10 (0.73%) Cyberattack
13 10 (0.73%) Reinsurance
Operating Systems
1 9 (0.66%) Linux
2 6 (0.44%) Windows
3 2 (0.15%) Windows Server
4 1 (0.073%) Unix
Processes & Methodologies
1 645 (47.36%) Analytics
2 534 (39.21%) Data Pipeline
3 506 (37.15%) AI
4 473 (34.73%) Data Modelling
5 406 (29.81%) Data Governance
5 406 (29.81%) ETL
6 352 (25.84%) CI/CD
7 346 (25.40%) Business Intelligence
8 330 (24.23%) Agile
9 325 (23.86%) Data Architecture
10 308 (22.61%) Machine Learning
11 259 (19.02%) Decision-Making
12 249 (18.28%) Mentoring
13 238 (17.47%) DevOps
14 231 (16.96%) Data Science
15 218 (16.01%) Problem-Solving
16 209 (15.35%) Roadmaps
17 148 (10.87%) Use Case
18 135 (9.91%) Continuous Improvement
18 135 (9.91%) Data Strategy
Programming Languages
1 705 (51.76%) SQL
2 703 (51.62%) Python
3 101 (7.42%) Java
4 58 (4.26%) Scala
5 43 (3.16%) Data Analysis Expressions
6 35 (2.57%) JavaScript
7 32 (2.35%) Bash
8 28 (2.06%) R
9 23 (1.69%) PowerShell
10 20 (1.47%) Go
11 16 (1.17%) TypeScript
12 15 (1.10%) C#
13 13 (0.95%) C++
14 11 (0.81%) T-SQL
15 9 (0.66%) Bicep
16 6 (0.44%) Julia
17 5 (0.37%) PL/SQL
18 4 (0.29%) Groovy
18 4 (0.29%) Rust
19 3 (0.22%) VBA
Qualifications
1 157 (11.53%) Degree
2 98 (7.20%) Security Cleared
3 60 (4.41%) SC Cleared
4 59 (4.33%) Computer Science Degree
5 47 (3.45%) Master's Degree
6 33 (2.42%) Azure Certification
7 30 (2.20%) DBS Check
8 27 (1.98%) DV Cleared
9 14 (1.03%) AWS Certification
10 13 (0.95%) PhD
11 11 (0.81%) Microsoft Certification
12 9 (0.66%) BPSS Clearance
13 8 (0.59%) ACCA
13 8 (0.59%) CIMA
14 5 (0.37%) AWS Certified Solutions Architect
15 4 (0.29%) CCA
16 3 (0.22%) CISSP
17 2 (0.15%) CompTIA Security+
17 2 (0.15%) GIAC
17 2 (0.15%) SANS
Quality Assurance & Compliance
1 406 (29.81%) Data Quality
2 95 (6.98%) GDPR
3 36 (2.64%) California Consumer Privacy Act
4 33 (2.42%) Accessibility
5 29 (2.13%) QA
6 23 (1.69%) GRC
7 16 (1.17%) HIPAA
8 13 (0.95%) SLA
9 7 (0.51%) ISO/IEC 27001
9 7 (0.51%) PERC
10 5 (0.37%) NIST
11 4 (0.29%) Sarbanes-Oxley
11 4 (0.29%) Solvency II
12 1 (0.073%) PMO
System Software
1 91 (6.68%) Docker
2 57 (4.19%) Virtual Machines
3 11 (0.81%) Active Directory
4 1 (0.073%) Apache Flume
4 1 (0.073%) Embedded Firmware
4 1 (0.073%) Firmware
4 1 (0.073%) VMware Infrastructure
Systems Management
1 114 (8.37%) Terraform
2 64 (4.70%) Kubernetes
3 13 (0.95%) Grafana
4 10 (0.73%) Prometheus
5 8 (0.59%) Single Sign-On
6 5 (0.37%) Ansible
6 5 (0.37%) Microsoft Intune
6 5 (0.37%) SCCM
7 3 (0.22%) Argo
7 3 (0.22%) Kibana
8 2 (0.15%) Active Directory Federation Services
8 2 (0.15%) Computer Emergency Response Teams
8 2 (0.15%) Computer Incident Response Team
8 2 (0.15%) Control-M
9 1 (0.073%) CASB
9 1 (0.073%) Kubeflow
Vendors
1 440 (32.31%) Databricks
2 243 (17.84%) Microsoft
3 66 (4.85%) Google
4 55 (4.04%) Palantir
5 52 (3.82%) Dell
6 47 (3.45%) Informatica
7 45 (3.30%) Oracle
8 44 (3.23%) Foundry
9 34 (2.50%) OpenAI
10 28 (2.06%) Cloudera
11 25 (1.84%) Teradata
12 24 (1.76%) Denodo
12 24 (1.76%) Salesforce
13 23 (1.69%) SAP
14 12 (0.88%) Red Hat
15 11 (0.81%) Talend
16 8 (0.59%) MicroStrategy
16 8 (0.59%) Sage
16 8 (0.59%) UiPath
17 7 (0.51%) Automation Anywhere