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 6 August 2026, with comparisons to the same periods in the previous two years.

6 months to
6 Aug 2026
Same period 2025 Same period 2024
Rank 132 151 135
Rank change year-on-year +19 -16 +57
Permanent jobs citing Data Engineering 1,538 1,056 1,593
As % of all permanent jobs in the UK 1.47% 2.13% 1.90%
As % of the Processes & Methodologies category 2.00% 2.38% 2.35%
Number of salaries quoted 1,099 456 747
10th Percentile £45,000 £46,250 £42,500
25th Percentile £56,250 £57,500 £55,500
Median annual salary (50th Percentile) £80,000 £72,500 £70,000
Median % change year-on-year +10.34% +3.57% -6.67%
75th Percentile £100,000 £97,500 £90,822
90th Percentile £115,000 £115,000 £105,000
UK excluding London median annual salary £75,000 £67,500 £63,500
% change year-on-year +11.11% +6.30% +3.25%

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 76,965 44,351 67,835
As % of all permanent jobs advertised in the UK 73.55% 89.45% 81.04%
Number of salaries quoted 53,101 25,205 44,372
10th Percentile £30,750 £28,500 £31,250
25th Percentile £41,250 £37,500 £41,250
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -8.71%
75th Percentile £78,750 £75,000 £75,000
90th Percentile £100,000 £97,500 £95,000
UK excluding London median annual salary £55,000 £48,750 £50,000
% change year-on-year +12.82% -2.50% -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 6 August 2026.

Salary histogram for Data Engineering in the UK

Data Engineering
Top 17 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 6 August 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 +23 1,444 £80,000 +10.34% 923
UK excluding London -19 736 £75,000 +11.11% 443
London +41 704 £90,000 - 583
Work from Home +7 460 £80,000 +6.67% 403
North of England +4 321 £79,500 +17.78% 148
North West -11 167 £80,000 +18.52% 80
South East -69 142 £70,000 +7.69% 130
Midlands +12 100 £70,000 +5.66% 40
Yorkshire +8 95 £80,000 +14.29% 43
South West -19 76 £60,000 -14.29% 63
West Midlands +10 70 £72,500 +20.83% 27
East of England +1 61 £70,000 +40.00% 14
North East -1 59 £67,500 +42.11% 26
East Midlands -5 30 £52,500 -22.79% 13
Scotland +1 20 £97,500 +77.27% 29
Wales -43 15 £60,000 -13.04% 7
Northern Ireland -73 1 - - 15

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
1 185 (12.03%) Apache Spark
2 178 (11.57%) Apache Airflow
3 124 (8.06%) Apache
4 23 (1.50%) Palantir Foundry
5 19 (1.24%) SAS
6 18 (1.17%) Jupyter
7 11 (0.72%) SharePoint
8 8 (0.52%) Confluence
9 4 (0.26%) Moodle
10 3 (0.20%) Luigi
11 1 (0.065%) Adobe Experience Manager
11 1 (0.065%) ArcGIS
11 1 (0.065%) GeoServer
11 1 (0.065%) Tornado
Applications
1 20 (1.30%) Microsoft Excel
2 10 (0.65%) Spreadsheet
3 2 (0.13%) Microsoft Office
4 1 (0.065%) Chatbot
4 1 (0.065%) MS Visio
Business Applications
1 3 (0.20%) SAP S/4HANA
1 3 (0.20%) SAP SD
2 2 (0.13%) Dynamics CRM
2 2 (0.13%) Markit EDM
2 2 (0.13%) SAP Business One
2 2 (0.13%) Unit4 Business World
3 1 (0.065%) FastStats
3 1 (0.065%) IBM Planning Analytics
3 1 (0.065%) Infor M3
3 1 (0.065%) NetSuite
3 1 (0.065%) Oracle Assets
3 1 (0.065%) Oracle ERP
3 1 (0.065%) Primavera
Cloud Services
1 677 (44.02%) Azure
2 490 (31.86%) AWS
3 272 (17.69%) GCP
4 270 (17.56%) Power Platform
5 237 (15.41%) Snowflake
6 158 (10.27%) Azure Data Factory
7 150 (9.75%) Azure Synapse Analytics
8 141 (9.17%) dbt
9 90 (5.85%) Amazon S3
10 83 (5.40%) Azure Machine Learning
11 80 (5.20%) Azure DevOps
11 80 (5.20%) Serverless
12 68 (4.42%) Azure AI
13 55 (3.58%) GitHub
14 51 (3.32%) SaaS
15 41 (2.67%) Microsoft Purview
16 36 (2.34%) AWS Lambda
17 30 (1.95%) Amazon EMR
18 26 (1.69%) GitHub Actions
19 24 (1.56%) AWS CloudFormation
Communications & Networking
1 29 (1.89%) Broadband
2 7 (0.46%) Internet
3 5 (0.33%) 5G
4 3 (0.20%) DAB
5 2 (0.13%) 4G
5 2 (0.13%) Firewall
5 2 (0.13%) HTTP
5 2 (0.13%) MQTT
6 1 (0.065%) Kerberos
Database & Business Intelligence
1 289 (18.79%) Data Warehouse
2 258 (16.78%) Power BI
3 216 (14.04%) Data Lake
4 141 (9.17%) SQL Server
5 127 (8.26%) BigQuery
6 123 (8.00%) Tableau
7 106 (6.89%) Amazon Redshift
8 94 (6.11%) Metadata
9 80 (5.20%) Big Data
10 67 (4.36%) Relational Database
11 64 (4.16%) NoSQL
12 59 (3.84%) Azure SQL Database
13 58 (3.77%) PostgreSQL
14 55 (3.58%) Delta Lake
15 53 (3.45%) Semantic Layer
16 52 (3.38%) Star Schema
17 51 (3.32%) Elasticsearch
18 50 (3.25%) Looker
19 49 (3.19%) Spark SQL
20 43 (2.80%) Snowflake Schema
Development Applications
1 106 (6.89%) Git
2 34 (2.21%) MLflow
3 33 (2.15%) Jenkins
4 22 (1.43%) GitLab
5 19 (1.24%) JIRA
6 12 (0.78%) IBM UrbanCode
7 7 (0.46%) Claude Code
8 4 (0.26%) Bitbucket
8 4 (0.26%) Selenium
9 3 (0.20%) Visual Studio Code
10 2 (0.13%) ERwin
10 2 (0.13%) VSS/SourceSafe
11 1 (0.065%) RStudio
11 1 (0.065%) SQL Server Management Studio (SSMS)
11 1 (0.065%) Visual Studio
11 1 (0.065%) Yeoman
General
1 390 (25.36%) Finance
2 345 (22.43%) Social Skills
3 257 (16.71%) Analytical Skills
4 96 (6.24%) Inclusion and Diversity
4 96 (6.24%) Public Sector
5 71 (4.62%) Banking
6 59 (3.84%) Retail
7 43 (2.80%) Marketing
8 42 (2.73%) Legal
9 41 (2.67%) Influencing Skills
10 32 (2.08%) Law
11 27 (1.76%) Financial Institution
12 24 (1.56%) Advertising
13 19 (1.24%) Manufacturing
14 18 (1.17%) Games
15 12 (0.78%) Investment Banking
16 11 (0.72%) Aerospace
17 9 (0.59%) Front Office
17 9 (0.59%) Presentation Skills
18 8 (0.52%) Telecoms
Job Titles
1 576 (37.45%) Data Engineer
2 334 (21.72%) Senior
3 272 (17.69%) Lead
4 158 (10.27%) Senior Data Engineer
5 135 (8.78%) Architect
6 109 (7.09%) Data Manager
7 97 (6.31%) Data Architect
8 93 (6.05%) Lead Data Engineer
9 70 (4.55%) Engineering Manager
10 67 (4.36%) Analyst
10 67 (4.36%) Consultant
11 63 (4.10%) Principal Engineer
12 53 (3.45%) Developer
13 49 (3.19%) Data Consultant
13 49 (3.19%) Head of Engineering
14 45 (2.93%) Python Engineer
15 41 (2.67%) Data Scientist
16 37 (2.41%) Platform Engineer
16 37 (2.41%) Principal Data Engineer
17 36 (2.34%) Software Engineer
Libraries, Frameworks & Software Standards
1 150 (9.75%) PySpark
2 102 (6.63%) Kafka
3 42 (2.73%) PyTorch
3 42 (2.73%) scikit-learn
3 42 (2.73%) TensorFlow
4 41 (2.67%) LangChain
5 35 (2.28%) REST
6 33 (2.15%) LlamaIndex
7 28 (1.82%) pgvector
8 27 (1.76%) Node.js
9 23 (1.50%) Pandas
10 21 (1.37%) .NET
11 17 (1.11%) Apache NiFi
11 17 (1.11%) JSON
11 17 (1.11%) SpaCy
12 14 (0.91%) RESTful
13 12 (0.78%) ARM Templates
14 11 (0.72%) FastAPI
15 10 (0.65%) YAML
16 9 (0.59%) HTML
Miscellaneous
1 164 (10.66%) Cloud Native
2 72 (4.68%) Data Structures
3 61 (3.97%) Product Ownership
4 54 (3.51%) Distributed Systems
5 33 (2.15%) Onboarding
6 28 (1.82%) e-Learning
7 26 (1.69%) Public Cloud
8 25 (1.63%) AI Agents
8 25 (1.63%) Clustering
8 25 (1.63%) Low-Code
9 21 (1.37%) Analytical Mindset
9 21 (1.37%) Greenfield Project
10 18 (1.17%) Legacy Systems
10 18 (1.17%) Management Information System
10 18 (1.17%) Self-Motivation
11 16 (1.04%) Distributed Computing
12 14 (0.91%) Social Media
13 13 (0.85%) IoT
14 12 (0.78%) Distributed Architecture
14 12 (0.78%) Hedge funds
Operating Systems
1 7 (0.46%) Linux
1 7 (0.46%) Windows
2 1 (0.065%) Unix
Processes & Methodologies
1 738 (47.98%) Analytics
2 591 (38.43%) AI
3 559 (36.35%) Data Pipeline
4 494 (32.12%) Data Modelling
5 433 (28.15%) Data Governance
6 431 (28.02%) ETL
7 390 (25.36%) Business Intelligence
8 380 (24.71%) CI/CD
9 374 (24.32%) Agile
10 373 (24.25%) Machine Learning
11 347 (22.56%) Data Architecture
12 338 (21.98%) Decision-Making
13 278 (18.08%) DevOps
14 274 (17.82%) Mentoring
15 265 (17.23%) Data Science
16 237 (15.41%) Problem-Solving
17 230 (14.95%) Roadmaps
18 181 (11.77%) Continuous Improvement
19 150 (9.75%) Data Strategy
19 150 (9.75%) Use Case
Programming Languages
1 788 (51.24%) Python
2 772 (50.20%) SQL
3 109 (7.09%) Java
4 65 (4.23%) Scala
5 45 (2.93%) Data Analysis Expressions
6 42 (2.73%) JavaScript
7 29 (1.89%) R
8 22 (1.43%) TypeScript
9 17 (1.11%) Bash
9 17 (1.11%) C#
10 16 (1.04%) Go
10 16 (1.04%) PowerShell
11 15 (0.98%) C++
12 13 (0.85%) T-SQL
13 8 (0.52%) Groovy
14 7 (0.46%) Bicep
14 7 (0.46%) VBA
15 6 (0.39%) Julia
16 5 (0.33%) PL/SQL
17 4 (0.26%) Rust
Qualifications
1 174 (11.31%) Degree
2 135 (8.78%) Security Cleared
3 85 (5.53%) SC Cleared
4 56 (3.64%) Computer Science Degree
5 51 (3.32%) Master's Degree
6 39 (2.54%) Azure Certification
7 38 (2.47%) DV Cleared
8 34 (2.21%) DBS Check
9 23 (1.50%) BPSS Clearance
10 20 (1.30%) AWS Certification
11 19 (1.24%) PhD
12 11 (0.72%) ACCA
12 11 (0.72%) CIMA
13 10 (0.65%) Microsoft Certification
14 5 (0.33%) AWS Certified Solutions Architect
15 4 (0.26%) CCA
15 4 (0.26%) Numerate Degree
16 3 (0.20%) CISSP
16 3 (0.20%) PMI Certification
17 2 (0.13%) SANS
Quality Assurance & Compliance
1 422 (27.44%) Data Quality
2 100 (6.50%) GDPR
3 50 (3.25%) Accessibility
4 37 (2.41%) QA
5 35 (2.28%) California Consumer Privacy Act
6 16 (1.04%) GRC
7 12 (0.78%) HIPAA
8 7 (0.46%) PERC
9 6 (0.39%) SLA
10 5 (0.33%) Actionable Recommendations
11 4 (0.26%) PMO
11 4 (0.26%) Solvency II
12 3 (0.20%) PCI DSS
12 3 (0.20%) PSD2
13 2 (0.13%) ISO/IEC 27001
13 2 (0.13%) ISO/IEC 42001
13 2 (0.13%) NCSC
14 1 (0.065%) EU AI Act
14 1 (0.065%) NIST
System Software
1 97 (6.31%) Docker
2 56 (3.64%) Virtual Machines
3 7 (0.46%) Active Directory
4 3 (0.20%) VMware Infrastructure
5 2 (0.13%) NDS
6 1 (0.065%) Apache Flume
6 1 (0.065%) Embedded Firmware
6 1 (0.065%) Firmware
Systems Management
1 128 (8.32%) Terraform
2 64 (4.16%) Kubernetes
3 15 (0.98%) Grafana
4 8 (0.52%) Prometheus
5 7 (0.46%) Ansible
6 4 (0.26%) Argo
7 3 (0.20%) Kibana
7 3 (0.20%) Microsoft Intune
7 3 (0.20%) SCCM
8 2 (0.13%) Computer Emergency Response Teams
8 2 (0.13%) Computer Incident Response Team
8 2 (0.13%) Control-M
9 1 (0.065%) CASB
9 1 (0.065%) Kubeflow
Vendors
1 452 (29.39%) Databricks
2 280 (18.21%) Microsoft
3 85 (5.53%) Google
4 49 (3.19%) Oracle
5 48 (3.12%) Dell
6 47 (3.06%) Informatica
7 37 (2.41%) Palantir
8 33 (2.15%) SAP
9 32 (2.08%) Foundry
10 27 (1.76%) Cloudera
11 26 (1.69%) Salesforce
11 26 (1.69%) Teradata
12 24 (1.56%) Denodo
13 23 (1.50%) OpenAI
14 12 (0.78%) Red Hat
15 10 (0.65%) Sage
16 8 (0.52%) Alteryx
17 7 (0.46%) MicroStrategy
18 6 (0.39%) Cognos
18 6 (0.39%) Talend