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

6 months to
25 Aug 2026
Same period 2025 Same period 2024
Rank 128 153 143
Rank change year-on-year +25 -10 +50
Permanent jobs citing Data Engineering 1,595 1,063 1,460
As % of all permanent jobs in the UK 1.47% 2.13% 1.75%
As % of the Processes & Methodologies category 2.00% 2.40% 2.17%
Number of salaries quoted 1,122 461 729
10th Percentile £45,743 £46,250 £42,500
25th Percentile £56,000 £55,000 £55,000
Median annual salary (50th Percentile) £80,000 £70,000 £70,000
Median % change year-on-year +14.29% - -6.67%
75th Percentile £100,000 £95,000 £90,000
90th Percentile £115,000 £112,500 £105,000
UK excluding London median annual salary £75,000 £67,500 £62,500
% change year-on-year +11.11% +8.00% -1.98%

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 79,636 44,374 67,391
As % of all permanent jobs advertised in the UK 73.20% 88.88% 80.70%
Number of salaries quoted 55,106 25,202 42,338
10th Percentile £31,000 £28,500 £31,250
25th Percentile £41,250 £36,650 £41,250
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -8.33%
75th Percentile £78,750 £75,000 £75,000
90th Percentile £100,000 £96,250 £95,000
UK excluding London median annual salary £55,000 £47,500 £50,000
% change year-on-year +15.79% -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 25 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 25 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 +26 1,503 £80,000 +14.29% 893
UK excluding London -19 770 £75,000 +11.11% 454
London +35 734 £90,000 +3.15% 545
Work from Home +10 477 £82,500 +10.00% 438
North of England -8 345 £79,500 +17.78% 151
North West -24 169 £80,000 +33.33% 90
South East -56 155 £68,750 +5.77% 77
Midlands +10 100 £72,500 +7.41% 43
Yorkshire -12 97 £80,000 +17.65% 33
North East +11 79 £67,500 +42.11% 29
South West -27 78 £60,000 -14.29% 75
West Midlands -10 66 £72,500 +20.83% 36
East of England +5 56 £70,000 +40.00% 29
East Midlands -9 34 £63,750 -6.25% 7
Scotland -20 20 £97,500 +85.71% 54
Wales -52 18 £61,750 -10.51% 9
Northern Ireland - 1 - - 19

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
1 178 (11.16%) Apache Spark
2 159 (9.97%) Apache Airflow
3 124 (7.77%) Apache
4 24 (1.50%) Palantir Foundry
5 20 (1.25%) Jupyter
6 18 (1.13%) SAS
7 11 (0.69%) SharePoint
8 9 (0.56%) Confluence
9 4 (0.25%) Luigi
9 4 (0.25%) Moodle
10 2 (0.13%) Apache Superset
10 2 (0.13%) Tornado
11 1 (0.063%) Adobe Experience Manager
11 1 (0.063%) ArcGIS
11 1 (0.063%) CMS
11 1 (0.063%) GeoServer
Applications
1 20 (1.25%) Microsoft Excel
2 10 (0.63%) Spreadsheet
3 2 (0.13%) Microsoft Office
3 2 (0.13%) MS Visio
4 1 (0.063%) Chatbot
Business Applications
1 3 (0.19%) IBM Planning Analytics
1 3 (0.19%) SAP SD
2 2 (0.13%) Dynamics CRM
2 2 (0.13%) SAP Business One
3 1 (0.063%) FastStats
3 1 (0.063%) Infor M3
3 1 (0.063%) NetSuite
3 1 (0.063%) Oracle Assets
3 1 (0.063%) Oracle ERP
3 1 (0.063%) SAP S/4HANA
Cloud Services
1 676 (42.38%) Azure
2 475 (29.78%) AWS
3 285 (17.87%) Power Platform
4 274 (17.18%) GCP
5 236 (14.80%) Snowflake
6 168 (10.53%) Azure Data Factory
7 155 (9.72%) Azure Synapse Analytics
8 145 (9.09%) dbt
9 86 (5.39%) Azure DevOps
10 85 (5.33%) Amazon S3
10 85 (5.33%) Azure Machine Learning
10 85 (5.33%) Serverless
11 69 (4.33%) Azure AI
12 59 (3.70%) SaaS
13 58 (3.64%) GitHub
14 45 (2.82%) Microsoft Purview
15 42 (2.63%) AWS Lambda
16 34 (2.13%) Amazon EMR
17 24 (1.50%) AWS CloudFormation
17 24 (1.50%) GitHub Actions
Communications & Networking
1 24 (1.50%) Broadband
2 7 (0.44%) Internet
3 4 (0.25%) 5G
4 2 (0.13%) DAB
4 2 (0.13%) Firewall
4 2 (0.13%) HTTP
4 2 (0.13%) MQTT
5 1 (0.063%) 4G
5 1 (0.063%) ATM
Database & Business Intelligence
1 304 (19.06%) Data Warehouse
2 273 (17.12%) Power BI
3 230 (14.42%) Data Lake
4 137 (8.59%) SQL Server
5 123 (7.71%) BigQuery
6 117 (7.34%) Tableau
7 110 (6.90%) Amazon Redshift
8 93 (5.83%) Metadata
9 84 (5.27%) Big Data
10 61 (3.82%) NoSQL
10 61 (3.82%) Relational Database
11 60 (3.76%) Azure SQL Database
12 58 (3.64%) PostgreSQL
13 57 (3.57%) Semantic Layer
14 56 (3.51%) Star Schema
15 54 (3.39%) Delta Lake
15 54 (3.39%) Looker
16 49 (3.07%) Elasticsearch
17 46 (2.88%) Snowflake Schema
18 38 (2.38%) Spark SQL
Development Applications
1 100 (6.27%) Git
2 33 (2.07%) Jenkins
3 30 (1.88%) MLflow
4 23 (1.44%) GitLab
5 20 (1.25%) JIRA
6 9 (0.56%) Claude Code
7 4 (0.25%) Bitbucket
7 4 (0.25%) Selenium
8 3 (0.19%) IBM UrbanCode
8 3 (0.19%) Visual Studio Code
9 2 (0.13%) ERwin
9 2 (0.13%) VSS/SourceSafe
10 1 (0.063%) Poetry
10 1 (0.063%) RStudio
10 1 (0.063%) SQL Server Management Studio (SSMS)
10 1 (0.063%) Visual Studio
10 1 (0.063%) Yeoman
General
1 412 (25.83%) Finance
2 380 (23.82%) Social Skills
3 271 (16.99%) Analytical Skills
4 114 (7.15%) Public Sector
5 106 (6.65%) Inclusion and Diversity
6 68 (4.26%) Banking
7 57 (3.57%) Retail
8 54 (3.39%) Marketing
9 41 (2.57%) Legal
10 39 (2.45%) Influencing Skills
11 33 (2.07%) Law
12 28 (1.76%) Financial Institution
13 25 (1.57%) Advertising
13 25 (1.57%) Manufacturing
14 18 (1.13%) Games
15 12 (0.75%) Aerospace
16 11 (0.69%) Presentation Skills
17 8 (0.50%) Front Office
17 8 (0.50%) Pharmaceutical
17 8 (0.50%) Police
Job Titles
1 589 (36.93%) Data Engineer
2 347 (21.76%) Senior
3 290 (18.18%) Lead
4 161 (10.09%) Senior Data Engineer
5 140 (8.78%) Architect
6 112 (7.02%) Data Manager
7 97 (6.08%) Data Architect
8 95 (5.96%) Lead Data Engineer
9 74 (4.64%) Analyst
10 70 (4.39%) Consultant
10 70 (4.39%) Engineering Manager
10 70 (4.39%) Principal Engineer
11 61 (3.82%) Developer
12 49 (3.07%) Data Consultant
13 48 (3.01%) Head of Engineering
14 42 (2.63%) Data Scientist
14 42 (2.63%) Principal Data Engineer
14 42 (2.63%) Python Engineer
14 42 (2.63%) Software Engineer
15 36 (2.26%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 148 (9.28%) PySpark
2 124 (7.77%) Terraform
3 98 (6.14%) Kafka
4 47 (2.95%) LangChain
5 43 (2.70%) scikit-learn
6 42 (2.63%) PyTorch
6 42 (2.63%) TensorFlow
7 40 (2.51%) LlamaIndex
8 37 (2.32%) REST
9 29 (1.82%) pgvector
10 27 (1.69%) Node.js
11 25 (1.57%) Pandas
12 22 (1.38%) .NET
13 20 (1.25%) SpaCy
14 19 (1.19%) JSON
15 17 (1.07%) Apache NiFi
16 15 (0.94%) RESTful
17 11 (0.69%) ARM Templates
17 11 (0.69%) FastAPI
17 11 (0.69%) YAML
Miscellaneous
1 183 (11.47%) Cloud Native
2 69 (4.33%) Data Structures
3 65 (4.08%) Product Ownership
4 53 (3.32%) Distributed Systems
5 36 (2.26%) Onboarding
6 29 (1.82%) AI Agents
7 28 (1.76%) e-Learning
8 25 (1.57%) Clustering
8 25 (1.57%) Public Cloud
9 21 (1.32%) Distributed Computing
9 21 (1.32%) Low-Code
10 20 (1.25%) Analytical Mindset
10 20 (1.25%) Management Information System
11 18 (1.13%) Greenfield Project
11 18 (1.13%) Legacy Systems
11 18 (1.13%) Self-Motivation
12 14 (0.88%) Distributed Architecture
13 13 (0.82%) IoT
14 12 (0.75%) Algorithms
14 12 (0.75%) Hedge funds
Operating Systems
1 7 (0.44%) Windows
2 5 (0.31%) Linux
3 1 (0.063%) Apple iOS
Processes & Methodologies
1 755 (47.34%) Analytics
2 619 (38.81%) AI
3 554 (34.73%) Data Pipeline
4 506 (31.72%) Data Modelling
5 434 (27.21%) ETL
6 421 (26.39%) Data Governance
7 410 (25.71%) Business Intelligence
8 395 (24.76%) Machine Learning
9 384 (24.08%) CI/CD
10 368 (23.07%) Agile
11 359 (22.51%) Decision-Making
12 354 (22.19%) Data Architecture
13 296 (18.56%) DevOps
14 285 (17.87%) Mentoring
15 276 (17.30%) Data Science
16 244 (15.30%) Problem-Solving
17 238 (14.92%) Roadmaps
18 180 (11.29%) Continuous Improvement
19 173 (10.85%) Technical Leadership
20 158 (9.91%) Use Case
Programming Languages
1 798 (50.03%) SQL
2 795 (49.84%) Python
3 109 (6.83%) Java
4 67 (4.20%) Scala
5 49 (3.07%) Data Analysis Expressions
6 40 (2.51%) JavaScript
7 27 (1.69%) R
8 21 (1.32%) TypeScript
9 19 (1.19%) Bash
10 17 (1.07%) Go
11 16 (1.00%) C#
11 16 (1.00%) T-SQL
12 14 (0.88%) PowerShell
13 11 (0.69%) C++
14 8 (0.50%) Bicep
14 8 (0.50%) Groovy
15 7 (0.44%) VBA
16 6 (0.38%) Julia
17 5 (0.31%) PL/SQL
18 4 (0.25%) Rust
Qualifications
1 182 (11.41%) Degree
2 145 (9.09%) Security Cleared
3 92 (5.77%) SC Cleared
4 56 (3.51%) Computer Science Degree
4 56 (3.51%) Master's Degree
5 41 (2.57%) Azure Certification
6 40 (2.51%) DV Cleared
7 33 (2.07%) DBS Check
8 28 (1.76%) BPSS Clearance
9 24 (1.50%) AWS Certification
10 21 (1.32%) PhD
11 13 (0.82%) ACCA
11 13 (0.82%) CIMA
11 13 (0.82%) Microsoft Certification
12 7 (0.44%) AWS Certified Solutions Architect
13 6 (0.38%) Numerate Degree
14 4 (0.25%) CCA
15 3 (0.19%) CBAP
15 3 (0.19%) CISSP
15 3 (0.19%) PMI Certification
Quality Assurance & Compliance
1 426 (26.71%) Data Quality
2 90 (5.64%) GDPR
3 52 (3.26%) Accessibility
4 41 (2.57%) QA
5 26 (1.63%) California Consumer Privacy Act
6 14 (0.88%) GRC
7 9 (0.56%) Actionable Recommendations
8 7 (0.44%) PERC
9 6 (0.38%) SLA
10 5 (0.31%) NCSC
11 4 (0.25%) PMO
11 4 (0.25%) Solvency II
12 3 (0.19%) EU AI Act
12 3 (0.19%) HIPAA
12 3 (0.19%) PCI DSS
12 3 (0.19%) PSD2
13 2 (0.13%) ISO/IEC 42001
14 1 (0.063%) ISO/IEC 27001
14 1 (0.063%) NIST
System Software
1 91 (5.71%) Docker
2 56 (3.51%) Virtual Machines
3 6 (0.38%) Active Directory
4 3 (0.19%) VMware Infrastructure
5 2 (0.13%) NDS
6 1 (0.063%) Apache Flume
6 1 (0.063%) Embedded Firmware
6 1 (0.063%) Firmware
Systems Management
1 59 (3.70%) Kubernetes
2 15 (0.94%) Grafana
3 6 (0.38%) Prometheus
4 5 (0.31%) Ansible
5 4 (0.25%) Argo
6 3 (0.19%) Kibana
6 3 (0.19%) Microsoft Intune
6 3 (0.19%) SCCM
7 2 (0.13%) Computer Emergency Response Teams
7 2 (0.13%) Computer Incident Response Team
8 1 (0.063%) CASB
Vendors
1 462 (28.97%) Databricks
2 295 (18.50%) Microsoft
3 87 (5.45%) Google
4 49 (3.07%) Dell
5 45 (2.82%) Informatica
6 37 (2.32%) Oracle
6 37 (2.32%) Palantir
7 33 (2.07%) Foundry
8 31 (1.94%) SAP
9 27 (1.69%) Cloudera
9 27 (1.69%) OpenAI
10 26 (1.63%) Teradata
11 24 (1.50%) Denodo
12 23 (1.44%) Salesforce
13 10 (0.63%) Sage
14 9 (0.56%) Alteryx
15 6 (0.38%) MicroStrategy
16 5 (0.31%) Cognos
16 5 (0.31%) Talend
17 3 (0.19%) VMware