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

6 months to
25 Jul 2026
Same period 2025 Same period 2024
Rank 134 147 144
Rank change year-on-year +13 -3 +7
Permanent jobs citing Data Engineering 1,474 1,072 1,634
As % of all permanent jobs in the UK 1.46% 2.18% 1.82%
As % of the Processes & Methodologies category 1.98% 2.43% 2.23%
Number of salaries quoted 1,062 475 807
10th Percentile £45,000 £46,250 £42,500
25th Percentile £56,250 £58,375 £55,070
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 £97,500 £90,000
90th Percentile £115,000 £118,750 £105,982
UK excluding London median annual salary £75,000 £67,500 £65,000
% change year-on-year +11.11% +3.85% +4.84%

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 74,263 44,137 73,415
As % of all permanent jobs advertised in the UK 73.70% 89.84% 81.67%
Number of salaries quoted 51,228 24,998 49,763
10th Percentile £30,500 £28,750 £30,000
25th Percentile £41,250 £37,500 £40,000
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -8.33%
75th Percentile £78,750 £76,250 £73,750
90th Percentile £100,000 £97,500 £93,750
UK excluding London median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - -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 July 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 25 July 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 +20 1,375 £80,000 +6.67% 592
UK excluding London -27 696 £75,000 +11.11% 309
London +40 673 £90,000 - 364
Work from Home -2 446 £82,500 +10.00% 249
North of England +1 295 £79,500 +16.91% 111
North West -18 157 £80,000 +26.98% 52
South East -82 129 £70,000 +7.69% 99
Midlands +15 103 £70,000 +7.69% 33
Yorkshire -8 89 £75,000 +7.14% 32
West Midlands +17 73 £70,000 +16.67% 25
South West -28 71 £60,000 -14.29% 36
East of England +17 62 £70,000 +40.00% 10
North East -9 49 £70,000 +47.37% 28
East Midlands -19 30 £52,500 -22.79% 8
Scotland -4 23 £90,000 +56.52% 12
Wales -46 13 £60,000 -13.04% 7

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
1 180 (12.21%) Apache Spark
2 177 (12.01%) Apache Airflow
3 114 (7.73%) Apache
4 25 (1.70%) Palantir Foundry
5 22 (1.49%) SAS
6 17 (1.15%) Jupyter
7 11 (0.75%) SharePoint
8 8 (0.54%) Confluence
9 4 (0.27%) Moodle
10 2 (0.14%) Luigi
11 1 (0.068%) Appian
11 1 (0.068%) ArcGIS
11 1 (0.068%) Camunda
11 1 (0.068%) GeoServer
Applications
1 21 (1.42%) Microsoft Excel
2 10 (0.68%) Spreadsheet
3 2 (0.14%) Microsoft Office
4 1 (0.068%) Chatbot
4 1 (0.068%) MS Visio
Business Applications
1 3 (0.20%) SAP S/4HANA
1 3 (0.20%) SAP SD
2 2 (0.14%) Dynamics CRM
2 2 (0.14%) Markit EDM
2 2 (0.14%) SAP Business One
2 2 (0.14%) Unit4 Business World
3 1 (0.068%) FastStats
3 1 (0.068%) Infor M3
3 1 (0.068%) NetSuite
3 1 (0.068%) Oracle Assets
3 1 (0.068%) Oracle ERP
3 1 (0.068%) Primavera
Cloud Services
1 670 (45.45%) Azure
2 481 (32.63%) AWS
3 263 (17.84%) GCP
4 253 (17.16%) Power Platform
5 236 (16.01%) Snowflake
6 163 (11.06%) Azure Data Factory
7 148 (10.04%) Azure Synapse Analytics
8 136 (9.23%) dbt
9 89 (6.04%) Amazon S3
10 80 (5.43%) Azure Machine Learning
11 79 (5.36%) Serverless
12 78 (5.29%) Azure DevOps
13 68 (4.61%) Azure AI
14 49 (3.32%) SaaS
15 45 (3.05%) GitHub
16 37 (2.51%) Microsoft Purview
17 35 (2.37%) AWS Lambda
18 28 (1.90%) Amazon EMR
19 24 (1.63%) GitHub Actions
20 23 (1.56%) Dagster
Communications & Networking
1 29 (1.97%) Broadband
2 7 (0.47%) Internet
3 5 (0.34%) 5G
3 5 (0.34%) HTTP
4 2 (0.14%) 4G
4 2 (0.14%) DAB
4 2 (0.14%) Firewall
4 2 (0.14%) MQTT
5 1 (0.068%) Kerberos
5 1 (0.068%) Radio Access Network
Database & Business Intelligence
1 285 (19.34%) Data Warehouse
2 241 (16.35%) Power BI
3 211 (14.31%) Data Lake
4 143 (9.70%) SQL Server
5 122 (8.28%) BigQuery
6 117 (7.94%) Tableau
7 103 (6.99%) Amazon Redshift
8 87 (5.90%) Metadata
9 72 (4.88%) Big Data
10 69 (4.68%) Relational Database
11 57 (3.87%) Azure SQL Database
11 57 (3.87%) NoSQL
12 56 (3.80%) Semantic Layer
13 55 (3.73%) Delta Lake
14 51 (3.46%) Elasticsearch
14 51 (3.46%) PostgreSQL
14 51 (3.46%) Star Schema
15 50 (3.39%) Spark SQL
16 48 (3.26%) Looker
17 43 (2.92%) Snowflake Schema
Development Applications
1 99 (6.72%) Git
2 36 (2.44%) MLflow
3 32 (2.17%) Jenkins
4 21 (1.42%) GitLab
5 18 (1.22%) JIRA
6 12 (0.81%) IBM UrbanCode
7 7 (0.47%) Claude Code
7 7 (0.47%) Selenium
8 3 (0.20%) Bitbucket
9 2 (0.14%) ERwin
9 2 (0.14%) Visual Studio Code
9 2 (0.14%) VSS/SourceSafe
10 1 (0.068%) RStudio
10 1 (0.068%) SQL Server Management Studio (SSMS)
10 1 (0.068%) Visual Studio
10 1 (0.068%) Yeoman
General
1 361 (24.49%) Finance
2 318 (21.57%) Social Skills
3 245 (16.62%) Analytical Skills
4 91 (6.17%) Public Sector
5 86 (5.83%) Inclusion and Diversity
6 64 (4.34%) Banking
7 59 (4.00%) Retail
8 44 (2.99%) Influencing Skills
9 41 (2.78%) Legal
10 35 (2.37%) Marketing
11 29 (1.97%) Law
12 24 (1.63%) Financial Institution
13 23 (1.56%) Advertising
14 19 (1.29%) Games
15 18 (1.22%) Manufacturing
16 12 (0.81%) Investment Banking
17 9 (0.61%) Front Office
18 7 (0.47%) Publishing
18 7 (0.47%) Telecoms
19 6 (0.41%) Aerospace
Job Titles
1 556 (37.72%) Data Engineer
2 328 (22.25%) Senior
3 255 (17.30%) Lead
4 163 (11.06%) Senior Data Engineer
5 129 (8.75%) Architect
6 108 (7.33%) Data Manager
7 93 (6.31%) Data Architect
8 87 (5.90%) Lead Data Engineer
9 71 (4.82%) Engineering Manager
10 68 (4.61%) Consultant
11 63 (4.27%) Analyst
12 59 (4.00%) Principal Engineer
13 51 (3.46%) Data Consultant
14 49 (3.32%) Head of Engineering
15 48 (3.26%) Developer
16 45 (3.05%) Python Engineer
17 38 (2.58%) Platform Engineer
18 36 (2.44%) AWS Engineer
19 35 (2.37%) Data Scientist
20 34 (2.31%) Principal Data Engineer
Libraries, Frameworks & Software Standards
1 148 (10.04%) PySpark
2 104 (7.06%) Kafka
3 40 (2.71%) TensorFlow
4 39 (2.65%) PyTorch
4 39 (2.65%) REST
5 38 (2.58%) scikit-learn
6 36 (2.44%) LangChain
7 28 (1.90%) LlamaIndex
7 28 (1.90%) pgvector
8 27 (1.83%) Node.js
9 24 (1.63%) Pandas
10 22 (1.49%) .NET
11 17 (1.15%) JSON
12 15 (1.02%) RESTful
12 15 (1.02%) SpaCy
13 14 (0.95%) Apache NiFi
14 13 (0.88%) HTML
15 11 (0.75%) ARM Templates
15 11 (0.75%) FastAPI
16 10 (0.68%) YAML
Miscellaneous
1 155 (10.52%) Cloud Native
2 75 (5.09%) Data Structures
3 53 (3.60%) Product Ownership
4 51 (3.46%) Distributed Systems
5 30 (2.04%) Onboarding
6 26 (1.76%) e-Learning
6 26 (1.76%) Low-Code
6 26 (1.76%) Public Cloud
7 25 (1.70%) Clustering
8 20 (1.36%) AI Agents
8 20 (1.36%) Greenfield Project
9 19 (1.29%) Analytical Mindset
10 18 (1.22%) Legacy Systems
10 18 (1.22%) Self-Motivation
11 16 (1.09%) Management Information System
12 14 (0.95%) Social Media
13 13 (0.88%) Distributed Computing
13 13 (0.88%) IoT
14 12 (0.81%) Hedge funds
15 11 (0.75%) Distributed Architecture
Operating Systems
1 7 (0.47%) Linux
1 7 (0.47%) Windows
2 1 (0.068%) Unix
Processes & Methodologies
1 707 (47.96%) Analytics
2 563 (38.20%) AI
3 546 (37.04%) Data Pipeline
4 490 (33.24%) Data Modelling
5 430 (29.17%) Data Governance
6 411 (27.88%) ETL
7 370 (25.10%) Business Intelligence
8 365 (24.76%) CI/CD
9 357 (24.22%) Agile
10 346 (23.47%) Machine Learning
11 340 (23.07%) Data Architecture
12 308 (20.90%) Decision-Making
13 270 (18.32%) Mentoring
14 265 (17.98%) DevOps
15 250 (16.96%) Data Science
16 231 (15.67%) Problem-Solving
17 222 (15.06%) Roadmaps
18 169 (11.47%) Continuous Improvement
19 154 (10.45%) Use Case
20 144 (9.77%) Data Strategy
Programming Languages
1 760 (51.56%) Python
2 742 (50.34%) SQL
3 112 (7.60%) Java
4 63 (4.27%) Scala
5 44 (2.99%) Data Analysis Expressions
6 43 (2.92%) JavaScript
7 29 (1.97%) R
8 21 (1.42%) Bash
9 20 (1.36%) TypeScript
10 18 (1.22%) C#
10 18 (1.22%) PowerShell
11 17 (1.15%) Go
12 16 (1.09%) C++
13 13 (0.88%) T-SQL
14 8 (0.54%) Bicep
15 7 (0.47%) Groovy
16 6 (0.41%) Julia
16 6 (0.41%) VBA
17 5 (0.34%) PL/SQL
18 4 (0.27%) Rust
Qualifications
1 161 (10.92%) Degree
2 122 (8.28%) Security Cleared
3 78 (5.29%) SC Cleared
4 55 (3.73%) Computer Science Degree
5 45 (3.05%) Master's Degree
6 37 (2.51%) Azure Certification
7 36 (2.44%) DV Cleared
8 34 (2.31%) DBS Check
9 19 (1.29%) AWS Certification
10 17 (1.15%) PhD
11 14 (0.95%) BPSS Clearance
12 10 (0.68%) ACCA
12 10 (0.68%) CIMA
12 10 (0.68%) Microsoft Certification
13 7 (0.47%) AWS Certified Solutions Architect
14 4 (0.27%) CCA
15 3 (0.20%) CISSP
16 2 (0.14%) CompTIA Security+
16 2 (0.14%) GIAC
16 2 (0.14%) SANS
Quality Assurance & Compliance
1 415 (28.15%) Data Quality
2 103 (6.99%) GDPR
3 44 (2.99%) Accessibility
4 36 (2.44%) California Consumer Privacy Act
4 36 (2.44%) QA
5 21 (1.42%) GRC
6 13 (0.88%) HIPAA
7 8 (0.54%) SLA
8 7 (0.47%) PERC
9 4 (0.27%) ISO/IEC 27001
9 4 (0.27%) PMO
9 4 (0.27%) Solvency II
10 3 (0.20%) PCI DSS
10 3 (0.20%) PSD2
11 2 (0.14%) NIST
12 1 (0.068%) Actionable Recommendations
12 1 (0.068%) EU AI Act
12 1 (0.068%) NCSC
12 1 (0.068%) Sarbanes-Oxley
System Software
1 93 (6.31%) Docker
2 56 (3.80%) Virtual Machines
3 7 (0.47%) Active Directory
4 3 (0.20%) VMware Infrastructure
5 2 (0.14%) NDS
6 1 (0.068%) Apache Flume
6 1 (0.068%) Embedded Firmware
6 1 (0.068%) Firmware
Systems Management
1 124 (8.41%) Terraform
2 63 (4.27%) Kubernetes
3 17 (1.15%) Grafana
4 10 (0.68%) Prometheus
5 6 (0.41%) Ansible
6 3 (0.20%) Argo
6 3 (0.20%) Kibana
6 3 (0.20%) Microsoft Intune
6 3 (0.20%) SCCM
6 3 (0.20%) Single Sign-On
7 2 (0.14%) Computer Emergency Response Teams
7 2 (0.14%) Computer Incident Response Team
7 2 (0.14%) Control-M
8 1 (0.068%) CASB
8 1 (0.068%) Kubeflow
Vendors
1 441 (29.92%) Databricks
2 268 (18.18%) Microsoft
3 75 (5.09%) Google
4 50 (3.39%) Informatica
5 49 (3.32%) Oracle
6 48 (3.26%) Dell
7 43 (2.92%) Palantir
8 33 (2.24%) Foundry
9 32 (2.17%) SAP
10 28 (1.90%) Cloudera
11 26 (1.76%) OpenAI
11 26 (1.76%) Teradata
12 25 (1.70%) Salesforce
13 24 (1.63%) Denodo
14 12 (0.81%) Red Hat
15 10 (0.68%) Sage
16 8 (0.54%) MicroStrategy
16 8 (0.54%) Talend
17 7 (0.47%) Cognos
18 6 (0.41%) Alteryx