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

6 months to
22 Jul 2026
Same period 2025 Same period 2024
Rank 135 146 150
Rank change year-on-year +11 +4 +3
Permanent jobs citing Data Engineering 1,442 1,089 1,664
As % of all permanent jobs in the UK 1.44% 2.21% 1.78%
As % of the Processes & Methodologies category 1.96% 2.46% 2.17%
Number of salaries quoted 1,041 487 843
10th Percentile £45,000 £46,250 £42,500
25th Percentile £57,000 £58,000 £56,250
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 £105,000
UK excluding London median annual salary £75,000 £67,500 £65,400
% change year-on-year +11.11% +3.21% +4.64%

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 73,727 44,243 76,601
As % of all permanent jobs advertised in the UK 73.60% 89.97% 81.83%
Number of salaries quoted 51,045 24,911 52,533
10th Percentile £30,500 £28,750 £30,000
25th Percentile £41,250 £37,750 £40,000
Median annual salary (50th Percentile) £60,000 £56,000 £55,000
Median % change year-on-year +7.14% +1.82% -8.73%
75th Percentile £78,750 £76,250 £73,750
90th Percentile £100,000 £98,474 £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 22 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 22 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 +14 1,338 £80,000 +6.67% 598
UK excluding London -33 672 £75,000 +11.11% 288
London +34 662 £90,000 - 375
Work from Home +4 438 £82,500 +10.00% 249
North of England -11 279 £79,500 +17.78% 97
North West -21 152 £80,000 +36.75% 47
South East -76 126 £70,000 +7.69% 98
Midlands +27 102 £70,000 +7.69% 34
Yorkshire -14 86 £75,000 +7.14% 26
West Midlands +26 73 £70,000 +16.67% 21
South West -39 66 £60,000 -14.29% 32
East of England +21 62 £70,000 +40.00% 9
North East -18 41 £67,500 +42.11% 24
East Midlands -15 29 £52,500 -22.79% 13
Scotland -3 25 £90,000 +56.52% 11
Wales -50 12 £60,000 -13.04% 6

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
1 175 (12.14%) Apache Airflow
2 171 (11.86%) Apache Spark
3 110 (7.63%) Apache
4 26 (1.80%) Palantir Foundry
5 22 (1.53%) SAS
6 16 (1.11%) Jupyter
7 10 (0.69%) SharePoint
8 8 (0.55%) Confluence
9 4 (0.28%) Moodle
10 2 (0.14%) Appian
10 2 (0.14%) Luigi
11 1 (0.069%) ArcGIS
11 1 (0.069%) Camunda
11 1 (0.069%) GeoServer
Applications
1 21 (1.46%) Microsoft Excel
2 10 (0.69%) Spreadsheet
3 2 (0.14%) Microsoft Office
4 1 (0.069%) Chatbot
4 1 (0.069%) MS Visio
Business Applications
1 3 (0.21%) SAP S/4HANA
1 3 (0.21%) 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 (0.069%) FastStats
3 1 (0.069%) Infor M3
3 1 (0.069%) NetSuite
3 1 (0.069%) Oracle Assets
3 1 (0.069%) Oracle ERP
3 1 (0.069%) Primavera
Cloud Services
1 658 (45.63%) Azure
2 463 (32.11%) AWS
3 255 (17.68%) GCP
4 247 (17.13%) Power Platform
5 233 (16.16%) Snowflake
6 162 (11.23%) Azure Data Factory
7 148 (10.26%) Azure Synapse Analytics
8 134 (9.29%) dbt
9 85 (5.89%) Amazon S3
10 80 (5.55%) Azure Machine Learning
11 76 (5.27%) Azure DevOps
12 75 (5.20%) Serverless
13 69 (4.79%) Azure AI
14 49 (3.40%) SaaS
15 44 (3.05%) GitHub
16 37 (2.57%) Microsoft Purview
17 32 (2.22%) AWS Lambda
18 26 (1.80%) Amazon EMR
19 24 (1.66%) Dagster
19 24 (1.66%) GitHub Actions
Communications & Networking
1 29 (2.01%) Broadband
2 7 (0.49%) Internet
3 5 (0.35%) 5G
4 4 (0.28%) HTTP
5 2 (0.14%) 4G
5 2 (0.14%) DAB
5 2 (0.14%) Firewall
5 2 (0.14%) MQTT
6 1 (0.069%) Kerberos
6 1 (0.069%) Radio Access Network
Database & Business Intelligence
1 277 (19.21%) Data Warehouse
2 236 (16.37%) Power BI
3 206 (14.29%) Data Lake
4 140 (9.71%) SQL Server
5 118 (8.18%) BigQuery
6 116 (8.04%) Tableau
7 99 (6.87%) Amazon Redshift
8 86 (5.96%) Metadata
9 69 (4.79%) Big Data
9 69 (4.79%) Relational Database
10 57 (3.95%) Azure SQL Database
11 56 (3.88%) Semantic Layer
12 55 (3.81%) Delta Lake
13 54 (3.74%) NoSQL
14 51 (3.54%) Elasticsearch
15 50 (3.47%) Spark SQL
15 50 (3.47%) Star Schema
16 49 (3.40%) PostgreSQL
17 48 (3.33%) Looker
18 42 (2.91%) Snowflake Schema
Development Applications
1 95 (6.59%) Git
2 38 (2.64%) MLflow
3 31 (2.15%) Jenkins
4 20 (1.39%) GitLab
5 18 (1.25%) JIRA
6 12 (0.83%) IBM UrbanCode
7 7 (0.49%) Claude Code
7 7 (0.49%) Selenium
8 2 (0.14%) Bitbucket
8 2 (0.14%) ERwin
8 2 (0.14%) VSS/SourceSafe
9 1 (0.069%) RStudio
9 1 (0.069%) SQL Server Management Studio (SSMS)
9 1 (0.069%) Visual Studio
9 1 (0.069%) Visual Studio Code
9 1 (0.069%) Yeoman
General
1 349 (24.20%) Finance
2 305 (21.15%) Social Skills
3 238 (16.50%) Analytical Skills
4 85 (5.89%) Public Sector
5 80 (5.55%) Inclusion and Diversity
6 62 (4.30%) Banking
7 59 (4.09%) Retail
8 42 (2.91%) Influencing Skills
9 38 (2.64%) Legal
10 33 (2.29%) Marketing
11 27 (1.87%) Law
12 24 (1.66%) Financial Institution
13 22 (1.53%) Advertising
14 19 (1.32%) Games
15 18 (1.25%) Manufacturing
16 12 (0.83%) Investment Banking
17 8 (0.55%) Front Office
18 7 (0.49%) Publishing
18 7 (0.49%) Telecoms
19 6 (0.42%) Organisational Skills
Job Titles
1 543 (37.66%) Data Engineer
2 322 (22.33%) Senior
3 249 (17.27%) Lead
4 160 (11.10%) Senior Data Engineer
5 125 (8.67%) Architect
6 108 (7.49%) Data Manager
7 91 (6.31%) Data Architect
8 87 (6.03%) Lead Data Engineer
9 70 (4.85%) Engineering Manager
10 68 (4.72%) Consultant
11 62 (4.30%) Analyst
12 58 (4.02%) Principal Engineer
13 52 (3.61%) Data Consultant
14 48 (3.33%) Developer
14 48 (3.33%) Head of Engineering
15 44 (3.05%) Python Engineer
16 39 (2.70%) Platform Engineer
17 35 (2.43%) AWS Engineer
18 34 (2.36%) Data Scientist
19 33 (2.29%) Finance Manager
Libraries, Frameworks & Software Standards
1 142 (9.85%) PySpark
2 100 (6.93%) Kafka
3 42 (2.91%) TensorFlow
4 41 (2.84%) PyTorch
5 39 (2.70%) REST
5 39 (2.70%) scikit-learn
6 33 (2.29%) LangChain
7 27 (1.87%) Node.js
7 27 (1.87%) pgvector
8 25 (1.73%) LlamaIndex
9 23 (1.60%) Pandas
10 22 (1.53%) .NET
11 17 (1.18%) JSON
12 15 (1.04%) RESTful
12 15 (1.04%) SpaCy
13 13 (0.90%) HTML
14 12 (0.83%) Apache NiFi
14 12 (0.83%) FastAPI
15 11 (0.76%) ARM Templates
16 10 (0.69%) YAML
Miscellaneous
1 148 (10.26%) Cloud Native
2 75 (5.20%) Data Structures
3 52 (3.61%) Product Ownership
4 49 (3.40%) Distributed Systems
5 28 (1.94%) Onboarding
6 26 (1.80%) e-Learning
6 26 (1.80%) Low-Code
6 26 (1.80%) Public Cloud
7 25 (1.73%) Clustering
8 19 (1.32%) Analytical Mindset
8 19 (1.32%) Greenfield Project
9 18 (1.25%) AI Agents
9 18 (1.25%) Legacy Systems
9 18 (1.25%) Self-Motivation
10 16 (1.11%) Management Information System
11 14 (0.97%) Social Media
12 13 (0.90%) IoT
13 12 (0.83%) Hedge funds
14 11 (0.76%) Distributed Computing
14 11 (0.76%) Sports Betting
Operating Systems
1 7 (0.49%) Linux
2 6 (0.42%) Windows
3 1 (0.069%) Unix
Processes & Methodologies
1 688 (47.71%) Analytics
2 543 (37.66%) AI
3 536 (37.17%) Data Pipeline
4 480 (33.29%) Data Modelling
5 425 (29.47%) Data Governance
6 400 (27.74%) ETL
7 362 (25.10%) Business Intelligence
8 355 (24.62%) CI/CD
9 342 (23.72%) Agile
10 339 (23.51%) Machine Learning
11 328 (22.75%) Data Architecture
12 295 (20.46%) Decision-Making
13 264 (18.31%) Mentoring
14 256 (17.75%) DevOps
15 244 (16.92%) Data Science
16 228 (15.81%) Problem-Solving
17 217 (15.05%) Roadmaps
18 159 (11.03%) Continuous Improvement
19 153 (10.61%) Use Case
20 142 (9.85%) Data Strategy
Programming Languages
1 741 (51.39%) Python
2 724 (50.21%) SQL
3 108 (7.49%) Java
4 61 (4.23%) Scala
5 43 (2.98%) Data Analysis Expressions
6 42 (2.91%) JavaScript
7 29 (2.01%) R
8 23 (1.60%) Bash
9 20 (1.39%) TypeScript
10 18 (1.25%) C#
10 18 (1.25%) Go
10 18 (1.25%) PowerShell
11 16 (1.11%) C++
12 12 (0.83%) T-SQL
13 8 (0.55%) Bicep
14 7 (0.49%) Groovy
15 6 (0.42%) Julia
16 5 (0.35%) PL/SQL
16 5 (0.35%) VBA
17 4 (0.28%) Rust
Qualifications
1 160 (11.10%) Degree
2 108 (7.49%) Security Cleared
3 67 (4.65%) SC Cleared
4 55 (3.81%) Computer Science Degree
5 45 (3.12%) Master's Degree
6 34 (2.36%) DBS Check
7 33 (2.29%) Azure Certification
7 33 (2.29%) DV Cleared
8 17 (1.18%) PhD
9 16 (1.11%) AWS Certification
10 10 (0.69%) ACCA
10 10 (0.69%) CIMA
10 10 (0.69%) Microsoft Certification
11 9 (0.62%) BPSS Clearance
12 7 (0.49%) AWS Certified Solutions Architect
13 4 (0.28%) CCA
14 3 (0.21%) CISSP
15 2 (0.14%) CBAP
15 2 (0.14%) GIAC
15 2 (0.14%) PMI Certification
Quality Assurance & Compliance
1 406 (28.16%) Data Quality
2 101 (7.00%) GDPR
3 38 (2.64%) Accessibility
4 36 (2.50%) California Consumer Privacy Act
4 36 (2.50%) QA
5 21 (1.46%) GRC
6 13 (0.90%) HIPAA
7 9 (0.62%) SLA
8 7 (0.49%) PERC
9 4 (0.28%) ISO/IEC 27001
9 4 (0.28%) PMO
9 4 (0.28%) Solvency II
10 3 (0.21%) PCI DSS
10 3 (0.21%) PSD2
11 2 (0.14%) NIST
12 1 (0.069%) EU AI Act
12 1 (0.069%) Sarbanes-Oxley
System Software
1 90 (6.24%) Docker
2 56 (3.88%) Virtual Machines
3 6 (0.42%) Active Directory
4 3 (0.21%) VMware Infrastructure
5 1 (0.069%) Apache Flume
5 1 (0.069%) Embedded Firmware
5 1 (0.069%) Firmware
5 1 (0.069%) NDS
Systems Management
1 122 (8.46%) Terraform
2 60 (4.16%) Kubernetes
3 17 (1.18%) Grafana
4 10 (0.69%) Prometheus
5 5 (0.35%) Ansible
6 4 (0.28%) Single Sign-On
7 3 (0.21%) Argo
7 3 (0.21%) Kibana
7 3 (0.21%) Microsoft Intune
7 3 (0.21%) SCCM
8 2 (0.14%) Computer Emergency Response Teams
8 2 (0.14%) Computer Incident Response Team
8 2 (0.14%) Control-M
9 1 (0.069%) CASB
9 1 (0.069%) Kubeflow
Vendors
1 435 (30.17%) Databricks
2 263 (18.24%) Microsoft
3 74 (5.13%) Google
4 51 (3.54%) Informatica
5 48 (3.33%) Dell
5 48 (3.33%) Oracle
6 45 (3.12%) Palantir
7 34 (2.36%) Foundry
8 31 (2.15%) SAP
9 28 (1.94%) Cloudera
10 26 (1.80%) Teradata
11 25 (1.73%) OpenAI
12 24 (1.66%) Denodo
12 24 (1.66%) Salesforce
13 12 (0.83%) Red Hat
14 10 (0.69%) Sage
15 8 (0.55%) MicroStrategy
15 8 (0.55%) Talend
16 7 (0.49%) Cognos
17 5 (0.35%) Alteryx