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

6 months to
10 Jul 2026
Same period 2025 Same period 2024
Rank 132 143 160
Rank change year-on-year +11 +17 -11
Permanent jobs citing Data Engineering 1,421 1,081 1,777
As % of all permanent jobs in the UK 1.45% 2.21% 1.74%
As % of the Processes & Methodologies category 1.97% 2.44% 2.11%
Number of salaries quoted 1,017 506 930
10th Percentile £45,000 £46,250 £44,738
25th Percentile £57,500 £59,063 £56,063
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 £100,000 £90,000
90th Percentile £115,000 £120,000 £107,460
UK excluding London median annual salary £72,500 £67,500 £65,233
% change year-on-year +7.41% +3.48% +4.37%

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 72,315 44,278 84,054
As % of all permanent jobs advertised in the UK 73.86% 90.47% 82.35%
Number of salaries quoted 49,904 24,657 59,064
10th Percentile £30,250 £28,822 £29,750
25th Percentile £41,250 £38,500 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -8.71%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £100,000 £92,500
UK excluding London median annual salary £54,772 £50,000 £50,000
% change year-on-year +9.54% - -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 10 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 10 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 +15 1,307 £80,000 +6.67% 526
UK excluding London -33 664 £72,500 +7.41% 290
London +44 645 £90,000 -2.70% 315
Work from Home +3 432 £82,500 +6.45% 223
North of England -18 273 £80,000 +18.52% 96
North West -21 148 £80,000 +36.75% 51
South East -80 123 £70,000 +3.70% 88
Midlands +23 103 £70,000 +12.00% 43
Yorkshire -4 87 £75,000 +7.14% 25
West Midlands +26 72 £70,000 +17.65% 27
East of England +21 64 £70,000 +40.00% 10
South West -37 61 £60,000 -27.27% 32
North East -17 38 £67,500 +42.11% 21
East Midlands -9 31 £58,750 -13.60% 16
Scotland -5 27 £90,000 +56.52% 8
Wales -40 13 £60,000 -13.04% 4

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
1 182 (12.81%) Apache Airflow
2 164 (11.54%) Apache Spark
3 111 (7.81%) Apache
4 31 (2.18%) Palantir Foundry
5 22 (1.55%) SAS
6 15 (1.06%) Jupyter
7 10 (0.70%) Confluence
7 10 (0.70%) SharePoint
8 4 (0.28%) Moodle
9 3 (0.21%) Appian
10 2 (0.14%) Luigi
10 2 (0.14%) Microsoft Exchange
11 1 (0.070%) ArcGIS
11 1 (0.070%) Camunda
11 1 (0.070%) GeoServer
11 1 (0.070%) WordPress
Applications
1 20 (1.41%) Microsoft Excel
2 10 (0.70%) Spreadsheet
3 2 (0.14%) Microsoft Office
4 1 (0.070%) Chatbot
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 (0.070%) FastStats
3 1 (0.070%) Infor M3
3 1 (0.070%) NetSuite
3 1 (0.070%) Oracle Assets
3 1 (0.070%) Oracle ERP
3 1 (0.070%) Primavera
Cloud Services
1 653 (45.95%) Azure
2 460 (32.37%) AWS
3 252 (17.73%) GCP
4 237 (16.68%) Power Platform
5 235 (16.54%) Snowflake
6 161 (11.33%) Azure Data Factory
7 148 (10.42%) Azure Synapse Analytics
8 137 (9.64%) dbt
9 86 (6.05%) Amazon S3
10 78 (5.49%) Azure Machine Learning
11 75 (5.28%) Serverless
12 71 (5.00%) Azure DevOps
13 69 (4.86%) Azure AI
14 47 (3.31%) GitHub
15 44 (3.10%) SaaS
16 35 (2.46%) AWS Lambda
17 33 (2.32%) Microsoft Purview
18 27 (1.90%) GitHub Actions
19 26 (1.83%) Amazon EMR
20 25 (1.76%) Dagster
Communications & Networking
1 30 (2.11%) Broadband
2 5 (0.35%) Internet
3 4 (0.28%) 5G
3 4 (0.28%) HTTP
4 2 (0.14%) 4G
4 2 (0.14%) DAB
4 2 (0.14%) Firewall
4 2 (0.14%) MQTT
5 1 (0.070%) Kerberos
5 1 (0.070%) Radio Access Network
Database & Business Intelligence
1 277 (19.49%) Data Warehouse
2 228 (16.05%) Power BI
3 208 (14.64%) Data Lake
4 143 (10.06%) SQL Server
5 119 (8.37%) BigQuery
6 112 (7.88%) Tableau
7 100 (7.04%) Amazon Redshift
8 85 (5.98%) Metadata
9 71 (5.00%) Relational Database
10 63 (4.43%) Big Data
11 59 (4.15%) Semantic Layer
12 54 (3.80%) Delta Lake
13 52 (3.66%) Elasticsearch
13 52 (3.66%) NoSQL
14 51 (3.59%) Azure SQL Database
14 51 (3.59%) Spark SQL
15 49 (3.45%) Star Schema
16 46 (3.24%) Looker
16 46 (3.24%) PostgreSQL
17 42 (2.96%) Snowflake Schema
Development Applications
1 96 (6.76%) Git
2 40 (2.81%) MLflow
3 31 (2.18%) Jenkins
4 20 (1.41%) GitLab
4 20 (1.41%) JIRA
5 12 (0.84%) IBM UrbanCode
6 7 (0.49%) Claude Code
6 7 (0.49%) Selenium
7 2 (0.14%) ERwin
7 2 (0.14%) SQL Server Management Studio (SSMS)
7 2 (0.14%) VSS/SourceSafe
8 1 (0.070%) Bitbucket
8 1 (0.070%) Deequ
8 1 (0.070%) RStudio
8 1 (0.070%) Visual Studio
8 1 (0.070%) Yeoman
General
1 341 (24.00%) Finance
2 301 (21.18%) Social Skills
3 226 (15.90%) Analytical Skills
4 84 (5.91%) Public Sector
5 79 (5.56%) Inclusion and Diversity
6 60 (4.22%) Retail
7 57 (4.01%) Banking
8 42 (2.96%) Influencing Skills
9 36 (2.53%) Legal
10 32 (2.25%) Marketing
11 27 (1.90%) Law
12 22 (1.55%) Advertising
13 21 (1.48%) Financial Institution
14 20 (1.41%) Manufacturing
15 19 (1.34%) Games
16 12 (0.84%) Investment Banking
17 9 (0.63%) Telecoms
18 7 (0.49%) Automotive
18 7 (0.49%) Front Office
18 7 (0.49%) Publishing
Job Titles
1 545 (38.35%) Data Engineer
2 320 (22.52%) Senior
3 230 (16.19%) Lead
4 160 (11.26%) Senior Data Engineer
5 120 (8.44%) Architect
6 109 (7.67%) Data Manager
7 88 (6.19%) Data Architect
8 85 (5.98%) Lead Data Engineer
9 70 (4.93%) Engineering Manager
10 68 (4.79%) Consultant
11 62 (4.36%) Analyst
12 55 (3.87%) Principal Engineer
13 53 (3.73%) Data Consultant
14 50 (3.52%) Developer
15 48 (3.38%) Head of Engineering
16 42 (2.96%) Platform Engineer
17 39 (2.74%) AWS Engineer
18 34 (2.39%) Python Engineer
19 33 (2.32%) Azure Engineer
19 33 (2.32%) Finance Manager
Libraries, Frameworks & Software Standards
1 144 (10.13%) PySpark
2 94 (6.62%) Kafka
3 48 (3.38%) TensorFlow
4 47 (3.31%) PyTorch
5 41 (2.89%) REST
6 39 (2.74%) scikit-learn
7 33 (2.32%) LangChain
8 27 (1.90%) Node.js
8 27 (1.90%) pgvector
9 25 (1.76%) LlamaIndex
10 22 (1.55%) Pandas
11 21 (1.48%) .NET
12 16 (1.13%) JSON
13 15 (1.06%) RESTful
14 13 (0.91%) HTML
14 13 (0.91%) SpaCy
15 11 (0.77%) Apache NiFi
15 11 (0.77%) ARM Templates
15 11 (0.77%) FastAPI
16 10 (0.70%) NumPy
Miscellaneous
1 142 (9.99%) Cloud Native
2 75 (5.28%) Data Structures
3 52 (3.66%) Product Ownership
4 50 (3.52%) Distributed Systems
5 27 (1.90%) Public Cloud
6 25 (1.76%) Clustering
6 25 (1.76%) Low-Code
6 25 (1.76%) Onboarding
7 24 (1.69%) e-Learning
8 19 (1.34%) Legacy Systems
8 19 (1.34%) Self-Motivation
9 16 (1.13%) Greenfield Project
10 15 (1.06%) AI Agents
10 15 (1.06%) Analytical Mindset
10 15 (1.06%) Management Information System
11 14 (0.99%) Social Media
12 12 (0.84%) NHS
12 12 (0.84%) Sports Betting
13 11 (0.77%) Distributed Computing
13 11 (0.77%) IoT
Operating Systems
1 9 (0.63%) Linux
2 5 (0.35%) Windows
3 1 (0.070%) Unix
Processes & Methodologies
1 681 (47.92%) Analytics
2 548 (38.56%) Data Pipeline
3 531 (37.37%) AI
4 478 (33.64%) Data Modelling
5 423 (29.77%) Data Governance
6 404 (28.43%) ETL
7 353 (24.84%) CI/CD
8 352 (24.77%) Business Intelligence
9 334 (23.50%) Agile
10 329 (23.15%) Data Architecture
10 329 (23.15%) Machine Learning
11 281 (19.77%) Decision-Making
12 257 (18.09%) Mentoring
13 243 (17.10%) DevOps
14 234 (16.47%) Data Science
15 230 (16.19%) Problem-Solving
16 213 (14.99%) Roadmaps
17 151 (10.63%) Continuous Improvement
17 151 (10.63%) Use Case
18 141 (9.92%) Data Strategy
Programming Languages
1 727 (51.16%) Python
2 714 (50.25%) SQL
3 104 (7.32%) Java
4 57 (4.01%) Scala
5 43 (3.03%) Data Analysis Expressions
6 35 (2.46%) JavaScript
7 26 (1.83%) Bash
7 26 (1.83%) R
8 20 (1.41%) PowerShell
9 18 (1.27%) C#
9 18 (1.27%) Go
9 18 (1.27%) TypeScript
10 14 (0.99%) C++
11 12 (0.84%) T-SQL
12 7 (0.49%) Bicep
12 7 (0.49%) Groovy
13 6 (0.42%) Julia
14 5 (0.35%) PL/SQL
15 4 (0.28%) Rust
16 3 (0.21%) VBA
Qualifications
1 156 (10.98%) Degree
2 100 (7.04%) Security Cleared
3 59 (4.15%) Computer Science Degree
4 56 (3.94%) SC Cleared
5 50 (3.52%) Master's Degree
6 36 (2.53%) DBS Check
7 29 (2.04%) Azure Certification
7 29 (2.04%) DV Cleared
8 15 (1.06%) AWS Certification
8 15 (1.06%) PhD
9 10 (0.70%) ACCA
9 10 (0.70%) CIMA
10 9 (0.63%) BPSS Clearance
11 7 (0.49%) Microsoft Certification
12 6 (0.42%) AWS Certified Solutions Architect
13 4 (0.28%) CCA
14 3 (0.21%) CISSP
15 2 (0.14%) CompTIA Security+
15 2 (0.14%) GIAC
15 2 (0.14%) SANS
Quality Assurance & Compliance
1 413 (29.06%) Data Quality
2 97 (6.83%) GDPR
3 36 (2.53%) California Consumer Privacy Act
4 35 (2.46%) Accessibility
5 33 (2.32%) QA
6 23 (1.62%) GRC
7 14 (0.99%) HIPAA
8 10 (0.70%) SLA
9 7 (0.49%) PERC
10 5 (0.35%) ISO/IEC 27001
11 4 (0.28%) Solvency II
12 3 (0.21%) NIST
13 2 (0.14%) PCI DSS
13 2 (0.14%) PSD2
13 2 (0.14%) Sarbanes-Oxley
14 1 (0.070%) EU AI Act
14 1 (0.070%) PMO
System Software
1 88 (6.19%) Docker
2 57 (4.01%) Virtual Machines
3 7 (0.49%) Active Directory
4 2 (0.14%) VMware Infrastructure
5 1 (0.070%) Apache Flume
5 1 (0.070%) Embedded Firmware
5 1 (0.070%) Firmware
Systems Management
1 121 (8.52%) Terraform
2 60 (4.22%) Kubernetes
3 16 (1.13%) Grafana
4 10 (0.70%) Prometheus
5 5 (0.35%) Ansible
5 5 (0.35%) Single Sign-On
6 3 (0.21%) Argo
6 3 (0.21%) Kibana
6 3 (0.21%) Microsoft Intune
6 3 (0.21%) SCCM
7 2 (0.14%) Computer Emergency Response Teams
7 2 (0.14%) Computer Incident Response Team
7 2 (0.14%) Control-M
8 1 (0.070%) CASB
8 1 (0.070%) Kubeflow
Vendors
1 439 (30.89%) Databricks
2 248 (17.45%) Microsoft
3 74 (5.21%) Google
4 52 (3.66%) Dell
5 51 (3.59%) Palantir
6 48 (3.38%) Informatica
6 48 (3.38%) Oracle
7 39 (2.74%) Foundry
8 29 (2.04%) SAP
9 28 (1.97%) Cloudera
10 26 (1.83%) Teradata
11 25 (1.76%) OpenAI
12 24 (1.69%) Denodo
12 24 (1.69%) Salesforce
13 12 (0.84%) Red Hat
14 10 (0.70%) Sage
15 9 (0.63%) Talend
16 8 (0.56%) MicroStrategy
17 7 (0.49%) Cognos
18 5 (0.35%) UiPath