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

6 months to
4 Aug 2026
Same period 2025 Same period 2024
Rank 131 146 135
Rank change year-on-year +15 -11 +52
Permanent jobs citing Data Engineering 1,525 1,054 1,596
As % of all permanent jobs in the UK 1.47% 2.12% 1.90%
As % of the Processes & Methodologies category 2.00% 2.38% 2.35%
Number of salaries quoted 1,090 456 748
10th Percentile £45,000 £46,250 £42,500
25th Percentile £56,250 £57,500 £56,188
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 £90,929
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 76,247 44,374 67,952
As % of all permanent jobs advertised in the UK 73.60% 89.45% 81.06%
Number of salaries quoted 52,515 25,244 44,456
10th Percentile £30,750 £28,500 £31,246
25th Percentile £41,250 £37,500 £41,000
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -8.71%
75th Percentile £78,750 £75,246 £75,000
90th Percentile £100,000 £97,500 £95,000
UK excluding London median annual salary £55,000 £49,000 £50,000
% change year-on-year +12.24% -2.00% -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 4 August 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 4 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 +28 1,433 £80,000 +6.67% 810
UK excluding London -19 727 £75,000 +11.11% 401
London +46 699 £90,000 - 507
Work from Home +13 454 £82,250 +9.67% 446
North of England +5 320 £79,500 +17.34% 123
North West -18 166 £80,000 +18.52% 56
South East -60 138 £70,000 +7.69% 127
Midlands +10 100 £70,000 +7.69% 39
Yorkshire 0 95 £80,000 +14.29% 42
South West -17 75 £60,000 -14.29% 54
West Midlands +5 70 £72,500 +20.83% 28
East of England +1 61 £70,000 +40.00% 17
North East -2 59 £67,500 +42.11% 26
East Midlands -7 30 £52,500 -22.79% 11
Scotland -18 19 £97,500 +77.27% 21
Wales -42 14 £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
1 188 (12.33%) Apache Spark
2 182 (11.93%) Apache Airflow
3 123 (8.07%) Apache
4 24 (1.57%) Palantir Foundry
5 19 (1.25%) SAS
6 18 (1.18%) Jupyter
7 11 (0.72%) SharePoint
8 8 (0.52%) Confluence
9 4 (0.26%) Moodle
10 3 (0.20%) Luigi
11 1 (0.066%) Adobe Experience Manager
11 1 (0.066%) ArcGIS
11 1 (0.066%) GeoServer
11 1 (0.066%) Tornado
Applications
1 20 (1.31%) Microsoft Excel
2 10 (0.66%) Spreadsheet
3 2 (0.13%) Microsoft Office
4 1 (0.066%) Chatbot
4 1 (0.066%) 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 (0.066%) FastStats
3 1 (0.066%) Infor M3
3 1 (0.066%) NetSuite
3 1 (0.066%) Oracle Assets
3 1 (0.066%) Oracle ERP
3 1 (0.066%) Primavera
Cloud Services
1 678 (44.46%) Azure
2 491 (32.20%) AWS
3 272 (17.84%) GCP
4 265 (17.38%) Power Platform
5 241 (15.80%) Snowflake
6 157 (10.30%) Azure Data Factory
7 150 (9.84%) Azure Synapse Analytics
8 142 (9.31%) dbt
9 90 (5.90%) Amazon S3
10 82 (5.38%) Azure Machine Learning
11 80 (5.25%) Serverless
12 78 (5.11%) Azure DevOps
13 68 (4.46%) Azure AI
14 54 (3.54%) GitHub
15 50 (3.28%) SaaS
16 41 (2.69%) Microsoft Purview
17 36 (2.36%) AWS Lambda
18 30 (1.97%) Amazon EMR
19 26 (1.70%) GitHub Actions
20 24 (1.57%) AWS CloudFormation
Communications & Networking
1 29 (1.90%) 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 (0.066%) Kerberos
Database & Business Intelligence
1 290 (19.02%) Data Warehouse
2 253 (16.59%) Power BI
3 214 (14.03%) Data Lake
4 141 (9.25%) SQL Server
5 127 (8.33%) BigQuery
6 123 (8.07%) Tableau
7 107 (7.02%) Amazon Redshift
8 93 (6.10%) Metadata
9 79 (5.18%) Big Data
10 69 (4.52%) Relational Database
11 63 (4.13%) NoSQL
12 59 (3.87%) Azure SQL Database
13 58 (3.80%) PostgreSQL
14 56 (3.67%) Delta Lake
15 53 (3.48%) Semantic Layer
16 52 (3.41%) Elasticsearch
17 51 (3.34%) Star Schema
18 50 (3.28%) Looker
19 49 (3.21%) Spark SQL
20 43 (2.82%) Snowflake Schema
Development Applications
1 106 (6.95%) Git
2 35 (2.30%) MLflow
3 33 (2.16%) Jenkins
4 22 (1.44%) GitLab
5 18 (1.18%) JIRA
6 12 (0.79%) 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 (0.066%) RStudio
11 1 (0.066%) SQL Server Management Studio (SSMS)
11 1 (0.066%) Visual Studio
11 1 (0.066%) Yeoman
General
1 384 (25.18%) Finance
2 340 (22.30%) Social Skills
3 257 (16.85%) Analytical Skills
4 94 (6.16%) Inclusion and Diversity
5 93 (6.10%) Public Sector
6 71 (4.66%) Banking
7 58 (3.80%) Retail
8 42 (2.75%) Legal
9 41 (2.69%) Influencing Skills
10 40 (2.62%) Marketing
11 33 (2.16%) Law
12 27 (1.77%) Financial Institution
13 23 (1.51%) Advertising
14 18 (1.18%) Games
14 18 (1.18%) Manufacturing
15 12 (0.79%) Investment Banking
16 11 (0.72%) Aerospace
17 9 (0.59%) Front Office
18 8 (0.52%) Presentation Skills
18 8 (0.52%) Telecoms
Job Titles
1 575 (37.70%) Data Engineer
2 337 (22.10%) Senior
3 267 (17.51%) Lead
4 160 (10.49%) Senior Data Engineer
5 132 (8.66%) Architect
6 109 (7.15%) Data Manager
7 96 (6.30%) Data Architect
8 91 (5.97%) Lead Data Engineer
9 70 (4.59%) Engineering Manager
10 69 (4.52%) Consultant
11 64 (4.20%) Analyst
12 63 (4.13%) Principal Engineer
13 52 (3.41%) Developer
14 50 (3.28%) Data Consultant
15 49 (3.21%) Head of Engineering
16 45 (2.95%) Python Engineer
17 39 (2.56%) Data Scientist
18 37 (2.43%) Platform Engineer
18 37 (2.43%) Principal Data Engineer
19 35 (2.30%) Software Engineer
Libraries, Frameworks & Software Standards
1 150 (9.84%) PySpark
2 105 (6.89%) Kafka
3 41 (2.69%) LangChain
3 41 (2.69%) PyTorch
3 41 (2.69%) TensorFlow
4 40 (2.62%) scikit-learn
5 36 (2.36%) REST
6 33 (2.16%) LlamaIndex
7 28 (1.84%) pgvector
8 27 (1.77%) Node.js
9 23 (1.51%) Pandas
10 21 (1.38%) .NET
11 17 (1.11%) Apache NiFi
11 17 (1.11%) JSON
11 17 (1.11%) SpaCy
12 14 (0.92%) RESTful
13 12 (0.79%) ARM Templates
14 11 (0.72%) FastAPI
15 10 (0.66%) YAML
16 9 (0.59%) Spring
Miscellaneous
1 160 (10.49%) Cloud Native
2 73 (4.79%) Data Structures
3 61 (4.00%) Product Ownership
4 53 (3.48%) Distributed Systems
5 34 (2.23%) Onboarding
6 28 (1.84%) e-Learning
7 26 (1.70%) Public Cloud
8 25 (1.64%) Clustering
8 25 (1.64%) Low-Code
9 23 (1.51%) AI Agents
10 22 (1.44%) Greenfield Project
11 21 (1.38%) Analytical Mindset
12 18 (1.18%) Legacy Systems
12 18 (1.18%) Self-Motivation
13 17 (1.11%) Management Information System
14 16 (1.05%) Distributed Computing
15 14 (0.92%) Social Media
16 13 (0.85%) IoT
17 12 (0.79%) Algorithms
17 12 (0.79%) Hedge funds
Operating Systems
1 7 (0.46%) Linux
1 7 (0.46%) Windows
2 1 (0.066%) Unix
Processes & Methodologies
1 731 (47.93%) Analytics
2 587 (38.49%) AI
3 556 (36.46%) Data Pipeline
4 495 (32.46%) Data Modelling
5 435 (28.52%) Data Governance
6 429 (28.13%) ETL
7 383 (25.11%) Business Intelligence
8 376 (24.66%) Agile
8 376 (24.66%) CI/CD
9 367 (24.07%) Machine Learning
10 348 (22.82%) Data Architecture
11 335 (21.97%) Decision-Making
12 276 (18.10%) DevOps
13 275 (18.03%) Mentoring
14 261 (17.11%) Data Science
15 235 (15.41%) Problem-Solving
16 229 (15.02%) Roadmaps
17 181 (11.87%) Continuous Improvement
18 151 (9.90%) Use Case
19 149 (9.77%) Data Strategy
Programming Languages
1 782 (51.28%) Python
2 769 (50.43%) SQL
3 114 (7.48%) Java
4 67 (4.39%) Scala
5 45 (2.95%) Data Analysis Expressions
6 41 (2.69%) JavaScript
7 29 (1.90%) R
8 21 (1.38%) TypeScript
9 18 (1.18%) Bash
10 17 (1.11%) C#
10 17 (1.11%) Go
11 16 (1.05%) C++
11 16 (1.05%) PowerShell
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
1 170 (11.15%) Degree
2 134 (8.79%) Security Cleared
3 85 (5.57%) SC Cleared
4 53 (3.48%) Computer Science Degree
5 50 (3.28%) Master's Degree
6 39 (2.56%) Azure Certification
6 39 (2.56%) DV Cleared
7 34 (2.23%) DBS Check
8 22 (1.44%) BPSS Clearance
9 20 (1.31%) AWS Certification
10 19 (1.25%) PhD
11 10 (0.66%) ACCA
11 10 (0.66%) CIMA
11 10 (0.66%) Microsoft Certification
12 5 (0.33%) AWS Certified Solutions Architect
13 4 (0.26%) CCA
14 3 (0.20%) CISSP
14 3 (0.20%) Numerate Degree
14 3 (0.20%) PMI Certification
15 2 (0.13%) Tableau Certification
Quality Assurance & Compliance
1 419 (27.48%) Data Quality
2 100 (6.56%) GDPR
3 50 (3.28%) Accessibility
4 37 (2.43%) QA
5 35 (2.30%) California Consumer Privacy Act
6 16 (1.05%) GRC
7 12 (0.79%) HIPAA
8 7 (0.46%) PERC
8 7 (0.46%) SLA
9 4 (0.26%) Actionable Recommendations
9 4 (0.26%) PMO
9 4 (0.26%) Solvency II
10 3 (0.20%) PCI DSS
10 3 (0.20%) PSD2
11 2 (0.13%) ISO/IEC 27001
11 2 (0.13%) NCSC
12 1 (0.066%) EU AI Act
12 1 (0.066%) NIST
System Software
1 99 (6.49%) Docker
2 56 (3.67%) Virtual Machines
3 7 (0.46%) Active Directory
4 3 (0.20%) VMware Infrastructure
5 2 (0.13%) NDS
6 1 (0.066%) Apache Flume
6 1 (0.066%) Embedded Firmware
6 1 (0.066%) Firmware
Systems Management
1 129 (8.46%) Terraform
2 65 (4.26%) Kubernetes
3 17 (1.11%) Grafana
4 10 (0.66%) 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 (0.066%) CASB
9 1 (0.066%) Kubeflow
9 1 (0.066%) Single Sign-On
Vendors
1 451 (29.57%) Databricks
2 279 (18.30%) Microsoft
3 82 (5.38%) Google
4 49 (3.21%) Oracle
5 48 (3.15%) Dell
6 47 (3.08%) Informatica
7 40 (2.62%) Palantir
8 33 (2.16%) Foundry
8 33 (2.16%) SAP
9 27 (1.77%) Cloudera
10 26 (1.70%) Salesforce
10 26 (1.70%) Teradata
11 24 (1.57%) Denodo
12 23 (1.51%) OpenAI
13 12 (0.79%) Red Hat
14 10 (0.66%) Sage
15 8 (0.52%) Alteryx
16 7 (0.46%) MicroStrategy
17 6 (0.39%) Cognos
17 6 (0.39%) Talend