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

6 months to
27 Aug 2026
Same period 2025 Same period 2024
Rank 130 154 140
Rank change year-on-year +24 -14 +61
Permanent jobs citing Data Engineering 1,600 1,068 1,461
As % of all permanent jobs in the UK 1.46% 2.13% 1.75%
As % of the Processes & Methodologies category 2.00% 2.40% 2.17%
Number of salaries quoted 1,128 462 730
10th Percentile £45,750 £46,000 £42,500
25th Percentile £55,500 £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 £72,500 £67,500 £62,500
% change year-on-year +7.41% +8.00% -3.07%

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 79,954 44,458 67,369
As % of all permanent jobs advertised in the UK 73.09% 88.81% 80.67%
Number of salaries quoted 55,419 25,298 42,226
10th Percentile £31,055 £28,500 £31,250
25th Percentile £41,250 £36,250 £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 £50,047
% change year-on-year +15.79% -5.09% -9.01%

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 27 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 27 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 +23 1,508 £80,000 +14.29% 338
UK excluding London -13 777 £72,500 +7.41% 233
London +37 730 £88,750 +1.72% 159
Work from Home +4 483 £80,000 +6.67% 194
North of England -3 350 £78,500 +16.30% 80
North West -23 170 £80,000 +33.33% 35
South East -34 156 £70,000 +7.69% 42
Midlands +16 104 £72,500 +7.41% 23
Yorkshire -3 99 £80,000 +15.94% 22
North East +7 81 £67,500 +42.11% 24
South West -31 77 £60,000 -9.43% 52
West Midlands -5 68 £72,500 +20.83% 20
East of England -1 55 £70,000 +40.00% 8
East Midlands -2 36 £63,750 -6.25% 3
Scotland -15 19 £100,000 +37.93% 22
Wales -49 18 £61,750 +3.67% 5
Northern Ireland - 1 - - 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
1 176 (11.00%) Apache Spark
2 156 (9.75%) Apache Airflow
3 124 (7.75%) Apache
4 26 (1.63%) Palantir Foundry
5 20 (1.25%) Jupyter
6 18 (1.13%) SAS
7 11 (0.69%) SharePoint
8 8 (0.50%) 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%) MS Visio
4 1 (0.063%) Chatbot
4 1 (0.063%) Microsoft Office
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
1 677 (42.31%) Azure
2 477 (29.81%) AWS
3 287 (17.94%) Power Platform
4 275 (17.19%) GCP
5 231 (14.44%) Snowflake
6 170 (10.63%) Azure Data Factory
7 156 (9.75%) Azure Synapse Analytics
8 144 (9.00%) dbt
9 89 (5.56%) Serverless
10 87 (5.44%) Azure DevOps
11 85 (5.31%) Azure Machine Learning
12 84 (5.25%) Amazon S3
13 69 (4.31%) Azure AI
14 59 (3.69%) SaaS
15 57 (3.56%) GitHub
16 46 (2.88%) AWS Lambda
16 46 (2.88%) Microsoft Purview
17 40 (2.50%) Amazon EMR
18 28 (1.75%) Amazon EC2
19 23 (1.44%) AWS CloudFormation
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
1 300 (18.75%) Data Warehouse
2 275 (17.19%) Power BI
3 226 (14.13%) Data Lake
4 138 (8.63%) SQL Server
5 124 (7.75%) BigQuery
6 114 (7.13%) Tableau
7 110 (6.88%) Amazon Redshift
8 97 (6.06%) Metadata
9 86 (5.38%) Big Data
10 62 (3.88%) Azure SQL Database
11 61 (3.81%) NoSQL
11 61 (3.81%) Relational Database
12 59 (3.69%) PostgreSQL
13 58 (3.63%) Semantic Layer
13 58 (3.63%) Star Schema
14 56 (3.50%) Delta Lake
15 54 (3.38%) Looker
16 49 (3.06%) Elasticsearch
17 45 (2.81%) Snowflake Schema
18 42 (2.63%) Spark SQL
Development Applications
1 99 (6.19%) Git
2 32 (2.00%) Jenkins
3 30 (1.88%) MLflow
4 21 (1.31%) GitLab
5 19 (1.19%) JIRA
6 9 (0.56%) Claude Code
7 4 (0.25%) Bitbucket
7 4 (0.25%) Selenium
8 3 (0.19%) Visual Studio Code
9 2 (0.13%) ERwin
9 2 (0.13%) IBM UrbanCode
9 2 (0.13%) VSS/SourceSafe
10 1 (0.063%) kappa
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
1 415 (25.94%) Finance
2 382 (23.88%) Social Skills
3 275 (17.19%) Analytical Skills
4 119 (7.44%) Public Sector
5 107 (6.69%) Inclusion and Diversity
6 69 (4.31%) Banking
7 57 (3.56%) Retail
8 55 (3.44%) Marketing
9 40 (2.50%) Legal
10 37 (2.31%) Influencing Skills
11 34 (2.13%) Law
12 28 (1.75%) Financial Institution
13 26 (1.63%) Manufacturing
14 25 (1.56%) Advertising
15 18 (1.13%) Games
16 12 (0.75%) Aerospace
17 11 (0.69%) Presentation Skills
18 8 (0.50%) Front Office
18 8 (0.50%) Organisational Skills
18 8 (0.50%) Police
Job Titles
1 596 (37.25%) Data Engineer
2 347 (21.69%) Senior
3 291 (18.19%) Lead
4 160 (10.00%) Senior Data Engineer
5 143 (8.94%) Architect
6 112 (7.00%) Data Manager
7 99 (6.19%) Data Architect
8 96 (6.00%) Lead Data Engineer
9 72 (4.50%) Analyst
10 71 (4.44%) Principal Engineer
11 70 (4.38%) Consultant
11 70 (4.38%) Engineering Manager
12 62 (3.88%) Developer
13 49 (3.06%) Data Consultant
14 48 (3.00%) Head of Engineering
15 43 (2.69%) Principal Data Engineer
16 42 (2.63%) Data Scientist
17 41 (2.56%) Python Engineer
17 41 (2.56%) Software Engineer
18 36 (2.25%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 154 (9.63%) PySpark
2 121 (7.56%) Terraform
3 98 (6.13%) Kafka
4 47 (2.94%) LangChain
5 43 (2.69%) scikit-learn
6 42 (2.63%) PyTorch
6 42 (2.63%) TensorFlow
7 40 (2.50%) LlamaIndex
8 39 (2.44%) REST
9 29 (1.81%) pgvector
10 27 (1.69%) .NET
10 27 (1.69%) Node.js
11 24 (1.50%) Pandas
12 20 (1.25%) SpaCy
13 19 (1.19%) JSON
14 17 (1.06%) Apache NiFi
15 15 (0.94%) RESTful
16 11 (0.69%) ARM Templates
16 11 (0.69%) FastAPI
17 10 (0.63%) GraphQL
Miscellaneous
1 184 (11.50%) Cloud Native
2 69 (4.31%) Data Structures
3 66 (4.13%) Product Ownership
4 54 (3.38%) Distributed Systems
5 37 (2.31%) Onboarding
6 29 (1.81%) AI Agents
7 28 (1.75%) e-Learning
8 25 (1.56%) Clustering
8 25 (1.56%) Public Cloud
9 21 (1.31%) Distributed Computing
9 21 (1.31%) Low-Code
10 20 (1.25%) Analytical Mindset
10 20 (1.25%) Management Information System
11 19 (1.19%) Legacy Systems
11 19 (1.19%) Self-Motivation
12 17 (1.06%) Greenfield Project
13 14 (0.88%) Distributed Architecture
14 13 (0.81%) IoT
15 12 (0.75%) Algorithms
15 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
1 757 (47.31%) Analytics
2 613 (38.31%) AI
3 556 (34.75%) Data Pipeline
4 507 (31.69%) Data Modelling
5 442 (27.63%) ETL
6 423 (26.44%) Data Governance
7 413 (25.81%) Business Intelligence
8 397 (24.81%) Machine Learning
9 386 (24.13%) CI/CD
10 372 (23.25%) Agile
11 363 (22.69%) Decision-Making
12 353 (22.06%) Data Architecture
13 297 (18.56%) DevOps
14 290 (18.13%) Mentoring
15 277 (17.31%) Data Science
16 242 (15.13%) Problem-Solving
17 238 (14.88%) Roadmaps
18 181 (11.31%) Continuous Improvement
19 174 (10.88%) Technical Leadership
20 156 (9.75%) Use Case
Programming Languages
1 803 (50.19%) SQL
2 794 (49.63%) Python
3 114 (7.13%) Java
4 67 (4.19%) Scala
5 50 (3.13%) Data Analysis Expressions
6 45 (2.81%) JavaScript
7 26 (1.63%) R
8 22 (1.38%) TypeScript
9 21 (1.31%) C#
10 18 (1.13%) Bash
11 17 (1.06%) Go
12 16 (1.00%) C++
12 16 (1.00%) T-SQL
13 14 (0.88%) PowerShell
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
1 178 (11.13%) Degree
2 147 (9.19%) Security Cleared
3 93 (5.81%) SC Cleared
4 56 (3.50%) Computer Science Degree
4 56 (3.50%) Master's Degree
5 42 (2.63%) Azure Certification
5 42 (2.63%) DV Cleared
6 34 (2.13%) DBS Check
7 29 (1.81%) BPSS Clearance
8 24 (1.50%) AWS Certification
9 21 (1.31%) PhD
10 14 (0.88%) Microsoft Certification
11 13 (0.81%) ACCA
11 13 (0.81%) CIMA
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
1 435 (27.19%) Data Quality
2 89 (5.56%) GDPR
3 52 (3.25%) Accessibility
4 41 (2.56%) QA
5 25 (1.56%) 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%) PCI DSS
12 3 (0.19%) PSD2
13 2 (0.13%) HIPAA
13 2 (0.13%) ISO/IEC 42001
14 1 (0.063%) ISO/IEC 27001
14 1 (0.063%) NIST
System Software
1 88 (5.50%) Docker
2 56 (3.50%) 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 58 (3.63%) Kubernetes
2 14 (0.88%) Grafana
3 5 (0.31%) Ansible
3 5 (0.31%) Prometheus
4 4 (0.25%) Argo
5 3 (0.19%) Kibana
5 3 (0.19%) Microsoft Intune
5 3 (0.19%) SCCM
6 2 (0.13%) Computer Emergency Response Teams
6 2 (0.13%) Computer Incident Response Team
7 1 (0.063%) CASB
Vendors
1 456 (28.50%) Databricks
2 296 (18.50%) Microsoft
3 89 (5.56%) Google
4 45 (2.81%) Dell
5 41 (2.56%) Informatica
6 39 (2.44%) Palantir
7 36 (2.25%) Oracle
8 35 (2.19%) Foundry
9 31 (1.94%) SAP
10 27 (1.69%) Cloudera
10 27 (1.69%) OpenAI
11 23 (1.44%) Salesforce
12 22 (1.38%) Teradata
13 20 (1.25%) Denodo
14 10 (0.63%) Sage
15 9 (0.56%) Alteryx
16 5 (0.31%) MicroStrategy
16 5 (0.31%) Talend
17 4 (0.25%) Cognos
18 3 (0.19%) IBM