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

6 months to
25 Jun 2026
Same period 2025 Same period 2024
Rank 132 149 156
Rank change year-on-year +17 +7 -10
Permanent jobs citing Data Engineering 1,376 1,048 1,873
As % of all permanent jobs in the UK 1.45% 2.31% 1.75%
As % of the Processes & Methodologies category 1.98% 2.51% 2.13%
Number of salaries quoted 968 493 957
10th Percentile £45,748 £46,250 £43,750
25th Percentile £57,500 £58,000 £55,000
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 £102,410 £90,000
90th Percentile £115,000 £122,500 £105,982
UK excluding London median annual salary £70,000 £67,500 £65,066
% change year-on-year +3.70% +3.74% +4.10%

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 69,638 41,796 87,970
As % of all permanent jobs advertised in the UK 73.33% 92.22% 82.12%
Number of salaries quoted 48,019 22,539 62,354
10th Percentile £30,000 £28,750 £29,750
25th Percentile £41,250 £38,750 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -9.54%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £100,000 £92,500
UK excluding London median annual salary £52,679 £50,000 £50,000
% change year-on-year +5.36% - -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 June 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 June 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 +8 1,251 £80,000 +6.67% 403
UK excluding London -35 636 £70,000 +3.70% 277
London +42 624 £90,000 -5.26% 235
Work from Home +1 429 £82,500 - 189
North of England -24 253 £80,000 +18.52% 69
North West -28 137 £90,000 +33.33% 43
South East -73 117 £70,000 - 109
Midlands +33 102 £70,000 +16.67% 39
Yorkshire -5 80 £80,000 +13.48% 13
West Midlands +27 71 £70,000 +20.17% 26
East of England +18 65 £70,000 +40.00% 13
South West -42 54 £57,500 -39.47% 31
North East -19 36 £67,500 +42.11% 13
Scotland -7 31 £90,000 +56.52% 11
East Midlands -21 30 £65,000 -3.70% 13
Wales -38 14 £61,750 -10.51% 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
1 190 (13.81%) Apache Airflow
2 162 (11.77%) Apache Spark
3 110 (7.99%) Apache
4 35 (2.54%) Palantir Foundry
5 21 (1.53%) SAS
6 15 (1.09%) Jupyter
7 12 (0.87%) SharePoint
8 10 (0.73%) Confluence
9 6 (0.44%) Appian
10 4 (0.29%) Microsoft Exchange
10 4 (0.29%) Moodle
11 2 (0.15%) Luigi
12 1 (0.073%) ArcGIS
12 1 (0.073%) Camunda
12 1 (0.073%) GeoServer
12 1 (0.073%) WordPress
Applications
1 21 (1.53%) Microsoft Excel
2 10 (0.73%) Spreadsheet
3 2 (0.15%) Microsoft Office
4 1 (0.073%) Chatbot
Business Applications
1 3 (0.22%) SAP S/4HANA
1 3 (0.22%) SAP SD
2 2 (0.15%) Dynamics CRM
2 2 (0.15%) Markit EDM
2 2 (0.15%) SAP Business One
2 2 (0.15%) Unit4 Business World
3 1 (0.073%) FastStats
3 1 (0.073%) Infor M3
3 1 (0.073%) Oracle Assets
3 1 (0.073%) Oracle ERP
3 1 (0.073%) Primavera
Cloud Services
1 649 (47.17%) Azure
2 455 (33.07%) AWS
3 246 (17.88%) GCP
4 231 (16.79%) Power Platform
5 230 (16.72%) Snowflake
6 161 (11.70%) Azure Data Factory
7 147 (10.68%) Azure Synapse Analytics
8 132 (9.59%) dbt
9 87 (6.32%) Amazon S3
10 82 (5.96%) Azure Machine Learning
11 76 (5.52%) Azure AI
12 74 (5.38%) Azure DevOps
13 73 (5.31%) Serverless
14 46 (3.34%) GitHub
14 46 (3.34%) SaaS
15 34 (2.47%) AWS Lambda
16 30 (2.18%) Microsoft Purview
17 29 (2.11%) Dagster
18 27 (1.96%) GitHub Actions
19 23 (1.67%) Vertex AI
Communications & Networking
1 30 (2.18%) Broadband
2 4 (0.29%) HTTP
3 3 (0.22%) 5G
4 2 (0.15%) 4G
4 2 (0.15%) DAB
4 2 (0.15%) Firewall
4 2 (0.15%) Internet
4 2 (0.15%) MQTT
5 1 (0.073%) DHCP
5 1 (0.073%) DNS
5 1 (0.073%) Kerberos
5 1 (0.073%) Radio Access Network
Database & Business Intelligence
1 276 (20.06%) Data Warehouse
2 222 (16.13%) Power BI
3 206 (14.97%) Data Lake
4 148 (10.76%) SQL Server
5 122 (8.87%) BigQuery
6 113 (8.21%) Tableau
7 101 (7.34%) Amazon Redshift
8 84 (6.10%) Metadata
9 69 (5.01%) Relational Database
10 61 (4.43%) Semantic Layer
11 59 (4.29%) Delta Lake
12 56 (4.07%) Big Data
13 54 (3.92%) Elasticsearch
14 52 (3.78%) Azure SQL Database
15 51 (3.71%) Spark SQL
16 49 (3.56%) NoSQL
17 48 (3.49%) Looker
18 44 (3.20%) PostgreSQL
18 44 (3.20%) Star Schema
19 42 (3.05%) Snowflake Schema
Development Applications
1 95 (6.90%) Git
2 51 (3.71%) MLflow
3 29 (2.11%) Jenkins
4 20 (1.45%) JIRA
5 19 (1.38%) GitLab
6 12 (0.87%) IBM UrbanCode
7 7 (0.51%) Selenium
8 6 (0.44%) Claude Code
9 3 (0.22%) SQL Server Management Studio (SSMS)
10 2 (0.15%) ERwin
10 2 (0.15%) VSS/SourceSafe
11 1 (0.073%) Bitbucket
11 1 (0.073%) Deequ
11 1 (0.073%) RStudio
11 1 (0.073%) Visual Studio
11 1 (0.073%) Yeoman
General
1 333 (24.20%) Finance
2 286 (20.78%) Social Skills
3 216 (15.70%) Analytical Skills
4 84 (6.10%) Inclusion and Diversity
4 84 (6.10%) Public Sector
5 56 (4.07%) Banking
6 55 (4.00%) Retail
7 38 (2.76%) Influencing Skills
8 36 (2.62%) Legal
9 30 (2.18%) Marketing
10 26 (1.89%) Law
11 21 (1.53%) Advertising
12 19 (1.38%) Financial Institution
13 17 (1.24%) Games
13 17 (1.24%) Manufacturing
14 12 (0.87%) Investment Banking
15 8 (0.58%) Telecoms
16 7 (0.51%) Automotive
16 7 (0.51%) Front Office
16 7 (0.51%) Publishing
Job Titles
1 535 (38.88%) Data Engineer
2 300 (21.80%) Senior
3 231 (16.79%) Lead
4 153 (11.12%) Senior Data Engineer
5 106 (7.70%) Architect
6 105 (7.63%) Data Manager
7 89 (6.47%) Lead Data Engineer
8 82 (5.96%) Data Architect
9 73 (5.31%) Consultant
10 66 (4.80%) Engineering Manager
11 58 (4.22%) Analyst
12 57 (4.14%) Data Consultant
13 50 (3.63%) Principal Engineer
14 49 (3.56%) Developer
15 45 (3.27%) Head of Engineering
15 45 (3.27%) Platform Engineer
16 40 (2.91%) AWS Engineer
17 38 (2.76%) Azure Engineer
18 33 (2.40%) AWS Data Engineer
18 33 (2.40%) Finance Manager
Libraries, Frameworks & Software Standards
1 147 (10.68%) PySpark
2 94 (6.83%) Kafka
3 54 (3.92%) PyTorch
3 54 (3.92%) TensorFlow
4 46 (3.34%) REST
5 40 (2.91%) scikit-learn
6 38 (2.76%) LangChain
7 28 (2.03%) Node.js
8 27 (1.96%) pgvector
9 25 (1.82%) LlamaIndex
9 25 (1.82%) Pandas
10 20 (1.45%) .NET
11 16 (1.16%) JSON
11 16 (1.16%) RESTful
12 13 (0.94%) Faiss
12 13 (0.94%) FastAPI
12 13 (0.94%) HTML
13 12 (0.87%) NumPy
14 11 (0.80%) Flask
14 11 (0.80%) SpaCy
Miscellaneous
1 136 (9.88%) Cloud Native
2 69 (5.01%) Data Structures
3 54 (3.92%) Product Ownership
4 47 (3.42%) Distributed Systems
5 27 (1.96%) Low-Code
5 27 (1.96%) Public Cloud
6 25 (1.82%) Clustering
7 23 (1.67%) Onboarding
8 22 (1.60%) e-Learning
8 22 (1.60%) Legacy Systems
8 22 (1.60%) Self-Motivation
9 15 (1.09%) AI Agents
9 15 (1.09%) Analytical Mindset
9 15 (1.09%) Greenfield Project
9 15 (1.09%) Management Information System
10 14 (1.02%) Social Media
11 12 (0.87%) Sports Betting
12 11 (0.80%) NHS
13 10 (0.73%) Cyberattack
13 10 (0.73%) Reinsurance
Operating Systems
1 9 (0.65%) Linux
2 5 (0.36%) Windows
3 1 (0.073%) Unix
3 1 (0.073%) Windows Server
Processes & Methodologies
1 648 (47.09%) Analytics
2 543 (39.46%) Data Pipeline
3 512 (37.21%) AI
4 476 (34.59%) Data Modelling
5 412 (29.94%) Data Governance
6 409 (29.72%) ETL
7 359 (26.09%) CI/CD
8 348 (25.29%) Business Intelligence
9 331 (24.06%) Agile
10 326 (23.69%) Data Architecture
11 313 (22.75%) Machine Learning
12 260 (18.90%) Decision-Making
13 255 (18.53%) Mentoring
14 238 (17.30%) DevOps
15 231 (16.79%) Data Science
16 223 (16.21%) Problem-Solving
17 209 (15.19%) Roadmaps
18 150 (10.90%) Use Case
19 139 (10.10%) Continuous Improvement
20 136 (9.88%) Data Strategy
Programming Languages
1 711 (51.67%) Python
1 711 (51.67%) SQL
2 102 (7.41%) Java
3 60 (4.36%) Scala
4 42 (3.05%) Data Analysis Expressions
5 35 (2.54%) JavaScript
6 32 (2.33%) Bash
7 28 (2.03%) R
8 24 (1.74%) PowerShell
9 20 (1.45%) Go
10 16 (1.16%) C#
10 16 (1.16%) TypeScript
11 13 (0.94%) C++
12 11 (0.80%) T-SQL
13 8 (0.58%) Bicep
14 6 (0.44%) Julia
15 5 (0.36%) PL/SQL
16 4 (0.29%) Groovy
16 4 (0.29%) Rust
17 3 (0.22%) VBA
Qualifications
1 158 (11.48%) Degree
2 96 (6.98%) Security Cleared
3 60 (4.36%) Computer Science Degree
4 58 (4.22%) SC Cleared
5 47 (3.42%) Master's Degree
6 34 (2.47%) DBS Check
7 33 (2.40%) Azure Certification
8 27 (1.96%) DV Cleared
9 14 (1.02%) AWS Certification
10 13 (0.94%) PhD
11 10 (0.73%) Microsoft Certification
12 9 (0.65%) BPSS Clearance
13 8 (0.58%) ACCA
13 8 (0.58%) CIMA
14 5 (0.36%) AWS Certified Solutions Architect
15 4 (0.29%) CCA
16 3 (0.22%) CISSP
17 2 (0.15%) CompTIA Security+
17 2 (0.15%) GIAC
17 2 (0.15%) SANS
Quality Assurance & Compliance
1 410 (29.80%) Data Quality
2 94 (6.83%) GDPR
3 36 (2.62%) California Consumer Privacy Act
4 33 (2.40%) Accessibility
5 30 (2.18%) QA
6 23 (1.67%) GRC
7 15 (1.09%) HIPAA
8 13 (0.94%) SLA
9 7 (0.51%) PERC
10 6 (0.44%) ISO/IEC 27001
11 4 (0.29%) NIST
11 4 (0.29%) Solvency II
12 3 (0.22%) Sarbanes-Oxley
13 1 (0.073%) PMO
System Software
1 93 (6.76%) Docker
2 57 (4.14%) Virtual Machines
3 10 (0.73%) Active Directory
4 1 (0.073%) Apache Flume
4 1 (0.073%) Embedded Firmware
4 1 (0.073%) Firmware
4 1 (0.073%) VMware Infrastructure
Systems Management
1 116 (8.43%) Terraform
2 63 (4.58%) Kubernetes
3 12 (0.87%) Grafana
4 9 (0.65%) Prometheus
5 8 (0.58%) Single Sign-On
6 5 (0.36%) Ansible
7 4 (0.29%) Microsoft Intune
7 4 (0.29%) SCCM
8 3 (0.22%) Argo
8 3 (0.22%) Kibana
9 2 (0.15%) Computer Emergency Response Teams
9 2 (0.15%) Computer Incident Response Team
9 2 (0.15%) Control-M
10 1 (0.073%) Active Directory Federation Services
10 1 (0.073%) CASB
10 1 (0.073%) Kubeflow
Vendors
1 443 (32.19%) Databricks
2 242 (17.59%) Microsoft
3 68 (4.94%) Google
4 56 (4.07%) Palantir
5 52 (3.78%) Dell
6 47 (3.42%) Informatica
7 45 (3.27%) Oracle
8 44 (3.20%) Foundry
9 34 (2.47%) OpenAI
10 28 (2.03%) Cloudera
11 25 (1.82%) Teradata
12 24 (1.74%) Denodo
12 24 (1.74%) Salesforce
12 24 (1.74%) SAP
13 12 (0.87%) Red Hat
14 10 (0.73%) Talend
15 8 (0.58%) MicroStrategy
15 8 (0.58%) Sage
15 8 (0.58%) UiPath
16 7 (0.51%) Automation Anywhere