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

6 months to
16 Jul 2026
Same period 2025 Same period 2024
Rank 136 142 156
Rank change year-on-year +6 +14 -5
Permanent jobs citing Data Engineering 1,419 1,086 1,760
As % of all permanent jobs in the UK 1.44% 2.21% 1.74%
As % of the Processes & Methodologies category 1.95% 2.45% 2.12%
Number of salaries quoted 1,021 493 918
10th Percentile £45,000 £46,250 £43,750
25th Percentile £57,500 £58,750 £55,140
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 £122,000 £105,000
UK excluding London median annual salary £73,750 £67,500 £65,400
% change year-on-year +9.26% +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 72,823 44,302 82,887
As % of all permanent jobs advertised in the UK 73.72% 90.16% 82.12%
Number of salaries quoted 50,276 24,855 57,929
10th Percentile £30,250 £28,750 £30,000
25th Percentile £41,250 £38,000 £40,000
Median annual salary (50th Percentile) £60,000 £57,201 £55,000
Median % change year-on-year +4.89% +4.00% -8.84%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £98,750 £92,500
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 16 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 16 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 1,311 £80,000 +6.67% 392
UK excluding London -41 658 £73,750 +9.26% 229
London +37 653 £90,000 -2.70% 227
Work from Home -1 430 £82,500 +10.00% 177
North of England -8 270 £80,000 +18.52% 71
North West -23 147 £80,000 +36.75% 36
South East -62 125 £70,000 +7.69% 69
Midlands +31 102 £70,000 +12.00% 34
Yorkshire -10 85 £75,000 +7.14% 20
West Midlands +10 72 £70,000 +16.67% 22
East of England +17 64 £70,000 +40.00% 6
South West -37 58 £60,000 -14.29% 24
North East -25 38 £67,500 +42.11% 15
East Midlands -22 30 £52,500 -22.79% 12
Scotland -6 26 £90,000 +56.52% 9
Wales -46 13 £60,000 -13.04% 5

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 (12.40%) Apache Airflow
2 167 (11.77%) Apache Spark
3 108 (7.61%) Apache
4 30 (2.11%) Palantir Foundry
5 22 (1.55%) SAS
6 16 (1.13%) Jupyter
7 10 (0.70%) SharePoint
8 7 (0.49%) Confluence
9 4 (0.28%) Moodle
10 3 (0.21%) Appian
11 2 (0.14%) Luigi
12 1 (0.070%) ArcGIS
12 1 (0.070%) Camunda
12 1 (0.070%) GeoServer
12 1 (0.070%) Microsoft Exchange
12 1 (0.070%) WordPress
Applications
1 21 (1.48%) 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
1 654 (46.09%) Azure
2 460 (32.42%) AWS
3 249 (17.55%) GCP
4 240 (16.91%) Power Platform
5 231 (16.28%) Snowflake
6 162 (11.42%) Azure Data Factory
7 147 (10.36%) Azure Synapse Analytics
8 132 (9.30%) dbt
9 84 (5.92%) Amazon S3
10 78 (5.50%) Azure Machine Learning
11 75 (5.29%) Azure DevOps
11 75 (5.29%) Serverless
12 70 (4.93%) Azure AI
13 47 (3.31%) SaaS
14 46 (3.24%) GitHub
15 35 (2.47%) Microsoft Purview
16 32 (2.26%) AWS Lambda
17 27 (1.90%) Amazon EMR
18 26 (1.83%) GitHub Actions
19 24 (1.69%) Dagster
Communications & Networking
1 30 (2.11%) 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 (0.070%) Kerberos
6 1 (0.070%) Radio Access Network
Database & Business Intelligence
1 274 (19.31%) Data Warehouse
2 230 (16.21%) Power BI
3 209 (14.73%) Data Lake
4 138 (9.73%) SQL Server
5 115 (8.10%) BigQuery
6 112 (7.89%) Tableau
7 97 (6.84%) Amazon Redshift
8 84 (5.92%) Metadata
9 69 (4.86%) Relational Database
10 67 (4.72%) Big Data
11 57 (4.02%) Semantic Layer
12 54 (3.81%) Delta Lake
13 52 (3.66%) Azure SQL Database
13 52 (3.66%) NoSQL
14 51 (3.59%) Elasticsearch
14 51 (3.59%) Star Schema
15 50 (3.52%) Spark SQL
16 47 (3.31%) PostgreSQL
17 46 (3.24%) Looker
18 42 (2.96%) Snowflake Schema
Development Applications
1 97 (6.84%) Git
2 39 (2.75%) MLflow
3 30 (2.11%) Jenkins
4 21 (1.48%) GitLab
5 16 (1.13%) JIRA
6 12 (0.85%) IBM UrbanCode
7 7 (0.49%) Claude Code
7 7 (0.49%) Selenium
8 2 (0.14%) ERwin
8 2 (0.14%) VSS/SourceSafe
9 1 (0.070%) Bitbucket
9 1 (0.070%) Deequ
9 1 (0.070%) RStudio
9 1 (0.070%) SQL Server Management Studio (SSMS)
9 1 (0.070%) Visual Studio
9 1 (0.070%) Yeoman
General
1 338 (23.82%) Finance
2 298 (21.00%) Social Skills
3 229 (16.14%) Analytical Skills
4 87 (6.13%) Public Sector
5 79 (5.57%) Inclusion and Diversity
6 58 (4.09%) Banking
6 58 (4.09%) Retail
7 42 (2.96%) Influencing Skills
8 37 (2.61%) Legal
9 31 (2.18%) Marketing
10 27 (1.90%) Law
11 22 (1.55%) Advertising
11 22 (1.55%) Financial Institution
12 21 (1.48%) Manufacturing
13 19 (1.34%) Games
14 12 (0.85%) Investment Banking
15 8 (0.56%) Telecoms
16 7 (0.49%) Front Office
16 7 (0.49%) Publishing
17 6 (0.42%) Presentation Skills
Job Titles
1 536 (37.77%) Data Engineer
2 320 (22.55%) Senior
3 233 (16.42%) Lead
4 161 (11.35%) Senior Data Engineer
5 123 (8.67%) Architect
6 107 (7.54%) Data Manager
7 90 (6.34%) Data Architect
8 83 (5.85%) Lead Data Engineer
9 69 (4.86%) Consultant
9 69 (4.86%) Engineering Manager
10 61 (4.30%) Analyst
11 56 (3.95%) Principal Engineer
12 53 (3.74%) Data Consultant
13 47 (3.31%) Developer
13 47 (3.31%) Head of Engineering
14 40 (2.82%) Platform Engineer
14 40 (2.82%) Python Engineer
15 37 (2.61%) AWS Engineer
16 34 (2.40%) Azure Engineer
17 33 (2.33%) Finance Manager
Libraries, Frameworks & Software Standards
1 143 (10.08%) PySpark
2 96 (6.77%) Kafka
3 47 (3.31%) TensorFlow
4 46 (3.24%) PyTorch
5 40 (2.82%) REST
5 40 (2.82%) scikit-learn
6 33 (2.33%) LangChain
7 27 (1.90%) Node.js
7 27 (1.90%) pgvector
8 25 (1.76%) LlamaIndex
9 23 (1.62%) Pandas
10 22 (1.55%) .NET
11 16 (1.13%) JSON
12 14 (0.99%) RESTful
12 14 (0.99%) SpaCy
13 13 (0.92%) HTML
14 12 (0.85%) FastAPI
15 11 (0.78%) ARM Templates
15 11 (0.78%) NumPy
16 10 (0.70%) Apache NiFi
Miscellaneous
1 142 (10.01%) Cloud Native
2 76 (5.36%) Data Structures
3 51 (3.59%) Product Ownership
4 50 (3.52%) Distributed Systems
5 27 (1.90%) Onboarding
6 26 (1.83%) Low-Code
6 26 (1.83%) Public Cloud
7 25 (1.76%) Clustering
7 25 (1.76%) e-Learning
8 18 (1.27%) Legacy Systems
8 18 (1.27%) Self-Motivation
9 17 (1.20%) AI Agents
9 17 (1.20%) Analytical Mindset
9 17 (1.20%) Management Information System
10 16 (1.13%) Greenfield Project
11 14 (0.99%) Social Media
12 13 (0.92%) IoT
13 12 (0.85%) Hedge funds
14 11 (0.78%) Distributed Computing
14 11 (0.78%) Sports Betting
Operating Systems
1 9 (0.63%) Linux
2 6 (0.42%) Windows
3 1 (0.070%) Unix
Processes & Methodologies
1 681 (47.99%) Analytics
2 539 (37.98%) Data Pipeline
3 536 (37.77%) AI
4 472 (33.26%) Data Modelling
5 422 (29.74%) Data Governance
6 396 (27.91%) ETL
7 353 (24.88%) Business Intelligence
7 353 (24.88%) CI/CD
8 338 (23.82%) Agile
9 337 (23.75%) Machine Learning
10 326 (22.97%) Data Architecture
11 281 (19.80%) Decision-Making
12 264 (18.60%) Mentoring
13 245 (17.27%) DevOps
14 238 (16.77%) Data Science
15 226 (15.93%) Problem-Solving
16 212 (14.94%) Roadmaps
17 154 (10.85%) Continuous Improvement
18 149 (10.50%) Use Case
19 139 (9.80%) Data Strategy
Programming Languages
1 732 (51.59%) Python
2 718 (50.60%) SQL
3 101 (7.12%) Java
4 57 (4.02%) Scala
5 43 (3.03%) Data Analysis Expressions
6 38 (2.68%) JavaScript
7 26 (1.83%) R
8 24 (1.69%) Bash
9 19 (1.34%) PowerShell
9 19 (1.34%) TypeScript
10 18 (1.27%) C#
10 18 (1.27%) Go
11 15 (1.06%) C++
12 12 (0.85%) T-SQL
13 8 (0.56%) Bicep
14 6 (0.42%) Groovy
14 6 (0.42%) Julia
15 5 (0.35%) PL/SQL
16 4 (0.28%) Rust
16 4 (0.28%) VBA
Qualifications
1 162 (11.42%) Degree
2 100 (7.05%) Security Cleared
3 61 (4.30%) Computer Science Degree
4 60 (4.23%) SC Cleared
5 51 (3.59%) Master's Degree
6 35 (2.47%) DBS Check
7 32 (2.26%) Azure Certification
8 28 (1.97%) DV Cleared
9 16 (1.13%) AWS Certification
9 16 (1.13%) PhD
10 10 (0.70%) ACCA
10 10 (0.70%) CIMA
11 7 (0.49%) AWS Certified Solutions Architect
11 7 (0.49%) BPSS Clearance
11 7 (0.49%) Microsoft Certification
12 4 (0.28%) CCA
13 3 (0.21%) CISSP
14 2 (0.14%) CompTIA Security+
14 2 (0.14%) GIAC
14 2 (0.14%) SANS
Quality Assurance & Compliance
1 407 (28.68%) Data Quality
2 98 (6.91%) GDPR
3 36 (2.54%) California Consumer Privacy Act
4 35 (2.47%) QA
5 33 (2.33%) Accessibility
6 22 (1.55%) GRC
7 14 (0.99%) HIPAA
8 9 (0.63%) 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%) PMO
13 2 (0.14%) PSD2
13 2 (0.14%) Sarbanes-Oxley
14 1 (0.070%) EU AI Act
System Software
1 87 (6.13%) Docker
2 57 (4.02%) Virtual Machines
3 6 (0.42%) Active Directory
4 3 (0.21%) VMware Infrastructure
5 1 (0.070%) Apache Flume
5 1 (0.070%) Embedded Firmware
5 1 (0.070%) Firmware
Systems Management
1 123 (8.67%) Terraform
2 58 (4.09%) Kubernetes
3 16 (1.13%) Grafana
4 9 (0.63%) 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 (0.070%) CASB
9 1 (0.070%) Kubeflow
Vendors
1 435 (30.66%) Databricks
2 252 (17.76%) Microsoft
3 72 (5.07%) Google
4 53 (3.74%) Informatica
5 52 (3.66%) Dell
6 49 (3.45%) Palantir
7 48 (3.38%) Oracle
8 38 (2.68%) Foundry
9 30 (2.11%) SAP
10 28 (1.97%) Cloudera
11 26 (1.83%) OpenAI
11 26 (1.83%) Teradata
12 24 (1.69%) Denodo
12 24 (1.69%) Salesforce
13 12 (0.85%) 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%) MuleSoft