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

6 months to
15 Jul 2026
Same period 2025 Same period 2024
Rank 135 144 157
Rank change year-on-year +9 +13 -2
Permanent jobs citing Data Engineering 1,423 1,088 1,764
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 1,022 495 922
10th Percentile £45,000 £46,250 £43,750
25th Percentile £57,500 £58,375 £55,035
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 £121,500 £105,000
UK excluding London median annual salary £75,000 £67,500 £65,400
% change year-on-year +11.11% +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 72,817 44,332 83,106
As % of all permanent jobs advertised in the UK 73.70% 90.20% 82.17%
Number of salaries quoted 50,259 24,803 58,175
10th Percentile £30,250 £28,750 £29,750
25th Percentile £41,250 £38,000 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -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 15 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 15 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 +18 1,317 £80,000 +6.67% 607
UK excluding London -37 659 £75,000 +11.11% 398
London +39 656 £90,000 -2.70% 313
Work from Home +1 431 £82,500 +10.00% 349
North of England -10 271 £79,500 +17.78% 118
North West -25 147 £80,000 +36.75% 58
South East -73 125 £70,000 +7.69% 102
Midlands +20 102 £70,000 +12.00% 55
Yorkshire -10 86 £75,000 +7.14% 38
West Midlands +13 72 £70,000 +16.67% 34
East of England +10 64 £70,000 +40.00% 29
South West -44 60 £60,000 -14.29% 38
North East -28 38 £67,500 +42.11% 22
East Midlands -11 30 £52,500 -22.79% 21
Scotland -4 25 £90,000 +56.52% 32
Wales -47 12 £60,000 -13.04% 9

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
1 179 (12.58%) Apache Airflow
2 167 (11.74%) Apache Spark
3 108 (7.59%) Apache
4 31 (2.18%) Palantir Foundry
5 22 (1.55%) SAS
6 16 (1.12%) 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 (45.96%) Azure
2 463 (32.54%) AWS
3 251 (17.64%) GCP
4 238 (16.73%) Power Platform
5 233 (16.37%) Snowflake
6 162 (11.38%) Azure Data Factory
7 147 (10.33%) Azure Synapse Analytics
8 133 (9.35%) dbt
9 85 (5.97%) Amazon S3
10 79 (5.55%) Azure Machine Learning
11 75 (5.27%) Serverless
12 71 (4.99%) Azure DevOps
13 70 (4.92%) Azure AI
14 47 (3.30%) SaaS
15 46 (3.23%) GitHub
16 34 (2.39%) Microsoft Purview
17 32 (2.25%) AWS Lambda
18 27 (1.90%) Amazon EMR
19 26 (1.83%) GitHub Actions
20 25 (1.76%) 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
1 276 (19.40%) Data Warehouse
2 228 (16.02%) Power BI
3 208 (14.62%) Data Lake
4 140 (9.84%) SQL Server
5 116 (8.15%) BigQuery
6 113 (7.94%) Tableau
7 99 (6.96%) Amazon Redshift
8 87 (6.11%) Metadata
9 69 (4.85%) Relational Database
10 67 (4.71%) Big Data
11 57 (4.01%) Semantic Layer
12 54 (3.79%) Delta Lake
13 53 (3.72%) Azure SQL Database
14 52 (3.65%) Elasticsearch
14 52 (3.65%) NoSQL
15 51 (3.58%) Spark SQL
16 50 (3.51%) Star Schema
17 47 (3.30%) Looker
17 47 (3.30%) PostgreSQL
18 42 (2.95%) Snowflake Schema
Development Applications
1 97 (6.82%) Git
2 40 (2.81%) MLflow
3 31 (2.18%) Jenkins
4 21 (1.48%) GitLab
5 16 (1.12%) JIRA
6 12 (0.84%) 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
1 340 (23.89%) Finance
2 300 (21.08%) Social Skills
3 227 (15.95%) Analytical Skills
4 87 (6.11%) Public Sector
5 79 (5.55%) Inclusion and Diversity
6 58 (4.08%) Banking
6 58 (4.08%) Retail
7 42 (2.95%) Influencing Skills
8 37 (2.60%) 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 (0.84%) Investment Banking
15 9 (0.63%) Telecoms
16 7 (0.49%) Front Office
16 7 (0.49%) Publishing
17 6 (0.42%) Presentation Skills
Job Titles
1 537 (37.74%) Data Engineer
2 320 (22.49%) Senior
3 233 (16.37%) Lead
4 160 (11.24%) Senior Data Engineer
5 122 (8.57%) Architect
6 108 (7.59%) Data Manager
7 89 (6.25%) Data Architect
8 84 (5.90%) Lead Data Engineer
9 71 (4.99%) Consultant
10 69 (4.85%) Engineering Manager
11 61 (4.29%) Analyst
12 55 (3.87%) Principal Engineer
13 54 (3.79%) Data Consultant
14 48 (3.37%) Developer
15 47 (3.30%) Head of Engineering
16 40 (2.81%) Platform Engineer
17 39 (2.74%) Python Engineer
18 37 (2.60%) AWS Engineer
19 33 (2.32%) Azure Engineer
19 33 (2.32%) Finance Manager
Libraries, Frameworks & Software Standards
1 142 (9.98%) PySpark
2 97 (6.82%) Kafka
3 48 (3.37%) TensorFlow
4 47 (3.30%) PyTorch
5 41 (2.88%) REST
6 40 (2.81%) 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%) .NET
10 22 (1.55%) Pandas
11 16 (1.12%) JSON
12 14 (0.98%) RESTful
12 14 (0.98%) SpaCy
13 13 (0.91%) HTML
14 12 (0.84%) FastAPI
15 11 (0.77%) ARM Templates
15 11 (0.77%) NumPy
16 10 (0.70%) Apache NiFi
Miscellaneous
1 143 (10.05%) Cloud Native
2 76 (5.34%) Data Structures
3 52 (3.65%) Product Ownership
4 50 (3.51%) Distributed Systems
5 28 (1.97%) Onboarding
6 27 (1.90%) Public Cloud
7 26 (1.83%) Low-Code
8 25 (1.76%) Clustering
8 25 (1.76%) e-Learning
9 19 (1.34%) Self-Motivation
10 18 (1.26%) Legacy Systems
11 17 (1.19%) AI Agents
11 17 (1.19%) Analytical Mindset
11 17 (1.19%) Management Information System
12 16 (1.12%) Greenfield Project
13 14 (0.98%) Social Media
14 12 (0.84%) IoT
14 12 (0.84%) Sports Betting
15 11 (0.77%) Distributed Computing
15 11 (0.77%) Hedge funds
Operating Systems
1 9 (0.63%) Linux
2 6 (0.42%) Windows
3 1 (0.070%) Unix
Processes & Methodologies
1 683 (48.00%) Analytics
2 540 (37.95%) Data Pipeline
3 536 (37.67%) AI
4 474 (33.31%) Data Modelling
5 422 (29.66%) Data Governance
6 398 (27.97%) ETL
7 355 (24.95%) CI/CD
8 352 (24.74%) Business Intelligence
9 337 (23.68%) Agile
9 337 (23.68%) Machine Learning
10 329 (23.12%) Data Architecture
11 280 (19.68%) Decision-Making
12 265 (18.62%) Mentoring
13 243 (17.08%) DevOps
14 239 (16.80%) Data Science
15 228 (16.02%) Problem-Solving
16 214 (15.04%) Roadmaps
17 155 (10.89%) Continuous Improvement
18 152 (10.68%) Use Case
19 140 (9.84%) Data Strategy
Programming Languages
1 731 (51.37%) Python
2 718 (50.46%) SQL
3 104 (7.31%) Java
4 57 (4.01%) Scala
5 43 (3.02%) Data Analysis Expressions
6 38 (2.67%) JavaScript
7 26 (1.83%) Bash
7 26 (1.83%) R
8 19 (1.34%) Go
8 19 (1.34%) PowerShell
8 19 (1.34%) TypeScript
9 18 (1.26%) C#
10 15 (1.05%) C++
11 12 (0.84%) T-SQL
12 7 (0.49%) Bicep
13 6 (0.42%) Groovy
13 6 (0.42%) Julia
14 5 (0.35%) PL/SQL
15 4 (0.28%) Rust
15 4 (0.28%) VBA
Qualifications
1 163 (11.45%) Degree
2 100 (7.03%) Security Cleared
3 61 (4.29%) Computer Science Degree
4 60 (4.22%) SC Cleared
5 51 (3.58%) Master's Degree
6 35 (2.46%) DBS Check
7 30 (2.11%) Azure Certification
8 28 (1.97%) DV Cleared
9 16 (1.12%) AWS Certification
9 16 (1.12%) 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
1 409 (28.74%) Data Quality
2 98 (6.89%) GDPR
3 36 (2.53%) California Consumer Privacy Act
4 34 (2.39%) Accessibility
4 34 (2.39%) QA
5 22 (1.55%) GRC
6 14 (0.98%) HIPAA
7 10 (0.70%) SLA
8 7 (0.49%) PERC
9 5 (0.35%) ISO/IEC 27001
10 4 (0.28%) Solvency II
11 3 (0.21%) NIST
12 2 (0.14%) PCI DSS
12 2 (0.14%) PMO
12 2 (0.14%) PSD2
12 2 (0.14%) Sarbanes-Oxley
13 1 (0.070%) EU AI Act
System Software
1 88 (6.18%) Docker
2 57 (4.01%) 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 (8.64%) Terraform
2 59 (4.15%) Kubernetes
3 17 (1.19%) 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
1 432 (30.36%) Databricks
2 250 (17.57%) Microsoft
3 73 (5.13%) Google
4 53 (3.72%) Informatica
5 52 (3.65%) Dell
6 51 (3.58%) Palantir
7 48 (3.37%) Oracle
8 39 (2.74%) 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 (0.84%) 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%) MuleSoft