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

6 months to
9 Jul 2026
Same period 2025 Same period 2024
Rank 131 146 159
Rank change year-on-year +15 +13 -8
Permanent jobs citing Data Engineering 1,419 1,076 1,788
As % of all permanent jobs in the UK 1.45% 2.21% 1.74%
As % of the Processes & Methodologies category 1.97% 2.44% 2.11%
Number of salaries quoted 1,012 504 937
10th Percentile £45,743 £46,250 £44,738
25th Percentile £57,500 £59,688 £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 £120,000 £105,000
UK excluding London median annual salary £72,500 £67,500 £65,066
% change year-on-year +7.41% +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 72,161 44,144 84,574
As % of all permanent jobs advertised in the UK 73.86% 90.58% 82.41%
Number of salaries quoted 49,802 24,628 59,539
10th Percentile £30,250 £28,822 £29,750
25th Percentile £41,250 £38,500 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -8.71%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £100,000 £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 9 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 9 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 +15 1,305 £80,000 +6.67% 619
UK excluding London -38 663 £72,500 +7.41% 366
London +43 645 £90,000 -2.70% 355
Work from Home +5 438 £83,750 +4.69% 244
North of England -15 272 £80,000 +18.52% 114
North West -21 148 £80,000 +26.98% 64
South East -80 124 £70,000 +3.70% 92
Midlands +25 103 £70,000 +16.67% 48
Yorkshire -8 86 £75,000 +7.14% 31
West Midlands +18 72 £70,000 +17.65% 34
East of England +14 63 £70,000 +40.00% 10
South West -40 61 £60,000 -27.27% 79
North East -15 38 £67,500 +42.11% 20
East Midlands -14 31 £65,000 -4.41% 14
Scotland -11 27 £90,000 +56.52% 8
Wales -42 13 £60,000 -13.04% 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
1 184 (12.97%) Apache Airflow
2 162 (11.42%) Apache Spark
3 110 (7.75%) Apache
4 32 (2.26%) Palantir Foundry
5 22 (1.55%) SAS
6 15 (1.06%) Jupyter
7 10 (0.70%) Confluence
7 10 (0.70%) SharePoint
8 4 (0.28%) Appian
8 4 (0.28%) Moodle
9 2 (0.14%) Luigi
9 2 (0.14%) Microsoft Exchange
10 1 (0.070%) ArcGIS
10 1 (0.070%) Camunda
10 1 (0.070%) GeoServer
10 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%) Oracle Assets
3 1 (0.070%) Oracle ERP
3 1 (0.070%) Primavera
Cloud Services
1 651 (45.88%) Azure
2 458 (32.28%) AWS
3 251 (17.69%) GCP
4 235 (16.56%) Power Platform
5 233 (16.42%) Snowflake
6 160 (11.28%) Azure Data Factory
7 146 (10.29%) Azure Synapse Analytics
8 135 (9.51%) dbt
9 85 (5.99%) Amazon S3
10 79 (5.57%) Azure Machine Learning
11 75 (5.29%) Serverless
12 71 (5.00%) Azure AI
12 71 (5.00%) Azure DevOps
13 47 (3.31%) GitHub
13 47 (3.31%) SaaS
14 35 (2.47%) AWS Lambda
15 33 (2.33%) Microsoft Purview
16 27 (1.90%) GitHub Actions
17 26 (1.83%) Amazon EMR
17 26 (1.83%) Dagster
Communications & Networking
1 30 (2.11%) Broadband
2 5 (0.35%) Internet
3 4 (0.28%) 5G
3 4 (0.28%) HTTP
4 2 (0.14%) 4G
4 2 (0.14%) DAB
4 2 (0.14%) Firewall
4 2 (0.14%) MQTT
5 1 (0.070%) Kerberos
5 1 (0.070%) Radio Access Network
Database & Business Intelligence
1 274 (19.31%) Data Warehouse
2 226 (15.93%) Power BI
3 209 (14.73%) Data Lake
4 144 (10.15%) SQL Server
5 118 (8.32%) BigQuery
6 111 (7.82%) Tableau
7 99 (6.98%) Amazon Redshift
8 84 (5.92%) Metadata
9 71 (5.00%) Relational Database
10 62 (4.37%) Big Data
11 59 (4.16%) Semantic Layer
12 54 (3.81%) Delta Lake
13 53 (3.74%) Elasticsearch
14 52 (3.66%) NoSQL
15 51 (3.59%) Azure SQL Database
15 51 (3.59%) Spark SQL
16 47 (3.31%) Star Schema
17 46 (3.24%) PostgreSQL
18 45 (3.17%) Looker
19 41 (2.89%) Snowflake Schema
Development Applications
1 95 (6.69%) Git
2 42 (2.96%) MLflow
3 31 (2.18%) Jenkins
4 20 (1.41%) GitLab
4 20 (1.41%) JIRA
5 12 (0.85%) IBM UrbanCode
6 7 (0.49%) Claude Code
6 7 (0.49%) Selenium
7 3 (0.21%) SQL Server Management Studio (SSMS)
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%) Visual Studio
9 1 (0.070%) Yeoman
General
1 342 (24.10%) Finance
2 299 (21.07%) Social Skills
3 224 (15.79%) Analytical Skills
4 84 (5.92%) Public Sector
5 82 (5.78%) Inclusion and Diversity
6 59 (4.16%) Retail
7 58 (4.09%) Banking
8 41 (2.89%) Influencing Skills
9 36 (2.54%) Legal
10 32 (2.26%) Marketing
11 27 (1.90%) Law
12 22 (1.55%) Advertising
13 21 (1.48%) Financial Institution
14 20 (1.41%) Manufacturing
15 19 (1.34%) Games
16 12 (0.85%) Investment Banking
17 9 (0.63%) Telecoms
18 7 (0.49%) Automotive
18 7 (0.49%) Front Office
18 7 (0.49%) Publishing
Job Titles
1 545 (38.41%) Data Engineer
2 321 (22.62%) Senior
3 230 (16.21%) Lead
4 161 (11.35%) Senior Data Engineer
5 119 (8.39%) Architect
6 110 (7.75%) Data Manager
7 87 (6.13%) Data Architect
8 84 (5.92%) Lead Data Engineer
9 70 (4.93%) Engineering Manager
10 68 (4.79%) Consultant
11 61 (4.30%) Analyst
12 55 (3.88%) Principal Engineer
13 53 (3.74%) Data Consultant
14 50 (3.52%) Developer
15 47 (3.31%) Head of Engineering
16 42 (2.96%) Platform Engineer
17 39 (2.75%) AWS Engineer
18 34 (2.40%) Python Engineer
19 33 (2.33%) Azure Engineer
19 33 (2.33%) Finance Manager
Libraries, Frameworks & Software Standards
1 144 (10.15%) PySpark
2 94 (6.62%) Kafka
3 47 (3.31%) PyTorch
3 47 (3.31%) TensorFlow
4 42 (2.96%) REST
5 38 (2.68%) scikit-learn
6 34 (2.40%) LangChain
7 27 (1.90%) Node.js
7 27 (1.90%) pgvector
8 25 (1.76%) LlamaIndex
9 23 (1.62%) Pandas
10 21 (1.48%) .NET
11 16 (1.13%) JSON
11 16 (1.13%) RESTful
12 13 (0.92%) HTML
12 13 (0.92%) SpaCy
13 12 (0.85%) FastAPI
14 11 (0.78%) Apache NiFi
14 11 (0.78%) ARM Templates
14 11 (0.78%) NumPy
Miscellaneous
1 142 (10.01%) Cloud Native
2 73 (5.14%) Data Structures
3 51 (3.59%) Product Ownership
4 50 (3.52%) Distributed Systems
5 27 (1.90%) Public Cloud
6 26 (1.83%) Low-Code
7 25 (1.76%) Clustering
7 25 (1.76%) Onboarding
8 24 (1.69%) e-Learning
9 19 (1.34%) Legacy Systems
9 19 (1.34%) Self-Motivation
10 16 (1.13%) Greenfield Project
11 15 (1.06%) AI Agents
11 15 (1.06%) Management Information System
12 14 (0.99%) Analytical Mindset
12 14 (0.99%) Social Media
13 12 (0.85%) NHS
13 12 (0.85%) Sports Betting
14 11 (0.78%) Distributed Computing
14 11 (0.78%) IoT
Operating Systems
1 9 (0.63%) Linux
2 5 (0.35%) Windows
3 1 (0.070%) Unix
Processes & Methodologies
1 680 (47.92%) Analytics
2 547 (38.55%) Data Pipeline
3 530 (37.35%) AI
4 478 (33.69%) Data Modelling
5 423 (29.81%) Data Governance
6 407 (28.68%) ETL
7 354 (24.95%) CI/CD
8 350 (24.67%) Business Intelligence
9 335 (23.61%) Agile
10 328 (23.11%) Machine Learning
11 327 (23.04%) Data Architecture
12 279 (19.66%) Decision-Making
13 257 (18.11%) Mentoring
14 242 (17.05%) DevOps
15 235 (16.56%) Data Science
16 231 (16.28%) Problem-Solving
17 212 (14.94%) Roadmaps
18 150 (10.57%) Use Case
19 149 (10.50%) Continuous Improvement
20 142 (10.01%) Data Strategy
Programming Languages
1 725 (51.09%) Python
2 714 (50.32%) SQL
3 103 (7.26%) Java
4 56 (3.95%) Scala
5 42 (2.96%) Data Analysis Expressions
6 35 (2.47%) JavaScript
7 26 (1.83%) Bash
8 25 (1.76%) R
9 20 (1.41%) PowerShell
10 18 (1.27%) C#
10 18 (1.27%) Go
10 18 (1.27%) TypeScript
11 14 (0.99%) C++
12 11 (0.78%) T-SQL
13 7 (0.49%) Bicep
13 7 (0.49%) Groovy
14 6 (0.42%) Julia
15 5 (0.35%) PL/SQL
16 4 (0.28%) Rust
17 3 (0.21%) VBA
Qualifications
1 156 (10.99%) Degree
2 99 (6.98%) Security Cleared
3 59 (4.16%) Computer Science Degree
4 55 (3.88%) SC Cleared
5 49 (3.45%) Master's Degree
6 36 (2.54%) DBS Check
7 30 (2.11%) Azure Certification
8 29 (2.04%) DV Cleared
9 15 (1.06%) AWS Certification
9 15 (1.06%) PhD
10 10 (0.70%) ACCA
10 10 (0.70%) CIMA
11 9 (0.63%) BPSS Clearance
12 7 (0.49%) Microsoft Certification
13 6 (0.42%) AWS Certified Solutions Architect
14 4 (0.28%) CCA
15 3 (0.21%) CISSP
16 2 (0.14%) CompTIA Security+
16 2 (0.14%) GIAC
16 2 (0.14%) SANS
Quality Assurance & Compliance
1 411 (28.96%) Data Quality
2 97 (6.84%) GDPR
3 36 (2.54%) California Consumer Privacy Act
4 35 (2.47%) Accessibility
5 32 (2.26%) QA
6 23 (1.62%) GRC
7 14 (0.99%) HIPAA
8 10 (0.70%) 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%) PSD2
13 2 (0.14%) Sarbanes-Oxley
14 1 (0.070%) EU AI Act
14 1 (0.070%) PMO
System Software
1 89 (6.27%) Docker
2 57 (4.02%) Virtual Machines
3 7 (0.49%) Active Directory
4 2 (0.14%) VMware Infrastructure
5 1 (0.070%) Apache Flume
5 1 (0.070%) Embedded Firmware
5 1 (0.070%) Firmware
Systems Management
1 120 (8.46%) Terraform
2 61 (4.30%) Kubernetes
3 16 (1.13%) 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
1 442 (31.15%) Databricks
2 246 (17.34%) Microsoft
3 75 (5.29%) Google
4 52 (3.66%) Dell
4 52 (3.66%) Palantir
5 48 (3.38%) Informatica
5 48 (3.38%) Oracle
6 40 (2.82%) Foundry
7 29 (2.04%) SAP
8 28 (1.97%) Cloudera
9 27 (1.90%) OpenAI
10 26 (1.83%) Teradata
11 24 (1.69%) Denodo
11 24 (1.69%) Salesforce
12 12 (0.85%) Red Hat
13 10 (0.70%) Sage
14 9 (0.63%) Talend
15 8 (0.56%) MicroStrategy
16 7 (0.49%) Cognos
17 6 (0.42%) UiPath