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

6 months to
12 Jun 2026
Same period 2025 Same period 2024
Rank 128 135 155
Rank change year-on-year +7 +20 -14
Permanent jobs citing Data Engineering 1,343 1,043 1,869
As % of all permanent jobs in the UK 1.45% 2.36% 1.75%
As % of the Processes & Methodologies category 1.99% 2.54% 2.12%
Number of salaries quoted 935 498 954
10th Percentile £45,297 £46,250 £42,500
25th Percentile £57,250 £57,625 £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 £125,000 £105,000
UK excluding London median annual salary £70,000 £67,500 £65,000
% change year-on-year +3.70% +3.85% +4.00%

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 67,454 41,012 87,985
As % of all permanent jobs advertised in the UK 72.86% 92.64% 82.31%
Number of salaries quoted 46,240 21,844 62,402
10th Percentile £30,000 £29,000 £29,500
25th Percentile £41,250 £40,000 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -9.69%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £100,000 £92,500
UK excluding London median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - -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 12 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 12 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 +6 1,215 £80,000 +6.67% 410
UK excluding London -35 623 £70,000 +3.70% 296
London +45 607 £87,500 -7.89% 218
Work from Home +12 435 £82,250 -1.79% 222
North of England -29 236 £80,000 +18.52% 84
North West -26 126 £90,000 +33.33% 50
South East -68 111 £68,750 -1.79% 114
Midlands +34 108 £65,000 +10.17% 29
Yorkshire -7 80 £80,000 +14.29% 23
West Midlands +22 76 £70,000 +21.74% 26
East of England +12 66 £70,000 +40.00% 13
South West -45 56 £55,000 -42.11% 37
Scotland 0 33 £90,000 +56.52% 8
North East -18 30 £67,500 +32.35% 11
East Midlands -21 30 £65,000 - 3
Wales -34 13 £60,000 -25.00% 7

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
1 191 (14.22%) Apache Airflow
2 150 (11.17%) Apache Spark
3 99 (7.37%) Apache
4 35 (2.61%) Palantir Foundry
5 20 (1.49%) SAS
6 13 (0.97%) Jupyter
7 12 (0.89%) SharePoint
8 10 (0.74%) Confluence
9 8 (0.60%) Appian
10 4 (0.30%) Microsoft Exchange
10 4 (0.30%) Moodle
11 2 (0.15%) Luigi
12 1 (0.074%) ArcGIS
12 1 (0.074%) Camunda
12 1 (0.074%) GeoServer
12 1 (0.074%) WordPress
Applications
1 25 (1.86%) Microsoft Excel
2 10 (0.74%) Spreadsheet
3 2 (0.15%) Microsoft Office
4 1 (0.074%) 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%) Unit4 Business World
3 1 (0.074%) FastStats
3 1 (0.074%) Infor M3
3 1 (0.074%) Oracle Assets
3 1 (0.074%) Oracle ERP
3 1 (0.074%) Primavera
3 1 (0.074%) SAP Business One
Cloud Services
1 639 (47.58%) Azure
2 438 (32.61%) AWS
3 238 (17.72%) GCP
4 230 (17.13%) Snowflake
5 229 (17.05%) Power Platform
6 161 (11.99%) Azure Data Factory
7 144 (10.72%) Azure Synapse Analytics
8 128 (9.53%) dbt
9 89 (6.63%) Amazon S3
10 85 (6.33%) Azure Machine Learning
11 76 (5.66%) Azure AI
12 71 (5.29%) Azure DevOps
13 68 (5.06%) Serverless
14 48 (3.57%) GitHub
15 44 (3.28%) SaaS
16 31 (2.31%) AWS Lambda
17 30 (2.23%) GitHub Actions
18 29 (2.16%) Dagster
19 26 (1.94%) Microsoft Purview
20 24 (1.79%) Vertex AI
Communications & Networking
1 27 (2.01%) Broadband
2 4 (0.30%) HTTP
3 2 (0.15%) 4G
3 2 (0.15%) 5G
3 2 (0.15%) DAB
3 2 (0.15%) DHCP
3 2 (0.15%) DNS
3 2 (0.15%) Firewall
3 2 (0.15%) MQTT
4 1 (0.074%) Kerberos
4 1 (0.074%) Radio Access Network
Database & Business Intelligence
1 274 (20.40%) Data Warehouse
2 221 (16.46%) Power BI
3 201 (14.97%) Data Lake
4 147 (10.95%) SQL Server
5 119 (8.86%) BigQuery
6 112 (8.34%) Tableau
7 94 (7.00%) Amazon Redshift
8 89 (6.63%) Metadata
9 66 (4.91%) Relational Database
10 59 (4.39%) Delta Lake
11 56 (4.17%) Semantic Layer
12 51 (3.80%) Spark SQL
13 48 (3.57%) Big Data
13 48 (3.57%) Elasticsearch
13 48 (3.57%) Looker
14 47 (3.50%) Azure SQL Database
14 47 (3.50%) NoSQL
14 47 (3.50%) Star Schema
15 44 (3.28%) Snowflake Schema
16 41 (3.05%) PostgreSQL
Development Applications
1 88 (6.55%) Git
2 53 (3.95%) MLflow
3 28 (2.08%) Jenkins
4 18 (1.34%) JIRA
5 17 (1.27%) GitLab
6 12 (0.89%) IBM UrbanCode
7 7 (0.52%) Selenium
8 5 (0.37%) Claude Code
9 3 (0.22%) SQL Server Management Studio (SSMS)
10 1 (0.074%) Bitbucket
10 1 (0.074%) CMake
10 1 (0.074%) Deequ
10 1 (0.074%) RStudio
10 1 (0.074%) Visual Studio
10 1 (0.074%) Yeoman
General
1 322 (23.98%) Finance
2 266 (19.81%) Social Skills
3 205 (15.26%) Analytical Skills
4 87 (6.48%) Public Sector
5 83 (6.18%) Inclusion and Diversity
6 59 (4.39%) Banking
7 54 (4.02%) Retail
8 36 (2.68%) Influencing Skills
9 35 (2.61%) Legal
10 31 (2.31%) Marketing
11 26 (1.94%) Law
12 18 (1.34%) Advertising
12 18 (1.34%) Financial Institution
13 17 (1.27%) Manufacturing
14 16 (1.19%) Games
15 12 (0.89%) Investment Banking
16 8 (0.60%) Automotive
16 8 (0.60%) Front Office
17 7 (0.52%) Organisational Skills
17 7 (0.52%) Publishing
Job Titles
1 531 (39.54%) Data Engineer
2 286 (21.30%) Senior
3 236 (17.57%) Lead
4 147 (10.95%) Senior Data Engineer
5 102 (7.59%) Architect
6 101 (7.52%) Data Manager
7 91 (6.78%) Lead Data Engineer
8 80 (5.96%) Data Architect
9 72 (5.36%) Consultant
10 64 (4.77%) Engineering Manager
11 55 (4.10%) Data Consultant
12 52 (3.87%) Analyst
13 48 (3.57%) Principal Engineer
14 46 (3.43%) Developer
14 46 (3.43%) Platform Engineer
15 40 (2.98%) AWS Engineer
16 38 (2.83%) Head of Engineering
17 37 (2.76%) Azure Engineer
18 34 (2.53%) Technical Leader
19 33 (2.46%) Finance Manager
Libraries, Frameworks & Software Standards
1 149 (11.09%) PySpark
2 97 (7.22%) Kafka
3 57 (4.24%) PyTorch
3 57 (4.24%) TensorFlow
4 47 (3.50%) REST
5 40 (2.98%) scikit-learn
6 38 (2.83%) LangChain
7 27 (2.01%) pgvector
8 26 (1.94%) Node.js
9 25 (1.86%) LlamaIndex
10 23 (1.71%) Pandas
11 17 (1.27%) .NET
11 17 (1.27%) RESTful
12 16 (1.19%) Faiss
13 14 (1.04%) FastAPI
14 13 (0.97%) HTML
14 13 (0.97%) JSON
14 13 (0.97%) React
15 12 (0.89%) CSS
15 12 (0.89%) NumPy
Miscellaneous
1 132 (9.83%) Cloud Native
2 62 (4.62%) Data Structures
3 51 (3.80%) Product Ownership
4 46 (3.43%) Distributed Systems
5 31 (2.31%) Low-Code
6 28 (2.08%) Legacy Systems
7 27 (2.01%) Public Cloud
8 24 (1.79%) Clustering
9 23 (1.71%) Self-Motivation
10 21 (1.56%) e-Learning
11 18 (1.34%) Onboarding
12 15 (1.12%) Analytical Mindset
12 15 (1.12%) Greenfield Project
12 15 (1.12%) Management Information System
13 13 (0.97%) AI Agents
13 13 (0.97%) Social Media
14 12 (0.89%) Sports Betting
15 10 (0.74%) Cyberattack
15 10 (0.74%) NHS
15 10 (0.74%) Reinsurance
Operating Systems
1 10 (0.74%) Linux
2 5 (0.37%) Windows
3 2 (0.15%) Windows Server
4 1 (0.074%) Unix
Processes & Methodologies
1 638 (47.51%) Analytics
2 536 (39.91%) Data Pipeline
3 491 (36.56%) AI
4 473 (35.22%) Data Modelling
5 415 (30.90%) ETL
6 396 (29.49%) Data Governance
7 347 (25.84%) CI/CD
8 345 (25.69%) Business Intelligence
9 333 (24.80%) Agile
10 322 (23.98%) Data Architecture
11 299 (22.26%) Machine Learning
12 251 (18.69%) Decision-Making
13 243 (18.09%) Mentoring
14 236 (17.57%) DevOps
15 228 (16.98%) Data Science
16 214 (15.93%) Problem-Solving
17 200 (14.89%) Roadmaps
18 142 (10.57%) Use Case
19 140 (10.42%) Continuous Improvement
20 137 (10.20%) Data Strategy
Programming Languages
1 699 (52.05%) Python
2 695 (51.75%) SQL
3 104 (7.74%) Java
4 62 (4.62%) Scala
5 41 (3.05%) Data Analysis Expressions
6 33 (2.46%) Bash
6 33 (2.46%) JavaScript
7 30 (2.23%) R
8 23 (1.71%) PowerShell
9 22 (1.64%) Go
10 15 (1.12%) C#
10 15 (1.12%) TypeScript
11 14 (1.04%) T-SQL
12 13 (0.97%) C++
13 8 (0.60%) Bicep
14 6 (0.45%) Julia
15 5 (0.37%) PL/SQL
16 4 (0.30%) Groovy
16 4 (0.30%) Rust
17 3 (0.22%) VBA
Qualifications
1 153 (11.39%) Degree
2 92 (6.85%) Security Cleared
3 59 (4.39%) Computer Science Degree
4 58 (4.32%) SC Cleared
5 45 (3.35%) Master's Degree
6 31 (2.31%) Azure Certification
6 31 (2.31%) DBS Check
7 26 (1.94%) DV Cleared
8 14 (1.04%) AWS Certification
9 12 (0.89%) Microsoft Certification
9 12 (0.89%) PhD
10 8 (0.60%) BPSS Clearance
11 6 (0.45%) ACCA
11 6 (0.45%) CIMA
12 5 (0.37%) AWS Certified Solutions Architect
13 4 (0.30%) CCA
14 3 (0.22%) CISSP
15 2 (0.15%) CompTIA Security+
15 2 (0.15%) GIAC
15 2 (0.15%) SANS
Quality Assurance & Compliance
1 413 (30.75%) Data Quality
2 93 (6.92%) GDPR
3 36 (2.68%) California Consumer Privacy Act
4 31 (2.31%) Accessibility
5 26 (1.94%) QA
6 23 (1.71%) GRC
7 17 (1.27%) HIPAA
8 14 (1.04%) SLA
9 8 (0.60%) ISO/IEC 27001
10 7 (0.52%) PERC
11 6 (0.45%) NIST
12 5 (0.37%) Sarbanes-Oxley
13 4 (0.30%) Solvency II
14 1 (0.074%) PMO
System Software
1 92 (6.85%) Docker
2 57 (4.24%) Virtual Machines
3 11 (0.82%) Active Directory
4 1 (0.074%) Apache Flume
4 1 (0.074%) Embedded Firmware
4 1 (0.074%) Firmware
Systems Management
1 113 (8.41%) Terraform
2 65 (4.84%) Kubernetes
3 13 (0.97%) Grafana
4 10 (0.74%) Prometheus
5 9 (0.67%) Single Sign-On
6 5 (0.37%) Ansible
6 5 (0.37%) Argo
6 5 (0.37%) Control-M
6 5 (0.37%) Microsoft Intune
6 5 (0.37%) SCCM
7 3 (0.22%) Kibana
8 2 (0.15%) Active Directory Federation Services
8 2 (0.15%) Computer Emergency Response Teams
8 2 (0.15%) Computer Incident Response Team
9 1 (0.074%) CASB
9 1 (0.074%) Kubeflow
Vendors
1 437 (32.54%) Databricks
2 245 (18.24%) Microsoft
3 65 (4.84%) Google
4 54 (4.02%) Palantir
5 52 (3.87%) Dell
6 49 (3.65%) Informatica
7 43 (3.20%) Foundry
7 43 (3.20%) Oracle
8 35 (2.61%) OpenAI
9 28 (2.08%) Cloudera
10 25 (1.86%) Teradata
11 24 (1.79%) Denodo
12 23 (1.71%) Salesforce
13 18 (1.34%) SAP
14 15 (1.12%) Talend
15 12 (0.89%) Red Hat
16 10 (0.74%) UiPath
17 9 (0.67%) Automation Anywhere
18 8 (0.60%) MicroStrategy
18 8 (0.60%) MuleSoft