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

6 months to
10 Jun 2026
Same period 2025 Same period 2024
Rank 133 142 157
Rank change year-on-year +9 +15 -15
Permanent jobs citing Data Engineering 1,332 1,038 1,860
As % of all permanent jobs in the UK 1.45% 2.35% 1.75%
As % of the Processes & Methodologies category 1.99% 2.53% 2.12%
Number of salaries quoted 922 494 942
10th Percentile £45,074 £46,250 £42,500
25th Percentile £57,500 £57,500 £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 66,839 40,980 87,741
As % of all permanent jobs advertised in the UK 72.86% 92.69% 82.42%
Number of salaries quoted 45,659 21,831 62,274
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% -9.54%
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 10 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 10 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 +9 1,203 £80,000 +6.67% 463
UK excluding London -25 617 £70,000 +3.70% 304
London +41 604 £87,500 -7.89% 245
Work from Home +16 429 £82,250 -0.30% 247
North of England -31 233 £80,000 +18.52% 97
North West -32 125 £90,000 +33.33% 57
Midlands +38 108 £65,000 +10.17% 30
South East -65 107 £70,000 - 112
Yorkshire -15 78 £80,000 +14.29% 25
West Midlands +26 76 £70,000 +21.74% 28
East of England +17 65 £70,000 +40.00% 12
South West -33 57 £55,000 -42.11% 32
Scotland +5 33 £90,000 +56.52% 10
East Midlands -12 30 £65,000 - 2
North East -19 30 £67,500 +32.35% 15
Wales -36 14 £60,000 -25.00% 8

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
1 192 (14.41%) Apache Airflow
2 147 (11.04%) Apache Spark
3 97 (7.28%) Apache
4 35 (2.63%) Palantir Foundry
5 20 (1.50%) SAS
6 13 (0.98%) Jupyter
6 13 (0.98%) SharePoint
7 10 (0.75%) Confluence
8 8 (0.60%) Appian
9 4 (0.30%) Microsoft Exchange
9 4 (0.30%) Moodle
10 2 (0.15%) Luigi
11 1 (0.075%) ArcGIS
11 1 (0.075%) Camunda
11 1 (0.075%) GeoServer
11 1 (0.075%) WordPress
Applications
1 25 (1.88%) Microsoft Excel
2 10 (0.75%) Spreadsheet
3 2 (0.15%) Microsoft Office
4 1 (0.075%) Chatbot
Business Applications
1 3 (0.23%) SAP S/4HANA
1 3 (0.23%) SAP SD
2 2 (0.15%) Dynamics CRM
2 2 (0.15%) Markit EDM
2 2 (0.15%) Unit4 Business World
3 1 (0.075%) FastStats
3 1 (0.075%) Infor M3
3 1 (0.075%) Oracle Assets
3 1 (0.075%) Oracle ERP
3 1 (0.075%) Primavera
3 1 (0.075%) SAP Business One
Cloud Services
1 632 (47.45%) Azure
2 437 (32.81%) AWS
3 234 (17.57%) GCP
4 232 (17.42%) Snowflake
5 224 (16.82%) Power Platform
6 158 (11.86%) Azure Data Factory
7 141 (10.59%) Azure Synapse Analytics
8 127 (9.53%) dbt
9 90 (6.76%) Amazon S3
10 87 (6.53%) Azure Machine Learning
11 77 (5.78%) Azure AI
12 69 (5.18%) Azure DevOps
12 69 (5.18%) Serverless
13 46 (3.45%) GitHub
14 42 (3.15%) SaaS
15 32 (2.40%) AWS Lambda
16 29 (2.18%) Dagster
17 28 (2.10%) GitHub Actions
18 26 (1.95%) Microsoft Purview
19 25 (1.88%) Vertex AI
Communications & Networking
1 26 (1.95%) 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 (0.075%) Kerberos
4 1 (0.075%) Radio Access Network
Database & Business Intelligence
1 276 (20.72%) Data Warehouse
2 216 (16.22%) Power BI
3 201 (15.09%) Data Lake
4 147 (11.04%) SQL Server
5 120 (9.01%) BigQuery
6 111 (8.33%) Tableau
7 94 (7.06%) Amazon Redshift
8 90 (6.76%) Metadata
9 67 (5.03%) Relational Database
10 57 (4.28%) Delta Lake
11 54 (4.05%) Semantic Layer
12 51 (3.83%) Spark SQL
13 49 (3.68%) Looker
14 48 (3.60%) Elasticsearch
15 47 (3.53%) Azure SQL Database
16 46 (3.45%) NoSQL
16 46 (3.45%) Star Schema
17 45 (3.38%) Big Data
18 44 (3.30%) Snowflake Schema
19 41 (3.08%) PostgreSQL
Development Applications
1 87 (6.53%) Git
2 55 (4.13%) MLflow
3 28 (2.10%) Jenkins
4 19 (1.43%) JIRA
5 18 (1.35%) GitLab
6 12 (0.90%) IBM UrbanCode
7 7 (0.53%) Selenium
8 4 (0.30%) Claude Code
9 3 (0.23%) SQL Server Management Studio (SSMS)
10 1 (0.075%) Bitbucket
10 1 (0.075%) CMake
10 1 (0.075%) Cucumber
10 1 (0.075%) Deequ
10 1 (0.075%) JMeter
10 1 (0.075%) RStudio
10 1 (0.075%) Visual Studio
10 1 (0.075%) Yeoman
10 1 (0.075%) Zephyr
General
1 318 (23.87%) Finance
2 262 (19.67%) Social Skills
3 203 (15.24%) Analytical Skills
4 87 (6.53%) Public Sector
5 84 (6.31%) Inclusion and Diversity
6 58 (4.35%) Banking
7 54 (4.05%) Retail
8 36 (2.70%) Influencing Skills
9 34 (2.55%) Legal
10 31 (2.33%) Marketing
11 24 (1.80%) Law
12 18 (1.35%) Advertising
13 17 (1.28%) Financial Institution
13 17 (1.28%) Manufacturing
14 16 (1.20%) Games
15 12 (0.90%) Investment Banking
16 8 (0.60%) Automotive
16 8 (0.60%) Front Office
17 7 (0.53%) Organisational Skills
17 7 (0.53%) Publishing
Job Titles
1 528 (39.64%) Data Engineer
2 283 (21.25%) Senior
3 234 (17.57%) Lead
4 145 (10.89%) Senior Data Engineer
5 102 (7.66%) Architect
6 101 (7.58%) Data Manager
7 91 (6.83%) Lead Data Engineer
8 79 (5.93%) Data Architect
9 73 (5.48%) Consultant
10 64 (4.80%) Engineering Manager
11 57 (4.28%) Data Consultant
12 52 (3.90%) Analyst
13 47 (3.53%) Principal Engineer
14 45 (3.38%) Developer
15 44 (3.30%) Platform Engineer
16 41 (3.08%) AWS Engineer
17 38 (2.85%) Head of Engineering
18 37 (2.78%) Azure Engineer
19 34 (2.55%) Technical Leader
20 33 (2.48%) Finance Manager
Libraries, Frameworks & Software Standards
1 149 (11.19%) PySpark
2 96 (7.21%) Kafka
3 59 (4.43%) PyTorch
3 59 (4.43%) TensorFlow
4 46 (3.45%) REST
5 41 (3.08%) scikit-learn
6 39 (2.93%) LangChain
7 27 (2.03%) pgvector
8 25 (1.88%) LlamaIndex
8 25 (1.88%) Node.js
9 24 (1.80%) Pandas
10 17 (1.28%) .NET
10 17 (1.28%) Faiss
11 16 (1.20%) RESTful
12 14 (1.05%) React
13 13 (0.98%) CSS
13 13 (0.98%) FastAPI
13 13 (0.98%) HTML
13 13 (0.98%) JSON
14 12 (0.90%) NumPy
Miscellaneous
1 128 (9.61%) Cloud Native
2 61 (4.58%) Data Structures
3 52 (3.90%) Product Ownership
4 43 (3.23%) Distributed Systems
5 31 (2.33%) Low-Code
6 27 (2.03%) Legacy Systems
6 27 (2.03%) Public Cloud
7 24 (1.80%) Clustering
8 23 (1.73%) Self-Motivation
9 20 (1.50%) e-Learning
10 18 (1.35%) Onboarding
11 15 (1.13%) Analytical Mindset
11 15 (1.13%) Greenfield Project
11 15 (1.13%) Management Information System
12 13 (0.98%) Social Media
13 12 (0.90%) Sports Betting
14 11 (0.83%) AI Agents
15 10 (0.75%) Cyberattack
15 10 (0.75%) NHS
15 10 (0.75%) Reinsurance
Operating Systems
1 10 (0.75%) Linux
2 5 (0.38%) Windows
3 2 (0.15%) Windows Server
4 1 (0.075%) Unix
Processes & Methodologies
1 627 (47.07%) Analytics
2 529 (39.71%) Data Pipeline
3 485 (36.41%) AI
4 465 (34.91%) Data Modelling
5 413 (31.01%) ETL
6 395 (29.65%) Data Governance
7 342 (25.68%) CI/CD
8 340 (25.53%) Business Intelligence
9 334 (25.08%) Agile
10 322 (24.17%) Data Architecture
11 296 (22.22%) Machine Learning
12 245 (18.39%) Decision-Making
13 240 (18.02%) Mentoring
14 231 (17.34%) DevOps
15 229 (17.19%) Data Science
16 212 (15.92%) Problem-Solving
17 199 (14.94%) Roadmaps
18 140 (10.51%) Use Case
19 139 (10.44%) Continuous Improvement
20 134 (10.06%) Data Strategy
Programming Languages
1 693 (52.03%) Python
2 691 (51.88%) SQL
3 104 (7.81%) Java
4 60 (4.50%) Scala
5 39 (2.93%) Data Analysis Expressions
6 34 (2.55%) JavaScript
7 33 (2.48%) Bash
8 31 (2.33%) R
9 23 (1.73%) Go
9 23 (1.73%) PowerShell
10 15 (1.13%) C#
11 14 (1.05%) T-SQL
11 14 (1.05%) TypeScript
12 12 (0.90%) C++
13 6 (0.45%) Bicep
13 6 (0.45%) Julia
14 5 (0.38%) PL/SQL
15 4 (0.30%) Groovy
15 4 (0.30%) Rust
16 3 (0.23%) VBA
Qualifications
1 152 (11.41%) Degree
2 92 (6.91%) Security Cleared
3 57 (4.28%) Computer Science Degree
3 57 (4.28%) SC Cleared
4 43 (3.23%) Master's Degree
5 31 (2.33%) Azure Certification
5 31 (2.33%) DBS Check
6 26 (1.95%) DV Cleared
7 14 (1.05%) AWS Certification
8 13 (0.98%) Microsoft Certification
9 11 (0.83%) PhD
10 8 (0.60%) BPSS Clearance
11 6 (0.45%) ACCA
11 6 (0.45%) CIMA
12 5 (0.38%) AWS Certified Solutions Architect
13 4 (0.30%) CCA
14 3 (0.23%) CISSP
15 2 (0.15%) CompTIA Security+
15 2 (0.15%) GIAC
15 2 (0.15%) SANS
Quality Assurance & Compliance
1 410 (30.78%) Data Quality
2 93 (6.98%) GDPR
3 36 (2.70%) California Consumer Privacy Act
4 32 (2.40%) Accessibility
5 27 (2.03%) QA
6 23 (1.73%) GRC
7 17 (1.28%) HIPAA
8 14 (1.05%) SLA
9 8 (0.60%) ISO/IEC 27001
10 7 (0.53%) PERC
11 6 (0.45%) NIST
12 5 (0.38%) Sarbanes-Oxley
13 4 (0.30%) Solvency II
14 1 (0.075%) PMO
System Software
1 92 (6.91%) Docker
2 57 (4.28%) Virtual Machines
3 11 (0.83%) Active Directory
4 1 (0.075%) Apache Flume
Systems Management
1 111 (8.33%) Terraform
2 63 (4.73%) Kubernetes
3 13 (0.98%) Grafana
4 10 (0.75%) Prometheus
5 9 (0.68%) Single Sign-On
6 5 (0.38%) Ansible
6 5 (0.38%) Argo
6 5 (0.38%) Control-M
6 5 (0.38%) Microsoft Intune
6 5 (0.38%) SCCM
7 3 (0.23%) 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 (0.075%) CASB
9 1 (0.075%) Kubeflow
Vendors
1 433 (32.51%) Databricks
2 243 (18.24%) Microsoft
3 64 (4.80%) Google
4 55 (4.13%) Palantir
5 52 (3.90%) Dell
6 49 (3.68%) Informatica
7 44 (3.30%) Foundry
7 44 (3.30%) Oracle
8 36 (2.70%) OpenAI
9 28 (2.10%) Cloudera
10 25 (1.88%) Teradata
11 24 (1.80%) Denodo
12 23 (1.73%) Salesforce
13 18 (1.35%) SAP
14 15 (1.13%) Talend
15 12 (0.90%) Red Hat
16 9 (0.68%) Automation Anywhere
16 9 (0.68%) UiPath
17 8 (0.60%) MicroStrategy
17 8 (0.60%) MuleSoft