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

6 months to
23 Jul 2026
Same period 2025 Same period 2024
Rank 133 145 153
Rank change year-on-year +12 +8 +2
Permanent jobs citing Data Engineering 1,454 1,089 1,638
As % of all permanent jobs in the UK 1.45% 2.22% 1.77%
As % of the Processes & Methodologies category 1.97% 2.47% 2.16%
Number of salaries quoted 1,048 487 822
10th Percentile £45,000 £46,250 £42,500
25th Percentile £56,250 £58,000 £55,355
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 £97,500 £90,000
90th Percentile £115,000 £118,750 £105,000
UK excluding London median annual salary £75,000 £67,500 £65,000
% change year-on-year +11.11% +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 73,858 44,154 75,761
As % of all permanent jobs advertised in the UK 73.61% 89.93% 81.83%
Number of salaries quoted 51,064 24,939 51,848
10th Percentile £30,500 £28,750 £30,000
25th Percentile £41,250 £37,599 £40,000
Median annual salary (50th Percentile) £60,000 £55,043 £55,000
Median % change year-on-year +9.01% +0.08% -8.71%
75th Percentile £78,750 £76,250 £73,750
90th Percentile £100,000 £97,528 £93,750
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 23 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 23 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 +16 1,353 £80,000 +6.67% 602
UK excluding London -26 680 £75,000 +11.11% 314
London +42 667 £90,000 - 368
Work from Home +4 442 £82,500 +10.00% 233
North of England -15 285 £78,750 +16.67% 110
North West -21 154 £80,000 +36.75% 57
South East -72 127 £70,000 +7.69% 99
Midlands +20 103 £70,000 +7.69% 37
Yorkshire -2 88 £75,000 +7.14% 29
West Midlands +10 73 £70,000 +16.67% 25
South West -27 67 £60,000 -14.29% 38
East of England +21 62 £70,000 +40.00% 10
North East -18 43 £67,500 +42.11% 25
East Midlands -16 30 £52,500 -22.79% 12
Scotland -1 24 £90,000 +56.52% 10
Wales -44 12 £60,000 -13.04% 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
1 175 (12.04%) Apache Airflow
2 174 (11.97%) Apache Spark
3 111 (7.63%) Apache
4 25 (1.72%) Palantir Foundry
5 22 (1.51%) SAS
6 17 (1.17%) Jupyter
7 10 (0.69%) SharePoint
8 8 (0.55%) Confluence
9 4 (0.28%) Moodle
10 2 (0.14%) Appian
10 2 (0.14%) Luigi
11 1 (0.069%) ArcGIS
11 1 (0.069%) Camunda
11 1 (0.069%) GeoServer
Applications
1 21 (1.44%) Microsoft Excel
2 10 (0.69%) Spreadsheet
3 2 (0.14%) Microsoft Office
4 1 (0.069%) Chatbot
4 1 (0.069%) MS Visio
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 (0.069%) FastStats
3 1 (0.069%) Infor M3
3 1 (0.069%) NetSuite
3 1 (0.069%) Oracle Assets
3 1 (0.069%) Oracle ERP
3 1 (0.069%) Primavera
Cloud Services
1 661 (45.46%) Azure
2 469 (32.26%) AWS
3 256 (17.61%) GCP
4 253 (17.40%) Power Platform
5 237 (16.30%) Snowflake
6 162 (11.14%) Azure Data Factory
7 148 (10.18%) Azure Synapse Analytics
8 137 (9.42%) dbt
9 88 (6.05%) Amazon S3
10 79 (5.43%) Azure Machine Learning
11 77 (5.30%) Azure DevOps
11 77 (5.30%) Serverless
12 69 (4.75%) Azure AI
13 49 (3.37%) SaaS
14 45 (3.09%) GitHub
15 37 (2.54%) Microsoft Purview
16 34 (2.34%) AWS Lambda
17 28 (1.93%) Amazon EMR
18 24 (1.65%) GitHub Actions
19 23 (1.58%) Dagster
Communications & Networking
1 29 (1.99%) Broadband
2 7 (0.48%) Internet
3 5 (0.34%) 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 (0.069%) Kerberos
6 1 (0.069%) Radio Access Network
Database & Business Intelligence
1 281 (19.33%) Data Warehouse
2 242 (16.64%) Power BI
3 209 (14.37%) Data Lake
4 142 (9.77%) SQL Server
5 118 (8.12%) BigQuery
6 117 (8.05%) Tableau
7 101 (6.95%) Amazon Redshift
8 86 (5.91%) Metadata
9 70 (4.81%) Big Data
10 69 (4.75%) Relational Database
11 57 (3.92%) Azure SQL Database
12 56 (3.85%) NoSQL
12 56 (3.85%) Semantic Layer
13 55 (3.78%) Delta Lake
14 51 (3.51%) Star Schema
15 50 (3.44%) Elasticsearch
15 50 (3.44%) Spark SQL
16 49 (3.37%) PostgreSQL
17 47 (3.23%) Looker
18 43 (2.96%) Snowflake Schema
Development Applications
1 97 (6.67%) Git
2 37 (2.54%) MLflow
3 32 (2.20%) Jenkins
4 21 (1.44%) GitLab
5 18 (1.24%) JIRA
6 12 (0.83%) IBM UrbanCode
7 7 (0.48%) Claude Code
7 7 (0.48%) Selenium
8 3 (0.21%) Bitbucket
9 2 (0.14%) ERwin
9 2 (0.14%) Visual Studio Code
9 2 (0.14%) VSS/SourceSafe
10 1 (0.069%) RStudio
10 1 (0.069%) SQL Server Management Studio (SSMS)
10 1 (0.069%) Visual Studio
10 1 (0.069%) Yeoman
General
1 356 (24.48%) Finance
2 315 (21.66%) Social Skills
3 242 (16.64%) Analytical Skills
4 86 (5.91%) Public Sector
5 83 (5.71%) Inclusion and Diversity
6 64 (4.40%) Banking
7 59 (4.06%) Retail
8 43 (2.96%) Influencing Skills
9 40 (2.75%) Legal
10 34 (2.34%) Marketing
11 29 (1.99%) Law
12 24 (1.65%) Financial Institution
13 22 (1.51%) Advertising
14 19 (1.31%) Games
15 18 (1.24%) Manufacturing
16 12 (0.83%) Investment Banking
17 9 (0.62%) Front Office
18 7 (0.48%) Publishing
18 7 (0.48%) Telecoms
19 6 (0.41%) Organisational Skills
Job Titles
1 546 (37.55%) Data Engineer
2 327 (22.49%) Senior
3 247 (16.99%) Lead
4 161 (11.07%) Senior Data Engineer
5 127 (8.73%) Architect
6 108 (7.43%) Data Manager
7 93 (6.40%) Data Architect
8 85 (5.85%) Lead Data Engineer
9 70 (4.81%) Engineering Manager
10 67 (4.61%) Consultant
11 63 (4.33%) Analyst
12 59 (4.06%) Principal Engineer
13 51 (3.51%) Data Consultant
14 48 (3.30%) Developer
14 48 (3.30%) Head of Engineering
15 45 (3.09%) Python Engineer
16 39 (2.68%) Platform Engineer
17 36 (2.48%) AWS Engineer
18 35 (2.41%) Data Scientist
19 34 (2.34%) Principal Data Engineer
Libraries, Frameworks & Software Standards
1 147 (10.11%) PySpark
2 99 (6.81%) Kafka
3 41 (2.82%) TensorFlow
4 40 (2.75%) PyTorch
5 39 (2.68%) REST
5 39 (2.68%) scikit-learn
6 34 (2.34%) LangChain
7 27 (1.86%) Node.js
7 27 (1.86%) pgvector
8 26 (1.79%) LlamaIndex
9 24 (1.65%) Pandas
10 22 (1.51%) .NET
11 17 (1.17%) JSON
12 15 (1.03%) RESTful
12 15 (1.03%) SpaCy
13 13 (0.89%) Apache NiFi
13 13 (0.89%) HTML
14 12 (0.83%) FastAPI
15 11 (0.76%) ARM Templates
16 10 (0.69%) YAML
Miscellaneous
1 148 (10.18%) Cloud Native
2 76 (5.23%) Data Structures
3 51 (3.51%) Product Ownership
4 49 (3.37%) Distributed Systems
5 27 (1.86%) Onboarding
6 26 (1.79%) e-Learning
6 26 (1.79%) Low-Code
6 26 (1.79%) Public Cloud
7 25 (1.72%) Clustering
8 20 (1.38%) Greenfield Project
9 19 (1.31%) AI Agents
9 19 (1.31%) Analytical Mindset
10 18 (1.24%) Legacy Systems
10 18 (1.24%) Self-Motivation
11 16 (1.10%) Management Information System
12 14 (0.96%) Social Media
13 13 (0.89%) IoT
14 12 (0.83%) Hedge funds
15 11 (0.76%) Distributed Computing
15 11 (0.76%) Reinsurance
Operating Systems
1 7 (0.48%) Linux
2 6 (0.41%) Windows
3 1 (0.069%) Unix
Processes & Methodologies
1 696 (47.87%) Analytics
2 551 (37.90%) AI
3 538 (37.00%) Data Pipeline
4 487 (33.49%) Data Modelling
5 428 (29.44%) Data Governance
6 405 (27.85%) ETL
7 369 (25.38%) Business Intelligence
8 356 (24.48%) CI/CD
9 345 (23.73%) Agile
10 343 (23.59%) Machine Learning
11 333 (22.90%) Data Architecture
12 300 (20.63%) Decision-Making
13 265 (18.23%) Mentoring
14 258 (17.74%) DevOps
15 247 (16.99%) Data Science
16 229 (15.75%) Problem-Solving
17 218 (14.99%) Roadmaps
18 163 (11.21%) Continuous Improvement
19 151 (10.39%) Use Case
20 144 (9.90%) Data Strategy
Programming Languages
1 748 (51.44%) Python
2 735 (50.55%) SQL
3 106 (7.29%) Java
4 60 (4.13%) Scala
5 44 (3.03%) Data Analysis Expressions
6 42 (2.89%) JavaScript
7 29 (1.99%) R
8 21 (1.44%) Bash
9 20 (1.38%) TypeScript
10 18 (1.24%) C#
10 18 (1.24%) PowerShell
11 17 (1.17%) Go
12 16 (1.10%) C++
13 12 (0.83%) T-SQL
14 8 (0.55%) Bicep
15 7 (0.48%) Groovy
16 6 (0.41%) Julia
17 5 (0.34%) PL/SQL
17 5 (0.34%) VBA
18 4 (0.28%) Rust
Qualifications
1 160 (11.00%) Degree
2 113 (7.77%) Security Cleared
3 72 (4.95%) SC Cleared
4 55 (3.78%) Computer Science Degree
5 45 (3.09%) Master's Degree
6 34 (2.34%) Azure Certification
6 34 (2.34%) DBS Check
6 34 (2.34%) DV Cleared
7 17 (1.17%) PhD
8 16 (1.10%) AWS Certification
9 10 (0.69%) ACCA
9 10 (0.69%) BPSS Clearance
9 10 (0.69%) CIMA
9 10 (0.69%) Microsoft Certification
10 7 (0.48%) AWS Certified Solutions Architect
11 4 (0.28%) CCA
12 3 (0.21%) CISSP
13 2 (0.14%) PMI Certification
13 2 (0.14%) SANS
13 2 (0.14%) SnowPro
Quality Assurance & Compliance
1 413 (28.40%) Data Quality
2 101 (6.95%) GDPR
3 40 (2.75%) Accessibility
4 36 (2.48%) California Consumer Privacy Act
4 36 (2.48%) QA
5 21 (1.44%) GRC
6 13 (0.89%) HIPAA
7 8 (0.55%) SLA
8 7 (0.48%) PERC
9 4 (0.28%) ISO/IEC 27001
9 4 (0.28%) PMO
9 4 (0.28%) Solvency II
10 3 (0.21%) PCI DSS
10 3 (0.21%) PSD2
11 2 (0.14%) NIST
12 1 (0.069%) Actionable Recommendations
12 1 (0.069%) EU AI Act
12 1 (0.069%) Sarbanes-Oxley
System Software
1 91 (6.26%) Docker
2 56 (3.85%) Virtual Machines
3 6 (0.41%) Active Directory
4 3 (0.21%) VMware Infrastructure
5 1 (0.069%) Apache Flume
5 1 (0.069%) Embedded Firmware
5 1 (0.069%) Firmware
5 1 (0.069%) NDS
Systems Management
1 123 (8.46%) Terraform
2 61 (4.20%) Kubernetes
3 17 (1.17%) Grafana
4 10 (0.69%) Prometheus
5 6 (0.41%) Ansible
6 3 (0.21%) Argo
6 3 (0.21%) Kibana
6 3 (0.21%) Microsoft Intune
6 3 (0.21%) SCCM
6 3 (0.21%) Single Sign-On
7 2 (0.14%) Computer Emergency Response Teams
7 2 (0.14%) Computer Incident Response Team
7 2 (0.14%) Control-M
8 1 (0.069%) CASB
8 1 (0.069%) Kubeflow
Vendors
1 437 (30.06%) Databricks
2 266 (18.29%) Microsoft
3 74 (5.09%) Google
4 51 (3.51%) Informatica
5 49 (3.37%) Oracle
6 48 (3.30%) Dell
7 43 (2.96%) Palantir
8 33 (2.27%) Foundry
9 32 (2.20%) SAP
10 28 (1.93%) Cloudera
11 27 (1.86%) OpenAI
12 26 (1.79%) Teradata
13 25 (1.72%) Salesforce
14 24 (1.65%) Denodo
15 12 (0.83%) Red Hat
16 10 (0.69%) Sage
17 8 (0.55%) MicroStrategy
17 8 (0.55%) Talend
18 7 (0.48%) Cognos
19 5 (0.34%) Alteryx