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 8 August 2026, with comparisons to the same periods in the previous two years.

6 months to
8 Aug 2026
Same period 2025 Same period 2024
Rank 131 152 132
Rank change year-on-year +21 -20 +61
Permanent jobs citing Data Engineering 1,550 1,057 1,587
As % of all permanent jobs in the UK 1.47% 2.13% 1.91%
As % of the Processes & Methodologies category 2.00% 2.38% 2.36%
Number of salaries quoted 1,101 458 749
10th Percentile £45,000 £46,100 £42,500
25th Percentile £56,250 £56,250 £55,000
Median annual salary (50th Percentile) £80,000 £72,246 £70,000
Median % change year-on-year +10.73% +3.21% -6.67%
75th Percentile £100,000 £96,250 £90,822
90th Percentile £115,000 £115,000 £105,000
UK excluding London median annual salary £75,000 £67,500 £63,200
% change year-on-year +11.11% +6.80% +1.12%

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 77,565 44,386 67,277
As % of all permanent jobs advertised in the UK 73.71% 89.40% 81.08%
Number of salaries quoted 53,403 25,236 43,866
10th Percentile £30,580 £28,500 £31,250
25th Percentile £41,250 £37,170 £41,250
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -8.71%
75th Percentile £78,750 £75,000 £75,000
90th Percentile £100,000 £97,500 £95,000
UK excluding London median annual salary £55,000 £48,500 £50,000
% change year-on-year +13.40% -3.00% -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 8 August 2026.

Salary histogram for Data Engineering in the UK

Data Engineering
Top 17 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 8 August 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 +25 1,457 £80,000 +10.73% 916
UK excluding London -23 742 £75,000 +11.11% 437
London +42 711 £90,000 - 585
Work from Home +14 460 £80,000 +6.67% 401
North of England 0 325 £80,000 +18.52% 145
North West -13 169 £80,000 +18.52% 81
South East -61 142 £70,000 +7.69% 128
Midlands +20 101 £70,000 +7.69% 37
Yorkshire -2 96 £77,500 +10.71% 42
South West -28 77 £60,000 -14.29% 61
West Midlands +13 71 £70,000 +16.67% 27
East of England +1 61 £70,000 +40.00% 11
North East -1 60 £70,000 +47.37% 23
East Midlands -11 30 £52,500 -22.79% 10
Scotland -11 20 £97,500 +85.71% 36
Wales -48 15 £60,000 -13.04% 7
Northern Ireland -71 1 - - 15

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
1 188 (12.13%) Apache Spark
2 182 (11.74%) Apache Airflow
3 127 (8.19%) Apache
4 23 (1.48%) Palantir Foundry
5 19 (1.23%) SAS
6 18 (1.16%) Jupyter
7 11 (0.71%) SharePoint
8 8 (0.52%) Confluence
9 4 (0.26%) Luigi
9 4 (0.26%) Moodle
10 2 (0.13%) Tornado
11 1 (0.065%) Adobe Experience Manager
11 1 (0.065%) ArcGIS
11 1 (0.065%) GeoServer
Applications
1 19 (1.23%) Microsoft Excel
2 10 (0.65%) Spreadsheet
3 2 (0.13%) Microsoft Office
4 1 (0.065%) Chatbot
4 1 (0.065%) MS Visio
Business Applications
1 3 (0.19%) SAP S/4HANA
1 3 (0.19%) SAP SD
2 2 (0.13%) Dynamics CRM
2 2 (0.13%) Markit EDM
2 2 (0.13%) SAP Business One
2 2 (0.13%) Unit4 Business World
3 1 (0.065%) FastStats
3 1 (0.065%) IBM Planning Analytics
3 1 (0.065%) Infor M3
3 1 (0.065%) NetSuite
3 1 (0.065%) Oracle Assets
3 1 (0.065%) Oracle ERP
3 1 (0.065%) Primavera
Cloud Services
1 674 (43.48%) Azure
2 497 (32.06%) AWS
3 272 (17.55%) GCP
3 272 (17.55%) Power Platform
4 241 (15.55%) Snowflake
5 158 (10.19%) Azure Data Factory
6 150 (9.68%) Azure Synapse Analytics
7 146 (9.42%) dbt
8 92 (5.94%) Amazon S3
9 83 (5.35%) Serverless
10 82 (5.29%) Azure Machine Learning
11 80 (5.16%) Azure DevOps
12 68 (4.39%) Azure AI
13 57 (3.68%) GitHub
14 51 (3.29%) SaaS
15 41 (2.65%) Microsoft Purview
16 39 (2.52%) AWS Lambda
17 30 (1.94%) Amazon EMR
18 25 (1.61%) GitHub Actions
19 24 (1.55%) AWS CloudFormation
Communications & Networking
1 29 (1.87%) Broadband
2 7 (0.45%) Internet
3 5 (0.32%) 5G
4 3 (0.19%) DAB
5 2 (0.13%) 4G
5 2 (0.13%) Firewall
5 2 (0.13%) HTTP
5 2 (0.13%) MQTT
6 1 (0.065%) Kerberos
Database & Business Intelligence
1 293 (18.90%) Data Warehouse
2 260 (16.77%) Power BI
3 216 (13.94%) Data Lake
4 143 (9.23%) SQL Server
5 128 (8.26%) BigQuery
6 126 (8.13%) Tableau
7 107 (6.90%) Amazon Redshift
8 94 (6.06%) Metadata
9 82 (5.29%) Big Data
10 68 (4.39%) Relational Database
11 66 (4.26%) NoSQL
12 60 (3.87%) PostgreSQL
13 59 (3.81%) Azure SQL Database
14 55 (3.55%) Delta Lake
15 53 (3.42%) Semantic Layer
16 52 (3.35%) Looker
16 52 (3.35%) Star Schema
17 51 (3.29%) Elasticsearch
18 48 (3.10%) Spark SQL
19 43 (2.77%) Snowflake Schema
Development Applications
1 108 (6.97%) Git
2 33 (2.13%) Jenkins
2 33 (2.13%) MLflow
3 21 (1.35%) GitLab
4 19 (1.23%) JIRA
5 12 (0.77%) IBM UrbanCode
6 7 (0.45%) Claude Code
7 4 (0.26%) Bitbucket
7 4 (0.26%) Selenium
8 3 (0.19%) Visual Studio Code
9 2 (0.13%) ERwin
9 2 (0.13%) VSS/SourceSafe
10 1 (0.065%) RStudio
10 1 (0.065%) SQL Server Management Studio (SSMS)
10 1 (0.065%) Visual Studio
10 1 (0.065%) Yeoman
General
1 394 (25.42%) Finance
2 353 (22.77%) Social Skills
3 263 (16.97%) Analytical Skills
4 99 (6.39%) Public Sector
5 97 (6.26%) Inclusion and Diversity
6 72 (4.65%) Banking
7 59 (3.81%) Retail
8 45 (2.90%) Marketing
9 43 (2.77%) Legal
10 41 (2.65%) Influencing Skills
11 35 (2.26%) Law
12 26 (1.68%) Financial Institution
13 23 (1.48%) Advertising
14 21 (1.35%) Manufacturing
15 18 (1.16%) Games
16 12 (0.77%) Investment Banking
17 11 (0.71%) Aerospace
18 10 (0.65%) Presentation Skills
19 9 (0.58%) Front Office
20 8 (0.52%) Telecoms
Job Titles
1 578 (37.29%) Data Engineer
2 337 (21.74%) Senior
3 275 (17.74%) Lead
4 157 (10.13%) Senior Data Engineer
5 134 (8.65%) Architect
6 109 (7.03%) Data Manager
7 96 (6.19%) Data Architect
8 92 (5.94%) Lead Data Engineer
9 70 (4.52%) Engineering Manager
10 69 (4.45%) Analyst
11 67 (4.32%) Consultant
12 64 (4.13%) Principal Engineer
13 55 (3.55%) Developer
14 49 (3.16%) Data Consultant
14 49 (3.16%) Head of Engineering
15 45 (2.90%) Python Engineer
16 42 (2.71%) Data Scientist
17 39 (2.52%) Software Engineer
18 37 (2.39%) Principal Data Engineer
19 36 (2.32%) Platform Engineer
Libraries, Frameworks & Software Standards
1 151 (9.74%) PySpark
2 104 (6.71%) Kafka
3 42 (2.71%) LangChain
3 42 (2.71%) scikit-learn
4 41 (2.65%) PyTorch
4 41 (2.65%) TensorFlow
5 35 (2.26%) LlamaIndex
5 35 (2.26%) REST
6 28 (1.81%) pgvector
7 27 (1.74%) Node.js
8 24 (1.55%) Pandas
9 22 (1.42%) .NET
10 17 (1.10%) Apache NiFi
10 17 (1.10%) JSON
10 17 (1.10%) SpaCy
11 15 (0.97%) RESTful
12 12 (0.77%) ARM Templates
13 11 (0.71%) FastAPI
13 11 (0.71%) YAML
14 9 (0.58%) HTML
Miscellaneous
1 165 (10.65%) Cloud Native
2 71 (4.58%) Data Structures
3 62 (4.00%) Product Ownership
4 53 (3.42%) Distributed Systems
5 34 (2.19%) Onboarding
6 27 (1.74%) e-Learning
7 26 (1.68%) Public Cloud
8 25 (1.61%) AI Agents
8 25 (1.61%) Clustering
8 25 (1.61%) Low-Code
9 22 (1.42%) Analytical Mindset
10 21 (1.35%) Greenfield Project
11 20 (1.29%) Legacy Systems
12 19 (1.23%) Management Information System
13 18 (1.16%) Self-Motivation
14 17 (1.10%) Distributed Computing
15 14 (0.90%) Social Media
16 13 (0.84%) Distributed Architecture
16 13 (0.84%) IoT
17 12 (0.77%) Algorithms
Operating Systems
1 7 (0.45%) Linux
1 7 (0.45%) Windows
2 1 (0.065%) Unix
Processes & Methodologies
1 746 (48.13%) Analytics
2 598 (38.58%) AI
3 564 (36.39%) Data Pipeline
4 493 (31.81%) Data Modelling
5 436 (28.13%) ETL
6 434 (28.00%) Data Governance
7 389 (25.10%) Business Intelligence
8 379 (24.45%) CI/CD
8 379 (24.45%) Machine Learning
9 378 (24.39%) Agile
10 346 (22.32%) Data Architecture
11 343 (22.13%) Decision-Making
12 281 (18.13%) DevOps
13 277 (17.87%) Mentoring
14 271 (17.48%) Data Science
15 240 (15.48%) Problem-Solving
16 232 (14.97%) Roadmaps
17 185 (11.94%) Continuous Improvement
18 153 (9.87%) Technical Leadership
19 151 (9.74%) Data Strategy
Programming Languages
1 799 (51.55%) Python
2 781 (50.39%) SQL
3 113 (7.29%) Java
4 68 (4.39%) Scala
5 44 (2.84%) Data Analysis Expressions
6 43 (2.77%) JavaScript
7 30 (1.94%) R
8 24 (1.55%) TypeScript
9 18 (1.16%) C#
10 17 (1.10%) Bash
10 17 (1.10%) Go
11 16 (1.03%) PowerShell
12 15 (0.97%) C++
13 13 (0.84%) T-SQL
14 8 (0.52%) Groovy
15 7 (0.45%) Bicep
15 7 (0.45%) VBA
16 6 (0.39%) Julia
17 5 (0.32%) PL/SQL
18 4 (0.26%) Rust
Qualifications
1 177 (11.42%) Degree
2 137 (8.84%) Security Cleared
3 86 (5.55%) SC Cleared
4 57 (3.68%) Computer Science Degree
5 53 (3.42%) Master's Degree
6 39 (2.52%) Azure Certification
6 39 (2.52%) DV Cleared
7 34 (2.19%) DBS Check
8 25 (1.61%) BPSS Clearance
9 20 (1.29%) AWS Certification
10 19 (1.23%) PhD
11 11 (0.71%) ACCA
11 11 (0.71%) CIMA
12 10 (0.65%) Microsoft Certification
13 5 (0.32%) AWS Certified Solutions Architect
14 4 (0.26%) CCA
14 4 (0.26%) Numerate Degree
15 3 (0.19%) CISSP
15 3 (0.19%) PMI Certification
16 2 (0.13%) SANS
Quality Assurance & Compliance
1 428 (27.61%) Data Quality
2 101 (6.52%) GDPR
3 51 (3.29%) Accessibility
4 37 (2.39%) QA
5 35 (2.26%) California Consumer Privacy Act
6 16 (1.03%) GRC
7 12 (0.77%) HIPAA
8 7 (0.45%) PERC
9 6 (0.39%) Actionable Recommendations
9 6 (0.39%) SLA
10 4 (0.26%) PMO
10 4 (0.26%) Solvency II
11 3 (0.19%) NCSC
11 3 (0.19%) PCI DSS
11 3 (0.19%) PSD2
12 2 (0.13%) ISO/IEC 42001
13 1 (0.065%) EU AI Act
13 1 (0.065%) ISO/IEC 27001
13 1 (0.065%) NIST
System Software
1 98 (6.32%) Docker
2 56 (3.61%) Virtual Machines
3 7 (0.45%) Active Directory
4 3 (0.19%) VMware Infrastructure
5 2 (0.13%) NDS
6 1 (0.065%) Apache Flume
6 1 (0.065%) Embedded Firmware
6 1 (0.065%) Firmware
Systems Management
1 129 (8.32%) Terraform
2 65 (4.19%) Kubernetes
3 15 (0.97%) Grafana
4 8 (0.52%) Prometheus
5 7 (0.45%) Ansible
6 4 (0.26%) Argo
7 3 (0.19%) Kibana
7 3 (0.19%) Microsoft Intune
7 3 (0.19%) SCCM
8 2 (0.13%) Computer Emergency Response Teams
8 2 (0.13%) Computer Incident Response Team
8 2 (0.13%) Control-M
9 1 (0.065%) CASB
Vendors
1 456 (29.42%) Databricks
2 282 (18.19%) Microsoft
3 87 (5.61%) Google
4 50 (3.23%) Oracle
5 48 (3.10%) Dell
6 46 (2.97%) Informatica
7 37 (2.39%) Palantir
8 33 (2.13%) SAP
9 32 (2.06%) Foundry
10 27 (1.74%) Cloudera
10 27 (1.74%) Salesforce
11 26 (1.68%) Teradata
12 24 (1.55%) Denodo
12 24 (1.55%) OpenAI
13 12 (0.77%) Red Hat
14 10 (0.65%) Sage
15 9 (0.58%) Alteryx
16 7 (0.45%) MicroStrategy
17 6 (0.39%) Cognos
17 6 (0.39%) Talend