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

6 months to
10 Aug 2026
Same period 2025 Same period 2024
Rank 130 157 138
Rank change year-on-year +27 -19 +55
Permanent jobs citing Data Engineering 1,553 1,055 1,536
As % of all permanent jobs in the UK 1.47% 2.11% 1.85%
As % of the Processes & Methodologies category 1.99% 2.37% 2.28%
Number of salaries quoted 1,100 458 749
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 £97,188 £90,822
90th Percentile £115,000 £115,000 £105,000
UK excluding London median annual salary £75,000 £67,500 £62,500
% change year-on-year +11.11% +8.00% -

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 77,887 44,584 67,368
As % of all permanent jobs advertised in the UK 73.57% 89.31% 81.13%
Number of salaries quoted 53,644 25,395 43,808
10th Percentile £30,750 £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 £48,000 £50,000
% change year-on-year +14.58% -4.00% -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 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 10 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 +28 1,463 £80,000 +10.73% 916
UK excluding London -21 743 £75,000 +11.11% 440
London +42 715 £90,000 - 585
Work from Home +11 463 £81,000 +8.00% 399
North of England +5 326 £80,000 +18.52% 146
North West -18 169 £80,000 +18.52% 84
South East -57 145 £70,000 +7.69% 127
Midlands +13 100 £70,000 +7.69% 38
Yorkshire -6 97 £80,000 +14.29% 41
South West -25 76 £60,000 -14.29% 61
West Midlands +8 70 £72,500 +20.83% 28
East of England -3 61 £70,000 +40.00% 12
North East -6 60 £70,000 +47.37% 22
East Midlands -11 30 £52,500 -22.79% 10
Scotland -15 19 £100,000 +90.48% 37
Wales -42 15 £60,000 -13.04% 7
Northern Ireland -70 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 (12.11%) Apache Spark
2 182 (11.72%) Apache Airflow
3 127 (8.18%) Apache
4 23 (1.48%) Palantir Foundry
5 19 (1.22%) 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 (0.064%) Adobe Experience Manager
11 1 (0.064%) Apache Superset
11 1 (0.064%) ArcGIS
11 1 (0.064%) GeoServer
Applications
1 19 (1.22%) Microsoft Excel
2 10 (0.64%) Spreadsheet
3 2 (0.13%) Microsoft Office
4 1 (0.064%) Chatbot
4 1 (0.064%) MS Visio
Business Applications
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%) SAP S/4HANA
2 2 (0.13%) Unit4 Business World
3 1 (0.064%) FastStats
3 1 (0.064%) IBM Planning Analytics
3 1 (0.064%) Infor M3
3 1 (0.064%) NetSuite
3 1 (0.064%) Oracle Assets
3 1 (0.064%) Oracle ERP
3 1 (0.064%) Primavera
Cloud Services
1 670 (43.14%) Azure
2 494 (31.81%) AWS
3 273 (17.58%) GCP
4 271 (17.45%) Power Platform
5 239 (15.39%) Snowflake
6 157 (10.11%) Azure Data Factory
7 149 (9.59%) Azure Synapse Analytics
8 146 (9.40%) dbt
9 92 (5.92%) Amazon S3
10 83 (5.34%) Serverless
11 82 (5.28%) Azure Machine Learning
12 79 (5.09%) Azure DevOps
13 68 (4.38%) Azure AI
14 57 (3.67%) GitHub
15 52 (3.35%) SaaS
16 41 (2.64%) Microsoft Purview
17 39 (2.51%) AWS Lambda
18 30 (1.93%) Amazon EMR
19 25 (1.61%) GitHub Actions
20 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 (0.064%) Kerberos
Database & Business Intelligence
1 291 (18.74%) Data Warehouse
2 259 (16.68%) Power BI
3 215 (13.84%) Data Lake
4 142 (9.14%) SQL Server
5 127 (8.18%) BigQuery
6 125 (8.05%) Tableau
7 107 (6.89%) Amazon Redshift
8 94 (6.05%) Metadata
9 82 (5.28%) Big Data
10 68 (4.38%) Relational Database
11 66 (4.25%) NoSQL
12 61 (3.93%) PostgreSQL
13 59 (3.80%) Azure SQL Database
14 54 (3.48%) Delta Lake
15 53 (3.41%) Looker
15 53 (3.41%) Semantic Layer
16 52 (3.35%) Star Schema
17 51 (3.28%) Elasticsearch
18 48 (3.09%) Spark SQL
19 43 (2.77%) Snowflake Schema
Development Applications
1 107 (6.89%) Git
2 33 (2.12%) Jenkins
2 33 (2.12%) MLflow
3 21 (1.35%) GitLab
4 19 (1.22%) 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 (0.064%) RStudio
10 1 (0.064%) SQL Server Management Studio (SSMS)
10 1 (0.064%) Visual Studio
10 1 (0.064%) Yeoman
General
1 396 (25.50%) Finance
2 356 (22.92%) Social Skills
3 263 (16.93%) Analytical Skills
4 100 (6.44%) Public Sector
5 97 (6.25%) Inclusion and Diversity
6 72 (4.64%) Banking
7 59 (3.80%) Retail
8 46 (2.96%) Marketing
9 44 (2.83%) Legal
10 40 (2.58%) Influencing Skills
11 35 (2.25%) Law
12 26 (1.67%) Financial Institution
13 24 (1.55%) Advertising
14 22 (1.42%) Manufacturing
15 18 (1.16%) Games
16 12 (0.77%) Investment Banking
17 11 (0.71%) Aerospace
18 10 (0.64%) Presentation Skills
19 9 (0.58%) Front Office
20 8 (0.52%) Telecoms
Job Titles
1 577 (37.15%) Data Engineer
2 337 (21.70%) Senior
3 277 (17.84%) Lead
4 156 (10.05%) Senior Data Engineer
5 135 (8.69%) Architect
6 109 (7.02%) Data Manager
7 96 (6.18%) Data Architect
8 93 (5.99%) Lead Data Engineer
9 70 (4.51%) Analyst
9 70 (4.51%) Engineering Manager
10 68 (4.38%) Consultant
11 64 (4.12%) Principal Engineer
12 56 (3.61%) Developer
13 49 (3.16%) Data Consultant
14 48 (3.09%) Head of Engineering
15 45 (2.90%) Python Engineer
16 42 (2.70%) Data Scientist
17 39 (2.51%) Software Engineer
18 37 (2.38%) Principal Data Engineer
19 36 (2.32%) Platform Engineer
Libraries, Frameworks & Software Standards
1 149 (9.59%) PySpark
2 104 (6.70%) Kafka
3 43 (2.77%) LangChain
3 43 (2.77%) scikit-learn
4 42 (2.70%) PyTorch
4 42 (2.70%) TensorFlow
5 36 (2.32%) LlamaIndex
6 35 (2.25%) REST
7 28 (1.80%) pgvector
8 27 (1.74%) Node.js
9 24 (1.55%) Pandas
10 22 (1.42%) .NET
11 17 (1.09%) Apache NiFi
11 17 (1.09%) JSON
11 17 (1.09%) SpaCy
12 15 (0.97%) RESTful
13 12 (0.77%) ARM Templates
14 11 (0.71%) FastAPI
14 11 (0.71%) YAML
15 9 (0.58%) HTML
Miscellaneous
1 166 (10.69%) Cloud Native
2 70 (4.51%) Data Structures
3 62 (3.99%) Product Ownership
4 54 (3.48%) Distributed Systems
5 34 (2.19%) Onboarding
6 27 (1.74%) e-Learning
7 26 (1.67%) AI Agents
7 26 (1.67%) Public Cloud
8 25 (1.61%) Clustering
8 25 (1.61%) Low-Code
9 22 (1.42%) Analytical Mindset
9 22 (1.42%) Greenfield Project
10 19 (1.22%) Legacy Systems
10 19 (1.22%) Management Information System
11 18 (1.16%) Self-Motivation
12 17 (1.09%) Distributed Computing
13 14 (0.90%) Social Media
14 13 (0.84%) Distributed Architecture
14 13 (0.84%) IoT
15 12 (0.77%) Algorithms
Operating Systems
1 7 (0.45%) Linux
1 7 (0.45%) Windows
2 1 (0.064%) Unix
Processes & Methodologies
1 749 (48.23%) Analytics
2 603 (38.83%) AI
3 565 (36.38%) Data Pipeline
4 492 (31.68%) Data Modelling
5 434 (27.95%) ETL
6 430 (27.69%) Data Governance
7 389 (25.05%) Business Intelligence
8 380 (24.47%) Machine Learning
9 379 (24.40%) CI/CD
10 376 (24.21%) Agile
11 345 (22.22%) Decision-Making
12 343 (22.09%) Data Architecture
13 279 (17.97%) DevOps
14 278 (17.90%) Mentoring
15 273 (17.58%) Data Science
16 238 (15.33%) Problem-Solving
17 235 (15.13%) Roadmaps
18 186 (11.98%) Continuous Improvement
19 155 (9.98%) Technical Leadership
20 152 (9.79%) Use Case
Programming Languages
1 800 (51.51%) Python
2 780 (50.23%) SQL
3 113 (7.28%) Java
4 68 (4.38%) Scala
5 43 (2.77%) Data Analysis Expressions
5 43 (2.77%) JavaScript
6 29 (1.87%) R
7 24 (1.55%) TypeScript
8 18 (1.16%) C#
9 17 (1.09%) Bash
9 17 (1.09%) Go
10 16 (1.03%) PowerShell
11 15 (0.97%) C++
12 13 (0.84%) T-SQL
13 8 (0.52%) Groovy
14 7 (0.45%) Bicep
14 7 (0.45%) VBA
15 6 (0.39%) Julia
16 5 (0.32%) PL/SQL
17 4 (0.26%) Rust
Qualifications
1 178 (11.46%) Degree
2 136 (8.76%) Security Cleared
3 85 (5.47%) SC Cleared
4 57 (3.67%) Computer Science Degree
5 54 (3.48%) Master's Degree
6 39 (2.51%) DV Cleared
7 38 (2.45%) Azure Certification
8 33 (2.12%) DBS Check
9 25 (1.61%) BPSS Clearance
10 20 (1.29%) AWS Certification
11 19 (1.22%) PhD
12 11 (0.71%) ACCA
12 11 (0.71%) CIMA
13 10 (0.64%) Microsoft Certification
14 5 (0.32%) AWS Certified Solutions Architect
14 5 (0.32%) Numerate Degree
15 4 (0.26%) CCA
16 3 (0.19%) CISSP
16 3 (0.19%) PMI Certification
17 2 (0.13%) Tableau Certification
Quality Assurance & Compliance
1 426 (27.43%) Data Quality
2 100 (6.44%) GDPR
3 51 (3.28%) Accessibility
4 37 (2.38%) QA
5 35 (2.25%) California Consumer Privacy Act
6 16 (1.03%) GRC
7 12 (0.77%) HIPAA
8 7 (0.45%) Actionable Recommendations
8 7 (0.45%) PERC
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 (0.064%) EU AI Act
13 1 (0.064%) ISO/IEC 27001
13 1 (0.064%) NIST
System Software
1 97 (6.25%) 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 (0.064%) Apache Flume
6 1 (0.064%) Embedded Firmware
6 1 (0.064%) Firmware
Systems Management
1 127 (8.18%) Terraform
2 65 (4.19%) Kubernetes
3 16 (1.03%) 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 (0.064%) CASB
Vendors
1 455 (29.30%) Databricks
2 280 (18.03%) Microsoft
3 89 (5.73%) Google
4 50 (3.22%) Oracle
5 48 (3.09%) Dell
6 46 (2.96%) Informatica
7 37 (2.38%) Palantir
8 32 (2.06%) Foundry
8 32 (2.06%) SAP
9 27 (1.74%) Cloudera
9 27 (1.74%) Salesforce
10 26 (1.67%) Teradata
11 24 (1.55%) Denodo
11 24 (1.55%) OpenAI
12 12 (0.77%) Red Hat
13 10 (0.64%) Sage
14 9 (0.58%) Alteryx
15 6 (0.39%) MicroStrategy
15 6 (0.39%) Talend
16 5 (0.32%) Cognos