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

6 months to
11 Aug 2026
Same period 2025 Same period 2024
Rank 129 152 141
Rank change year-on-year +23 -11 +53
Permanent jobs citing Data Engineering 1,563 1,051 1,532
As % of all permanent jobs in the UK 1.47% 2.11% 1.83%
As % of the Processes & Methodologies category 2.00% 2.36% 2.26%
Number of salaries quoted 1,107 454 742
10th Percentile £45,273 £45,900 £42,500
25th Percentile £56,250 £56,250 £55,000
Median annual salary (50th Percentile) £80,000 £71,592 £70,750
Median % change year-on-year +11.74% +1.19% -5.67%
75th Percentile £100,000 £96,250 £91,143
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 78,019 44,452 67,790
As % of all permanent jobs advertised in the UK 73.52% 89.29% 81.16%
Number of salaries quoted 53,759 25,267 43,796
10th Percentile £30,750 £28,500 £31,250
25th Percentile £41,250 £37,000 £41,250
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -9.09%
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 11 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 11 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 +31 1,472 £80,000 +11.74% 923
UK excluding London -18 748 £75,000 +11.11% 459
London +47 721 £90,000 - 580
Work from Home +11 467 £82,000 +9.33% 402
North of England 0 325 £79,000 +17.04% 154
North West -16 167 £80,000 +18.52% 88
South East -61 147 £70,000 +7.69% 129
Midlands -4 101 £70,000 +7.69% 40
Yorkshire +2 97 £80,000 +14.29% 43
South West -30 78 £60,000 -14.29% 62
West Midlands -3 70 £72,500 +20.83% 30
East of England -3 61 £70,000 +40.00% 11
North East -6 61 £70,000 +47.37% 24
East Midlands -12 31 £52,500 -22.79% 10
Scotland -13 20 £100,000 +90.48% 41
Wales -47 16 £60,000 -13.04% 8
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
1 190 (12.16%) Apache Spark
2 178 (11.39%) Apache Airflow
3 127 (8.13%) Apache
4 24 (1.54%) Palantir Foundry
5 19 (1.22%) SAS
6 18 (1.15%) Jupyter
7 11 (0.70%) SharePoint
8 9 (0.58%) 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
3 2 (0.13%) MS Visio
4 1 (0.064%) Chatbot
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
1 673 (43.06%) Azure
2 492 (31.48%) AWS
3 273 (17.47%) Power Platform
4 272 (17.40%) GCP
5 243 (15.55%) Snowflake
6 159 (10.17%) Azure Data Factory
7 151 (9.66%) Azure Synapse Analytics
8 142 (9.09%) dbt
9 90 (5.76%) Amazon S3
10 83 (5.31%) Serverless
11 82 (5.25%) Azure Machine Learning
12 80 (5.12%) Azure DevOps
13 68 (4.35%) Azure AI
14 56 (3.58%) GitHub
15 53 (3.39%) SaaS
16 43 (2.75%) Microsoft Purview
17 39 (2.50%) AWS Lambda
18 30 (1.92%) Amazon EMR
19 25 (1.60%) GitHub Actions
20 23 (1.47%) AWS CloudFormation
Communications & Networking
1 29 (1.86%) 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
1 290 (18.55%) Data Warehouse
2 261 (16.70%) Power BI
3 216 (13.82%) Data Lake
4 142 (9.09%) SQL Server
5 127 (8.13%) BigQuery
6 126 (8.06%) Tableau
7 108 (6.91%) Amazon Redshift
8 96 (6.14%) Metadata
9 82 (5.25%) Big Data
10 68 (4.35%) Relational Database
11 63 (4.03%) NoSQL
12 59 (3.77%) Azure SQL Database
12 59 (3.77%) PostgreSQL
13 53 (3.39%) Delta Lake
13 53 (3.39%) Semantic Layer
14 52 (3.33%) Looker
14 52 (3.33%) Star Schema
15 50 (3.20%) Elasticsearch
16 47 (3.01%) Spark SQL
17 44 (2.82%) Snowflake Schema
Development Applications
1 106 (6.78%) Git
2 33 (2.11%) MLflow
3 32 (2.05%) Jenkins
4 21 (1.34%) GitLab
5 20 (1.28%) JIRA
6 12 (0.77%) IBM UrbanCode
7 7 (0.45%) Claude Code
8 4 (0.26%) Bitbucket
8 4 (0.26%) Selenium
9 3 (0.19%) Visual Studio Code
10 2 (0.13%) ERwin
10 2 (0.13%) VSS/SourceSafe
11 1 (0.064%) RStudio
11 1 (0.064%) SQL Server Management Studio (SSMS)
11 1 (0.064%) Visual Studio
11 1 (0.064%) Yeoman
General
1 402 (25.72%) Finance
2 358 (22.90%) Social Skills
3 267 (17.08%) Analytical Skills
4 102 (6.53%) Public Sector
5 98 (6.27%) Inclusion and Diversity
6 73 (4.67%) Banking
7 59 (3.77%) Retail
8 46 (2.94%) Legal
8 46 (2.94%) Marketing
9 42 (2.69%) Influencing Skills
10 35 (2.24%) Law
11 27 (1.73%) Financial Institution
12 24 (1.54%) Advertising
13 23 (1.47%) Manufacturing
14 17 (1.09%) Games
15 12 (0.77%) Investment Banking
16 11 (0.70%) Aerospace
16 11 (0.70%) Presentation Skills
17 9 (0.58%) Front Office
18 8 (0.51%) Telecoms
Job Titles
1 574 (36.72%) Data Engineer
2 341 (21.82%) Senior
3 278 (17.79%) Lead
4 157 (10.04%) Senior Data Engineer
5 137 (8.77%) Architect
6 112 (7.17%) Data Manager
7 98 (6.27%) Data Architect
8 92 (5.89%) Lead Data Engineer
9 71 (4.54%) Analyst
9 71 (4.54%) Engineering Manager
10 69 (4.41%) Consultant
11 62 (3.97%) Principal Engineer
12 55 (3.52%) Developer
13 49 (3.13%) Data Consultant
13 49 (3.13%) Head of Engineering
14 45 (2.88%) Python Engineer
15 43 (2.75%) Data Scientist
16 39 (2.50%) Software Engineer
17 36 (2.30%) Platform Engineer
17 36 (2.30%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 149 (9.53%) PySpark
2 103 (6.59%) Kafka
3 43 (2.75%) LangChain
3 43 (2.75%) scikit-learn
4 42 (2.69%) PyTorch
4 42 (2.69%) TensorFlow
5 36 (2.30%) LlamaIndex
6 35 (2.24%) REST
7 28 (1.79%) pgvector
8 27 (1.73%) Node.js
9 24 (1.54%) Pandas
10 21 (1.34%) .NET
11 18 (1.15%) SpaCy
12 17 (1.09%) Apache NiFi
12 17 (1.09%) JSON
13 15 (0.96%) RESTful
14 12 (0.77%) ARM Templates
15 11 (0.70%) FastAPI
15 11 (0.70%) YAML
16 9 (0.58%) HTML
Miscellaneous
1 167 (10.68%) Cloud Native
2 69 (4.41%) Data Structures
3 63 (4.03%) Product Ownership
4 55 (3.52%) Distributed Systems
5 34 (2.18%) Onboarding
6 28 (1.79%) e-Learning
7 26 (1.66%) AI Agents
7 26 (1.66%) Public Cloud
8 25 (1.60%) Clustering
8 25 (1.60%) Low-Code
9 22 (1.41%) Analytical Mindset
10 21 (1.34%) Greenfield Project
11 20 (1.28%) Management Information System
12 19 (1.22%) Legacy Systems
13 18 (1.15%) Distributed Computing
13 18 (1.15%) Self-Motivation
14 14 (0.90%) Social Media
15 13 (0.83%) Distributed Architecture
15 13 (0.83%) IoT
16 12 (0.77%) Algorithms
Operating Systems
1 7 (0.45%) Linux
1 7 (0.45%) Windows
2 1 (0.064%) Unix
Processes & Methodologies
1 759 (48.56%) Analytics
2 612 (39.16%) AI
3 563 (36.02%) Data Pipeline
4 494 (31.61%) Data Modelling
5 434 (27.77%) ETL
6 433 (27.70%) Data Governance
7 392 (25.08%) Business Intelligence
8 386 (24.70%) Machine Learning
9 379 (24.25%) CI/CD
10 371 (23.74%) Agile
11 350 (22.39%) Decision-Making
12 346 (22.14%) Data Architecture
13 282 (18.04%) DevOps
14 278 (17.79%) Mentoring
15 274 (17.53%) Data Science
16 237 (15.16%) Problem-Solving
16 237 (15.16%) Roadmaps
17 183 (11.71%) Continuous Improvement
18 155 (9.92%) Data Strategy
18 155 (9.92%) Technical Leadership
Programming Languages
1 800 (51.18%) Python
2 782 (50.03%) SQL
3 115 (7.36%) Java
4 68 (4.35%) Scala
5 43 (2.75%) Data Analysis Expressions
6 42 (2.69%) JavaScript
7 29 (1.86%) R
8 23 (1.47%) TypeScript
9 17 (1.09%) Bash
9 17 (1.09%) C#
9 17 (1.09%) Go
10 15 (0.96%) C++
10 15 (0.96%) PowerShell
11 13 (0.83%) T-SQL
12 8 (0.51%) Groovy
13 7 (0.45%) Bicep
13 7 (0.45%) VBA
14 6 (0.38%) Julia
15 5 (0.32%) PL/SQL
16 4 (0.26%) Rust
Qualifications
1 179 (11.45%) Degree
2 139 (8.89%) Security Cleared
3 86 (5.50%) SC Cleared
4 57 (3.65%) Computer Science Degree
5 54 (3.45%) Master's Degree
6 40 (2.56%) DV Cleared
7 39 (2.50%) Azure Certification
8 31 (1.98%) DBS Check
9 25 (1.60%) BPSS Clearance
10 20 (1.28%) AWS Certification
11 19 (1.22%) PhD
12 11 (0.70%) ACCA
12 11 (0.70%) CIMA
12 11 (0.70%) Microsoft Certification
13 5 (0.32%) AWS Certified Solutions Architect
13 5 (0.32%) Numerate Degree
14 4 (0.26%) CCA
15 3 (0.19%) CBAP
15 3 (0.19%) CISSP
15 3 (0.19%) PMI Certification
Quality Assurance & Compliance
1 429 (27.45%) Data Quality
2 100 (6.40%) GDPR
3 52 (3.33%) Accessibility
4 37 (2.37%) QA
5 35 (2.24%) California Consumer Privacy Act
6 16 (1.02%) GRC
7 12 (0.77%) HIPAA
8 7 (0.45%) Actionable Recommendations
8 7 (0.45%) PERC
9 6 (0.38%) 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%) EU AI Act
12 2 (0.13%) ISO/IEC 42001
13 1 (0.064%) ISO/IEC 27001
13 1 (0.064%) NIST
System Software
1 94 (6.01%) Docker
2 56 (3.58%) 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
1 122 (7.81%) Terraform
2 64 (4.09%) Kubernetes
3 16 (1.02%) Grafana
4 8 (0.51%) Prometheus
5 6 (0.38%) 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
1 457 (29.24%) Databricks
2 284 (18.17%) Microsoft
3 85 (5.44%) Google
4 50 (3.20%) Oracle
5 49 (3.13%) Dell
6 45 (2.88%) Informatica
7 38 (2.43%) Palantir
8 33 (2.11%) Foundry
9 32 (2.05%) SAP
10 27 (1.73%) Cloudera
10 27 (1.73%) Salesforce
11 26 (1.66%) Teradata
12 24 (1.54%) Denodo
12 24 (1.54%) OpenAI
13 12 (0.77%) Red Hat
14 10 (0.64%) Alteryx
14 10 (0.64%) Sage
15 6 (0.38%) MicroStrategy
16 5 (0.32%) Cognos
16 5 (0.32%) Talend