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

6 months to
3 Aug 2026
Same period 2025 Same period 2024
Rank 132 154 135
Rank change year-on-year +22 -19 +38
Permanent jobs citing Data Engineering 1,531 1,062 1,590
As % of all permanent jobs in the UK 1.48% 2.14% 1.91%
As % of the Processes & Methodologies category 2.01% 2.39% 2.36%
Number of salaries quoted 1,097 465 747
10th Percentile £45,000 £46,250 £42,500
25th Percentile £56,250 £57,500 £56,125
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 £91,036
90th Percentile £115,000 £115,000 £105,000
UK excluding London median annual salary £75,000 £67,500 £63,500
% change year-on-year +11.11% +6.30% +1.60%

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 76,352 44,509 67,465
As % of all permanent jobs advertised in the UK 73.64% 89.49% 81.05%
Number of salaries quoted 52,648 25,381 44,449
10th Percentile £30,580 £28,500 £31,210
25th Percentile £41,250 £37,500 £41,000
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -8.33%
75th Percentile £78,750 £76,250 £75,000
90th Percentile £100,000 £97,500 £95,000
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 3 August 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 3 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 1,438 £80,000 +6.67% 803
UK excluding London -18 726 £75,000 +11.11% 411
London +41 706 £90,000 - 507
Work from Home +13 454 £82,500 +10.00% 377
North of England +2 320 £79,000 +16.18% 126
North West -11 166 £80,000 +18.52% 61
South East -57 135 £70,000 +7.69% 119
Midlands +19 100 £70,000 +7.69% 36
Yorkshire +1 95 £80,000 +14.29% 42
South West -29 74 £60,000 -14.29% 50
West Midlands +6 70 £72,500 +20.83% 27
East of England +4 63 £70,000 +40.00% 18
North East -3 59 £67,500 +42.11% 24
East Midlands -8 30 £52,500 -22.79% 9
Scotland -16 20 £95,000 +65.22% 22
Wales -49 14 £60,000 -13.04% 5

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
1 186 (12.15%) Apache Spark
2 183 (11.95%) Apache Airflow
3 122 (7.97%) Apache
4 24 (1.57%) Palantir Foundry
5 19 (1.24%) SAS
6 18 (1.18%) Jupyter
7 11 (0.72%) SharePoint
8 8 (0.52%) Confluence
9 4 (0.26%) Moodle
10 3 (0.20%) Luigi
11 1 (0.065%) Adobe Experience Manager
11 1 (0.065%) ArcGIS
11 1 (0.065%) GeoServer
11 1 (0.065%) Tornado
Applications
1 21 (1.37%) 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 (0.20%) SAP S/4HANA
1 3 (0.20%) 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%) 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
1 680 (44.42%) Azure
2 492 (32.14%) AWS
3 273 (17.83%) GCP
4 269 (17.57%) Power Platform
5 240 (15.68%) Snowflake
6 160 (10.45%) Azure Data Factory
7 150 (9.80%) Azure Synapse Analytics
8 144 (9.41%) dbt
9 90 (5.88%) Amazon S3
10 80 (5.23%) Azure Machine Learning
10 80 (5.23%) Serverless
11 79 (5.16%) Azure DevOps
12 67 (4.38%) Azure AI
13 52 (3.40%) GitHub
14 51 (3.33%) SaaS
15 41 (2.68%) Microsoft Purview
16 36 (2.35%) AWS Lambda
17 30 (1.96%) Amazon EMR
18 25 (1.63%) GitHub Actions
19 24 (1.57%) AWS CloudFormation
Communications & Networking
1 29 (1.89%) Broadband
2 7 (0.46%) Internet
3 5 (0.33%) 5G
4 3 (0.20%) DAB
4 3 (0.20%) HTTP
5 2 (0.13%) 4G
5 2 (0.13%) Firewall
5 2 (0.13%) MQTT
6 1 (0.065%) Kerberos
Database & Business Intelligence
1 291 (19.01%) Data Warehouse
2 257 (16.79%) Power BI
3 214 (13.98%) Data Lake
4 144 (9.41%) SQL Server
5 127 (8.30%) BigQuery
6 121 (7.90%) Tableau
7 106 (6.92%) Amazon Redshift
8 93 (6.07%) Metadata
9 78 (5.09%) Big Data
10 69 (4.51%) Relational Database
11 62 (4.05%) NoSQL
12 61 (3.98%) Azure SQL Database
13 57 (3.72%) PostgreSQL
14 56 (3.66%) Delta Lake
14 56 (3.66%) Semantic Layer
15 53 (3.46%) Star Schema
16 52 (3.40%) Elasticsearch
17 50 (3.27%) Looker
17 50 (3.27%) Spark SQL
18 44 (2.87%) Snowflake Schema
Development Applications
1 105 (6.86%) Git
2 34 (2.22%) MLflow
3 33 (2.16%) Jenkins
4 22 (1.44%) GitLab
5 18 (1.18%) JIRA
6 12 (0.78%) IBM UrbanCode
7 7 (0.46%) Claude Code
8 5 (0.33%) Selenium
9 4 (0.26%) Bitbucket
10 3 (0.20%) Visual Studio Code
11 2 (0.13%) ERwin
11 2 (0.13%) VSS/SourceSafe
12 1 (0.065%) RStudio
12 1 (0.065%) SQL Server Management Studio (SSMS)
12 1 (0.065%) Visual Studio
12 1 (0.065%) Yeoman
General
1 385 (25.15%) Finance
2 342 (22.34%) Social Skills
3 256 (16.72%) Analytical Skills
4 93 (6.07%) Inclusion and Diversity
4 93 (6.07%) Public Sector
5 69 (4.51%) Banking
6 59 (3.85%) Retail
7 42 (2.74%) Legal
8 41 (2.68%) Influencing Skills
9 40 (2.61%) Marketing
10 33 (2.16%) Law
11 26 (1.70%) Financial Institution
12 23 (1.50%) Advertising
13 18 (1.18%) Games
13 18 (1.18%) Manufacturing
14 12 (0.78%) Investment Banking
15 10 (0.65%) Aerospace
16 9 (0.59%) Front Office
17 8 (0.52%) Presentation Skills
18 7 (0.46%) Telecoms
Job Titles
1 577 (37.69%) Data Engineer
2 337 (22.01%) Senior
3 269 (17.57%) Lead
4 163 (10.65%) Senior Data Engineer
5 134 (8.75%) Architect
6 110 (7.18%) Data Manager
7 97 (6.34%) Data Architect
8 91 (5.94%) Lead Data Engineer
9 70 (4.57%) Engineering Manager
10 68 (4.44%) Consultant
11 64 (4.18%) Analyst
12 62 (4.05%) Principal Engineer
13 52 (3.40%) Developer
14 50 (3.27%) Data Consultant
15 49 (3.20%) Head of Engineering
16 46 (3.00%) Python Engineer
17 37 (2.42%) Platform Engineer
18 36 (2.35%) Data Scientist
18 36 (2.35%) Principal Data Engineer
19 35 (2.29%) AWS Engineer
Libraries, Frameworks & Software Standards
1 152 (9.93%) PySpark
2 105 (6.86%) Kafka
3 41 (2.68%) LangChain
4 40 (2.61%) TensorFlow
5 39 (2.55%) PyTorch
5 39 (2.55%) scikit-learn
6 36 (2.35%) REST
7 33 (2.16%) LlamaIndex
8 28 (1.83%) pgvector
9 27 (1.76%) Node.js
10 23 (1.50%) Pandas
11 22 (1.44%) .NET
12 17 (1.11%) JSON
13 16 (1.05%) Apache NiFi
13 16 (1.05%) SpaCy
14 14 (0.91%) RESTful
15 12 (0.78%) ARM Templates
16 11 (0.72%) FastAPI
17 10 (0.65%) HTML
17 10 (0.65%) YAML
Miscellaneous
1 158 (10.32%) Cloud Native
2 75 (4.90%) Data Structures
3 60 (3.92%) Product Ownership
4 53 (3.46%) Distributed Systems
5 34 (2.22%) Onboarding
6 27 (1.76%) e-Learning
7 26 (1.70%) Low-Code
7 26 (1.70%) Public Cloud
8 25 (1.63%) Clustering
9 23 (1.50%) AI Agents
10 22 (1.44%) Greenfield Project
11 21 (1.37%) Analytical Mindset
12 18 (1.18%) Legacy Systems
12 18 (1.18%) Self-Motivation
13 17 (1.11%) Management Information System
14 16 (1.05%) Distributed Computing
15 14 (0.91%) Social Media
16 13 (0.85%) IoT
17 12 (0.78%) Distributed Architecture
17 12 (0.78%) Hedge funds
Operating Systems
1 7 (0.46%) Linux
1 7 (0.46%) Windows
2 1 (0.065%) Unix
Processes & Methodologies
1 730 (47.68%) Analytics
2 587 (38.34%) AI
3 555 (36.25%) Data Pipeline
4 500 (32.66%) Data Modelling
5 435 (28.41%) Data Governance
6 428 (27.96%) ETL
7 385 (25.15%) Business Intelligence
8 376 (24.56%) CI/CD
9 375 (24.49%) Agile
10 362 (23.64%) Machine Learning
11 348 (22.73%) Data Architecture
12 331 (21.62%) Decision-Making
13 275 (17.96%) DevOps
13 275 (17.96%) Mentoring
14 258 (16.85%) Data Science
15 234 (15.28%) Problem-Solving
16 230 (15.02%) Roadmaps
17 181 (11.82%) Continuous Improvement
18 152 (9.93%) Use Case
19 148 (9.67%) Technical Leadership
Programming Languages
1 782 (51.08%) Python
2 769 (50.23%) SQL
3 114 (7.45%) Java
4 67 (4.38%) Scala
5 45 (2.94%) Data Analysis Expressions
6 42 (2.74%) JavaScript
7 28 (1.83%) R
8 21 (1.37%) TypeScript
9 18 (1.18%) Bash
9 18 (1.18%) C#
10 17 (1.11%) Go
10 17 (1.11%) PowerShell
11 16 (1.05%) C++
12 14 (0.91%) T-SQL
13 8 (0.52%) Groovy
14 7 (0.46%) Bicep
14 7 (0.46%) VBA
15 6 (0.39%) Julia
16 5 (0.33%) PL/SQL
17 4 (0.26%) Rust
Qualifications
1 166 (10.84%) Degree
2 133 (8.69%) Security Cleared
3 84 (5.49%) SC Cleared
4 53 (3.46%) Computer Science Degree
5 48 (3.14%) Master's Degree
6 39 (2.55%) Azure Certification
7 38 (2.48%) DV Cleared
8 34 (2.22%) DBS Check
9 21 (1.37%) BPSS Clearance
10 20 (1.31%) AWS Certification
11 18 (1.18%) PhD
12 10 (0.65%) ACCA
12 10 (0.65%) CIMA
12 10 (0.65%) Microsoft Certification
13 5 (0.33%) AWS Certified Solutions Architect
14 4 (0.26%) CCA
15 3 (0.20%) CISSP
15 3 (0.20%) Numerate Degree
15 3 (0.20%) PMI Certification
16 2 (0.13%) SANS
Quality Assurance & Compliance
1 424 (27.69%) Data Quality
2 102 (6.66%) GDPR
3 48 (3.14%) Accessibility
4 37 (2.42%) QA
5 35 (2.29%) California Consumer Privacy Act
6 18 (1.18%) GRC
7 13 (0.85%) HIPAA
8 7 (0.46%) PERC
8 7 (0.46%) SLA
9 4 (0.26%) Actionable Recommendations
9 4 (0.26%) PMO
9 4 (0.26%) Solvency II
10 3 (0.20%) ISO/IEC 27001
10 3 (0.20%) PCI DSS
10 3 (0.20%) PSD2
11 2 (0.13%) NCSC
11 2 (0.13%) NIST
12 1 (0.065%) EU AI Act
12 1 (0.065%) Sarbanes-Oxley
System Software
1 99 (6.47%) Docker
2 56 (3.66%) Virtual Machines
3 7 (0.46%) Active Directory
4 3 (0.20%) 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
1 128 (8.36%) Terraform
2 64 (4.18%) Kubernetes
3 17 (1.11%) Grafana
4 10 (0.65%) Prometheus
5 6 (0.39%) Ansible
6 4 (0.26%) Argo
7 3 (0.20%) Kibana
7 3 (0.20%) Microsoft Intune
7 3 (0.20%) 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
9 1 (0.065%) Kubeflow
9 1 (0.065%) Single Sign-On
Vendors
1 448 (29.26%) Databricks
2 279 (18.22%) Microsoft
3 83 (5.42%) Google
4 49 (3.20%) Oracle
5 48 (3.14%) Dell
5 48 (3.14%) Informatica
6 41 (2.68%) Palantir
7 33 (2.16%) SAP
8 32 (2.09%) Foundry
9 27 (1.76%) Cloudera
9 27 (1.76%) Salesforce
10 26 (1.70%) Teradata
11 24 (1.57%) Denodo
11 24 (1.57%) OpenAI
12 12 (0.78%) Red Hat
13 10 (0.65%) Sage
14 8 (0.52%) Alteryx
15 7 (0.46%) MicroStrategy
15 7 (0.46%) Talend
16 6 (0.39%) Cognos