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

6 months to
13 Aug 2026
Same period 2025 Same period 2024
Rank 128 155 137
Rank change year-on-year +27 -18 +60
Permanent jobs citing Data Engineering 1,579 1,052 1,536
As % of all permanent jobs in the UK 1.49% 2.11% 1.84%
As % of the Processes & Methodologies category 2.02% 2.36% 2.27%
Number of salaries quoted 1,107 450 743
10th Percentile £45,273 £45,450 £42,500
25th Percentile £56,250 £55,375 £55,000
Median annual salary (50th Percentile) £80,000 £70,500 £70,000
Median % change year-on-year +13.48% +0.71% -6.67%
75th Percentile £100,000 £95,000 £90,822
90th Percentile £115,000 £112,500 £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 78,044 44,596 67,662
As % of all permanent jobs advertised in the UK 73.46% 89.30% 81.10%
Number of salaries quoted 53,720 25,240 43,624
10th Percentile £30,773 £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% - -8.84%
75th Percentile £78,750 £75,000 £75,000
90th Percentile £100,000 £97,237 £95,000
UK excluding London median annual salary £55,000 £47,773 £50,000
% change year-on-year +15.13% -4.45% -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 13 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 13 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 +34 1,487 £80,000 +13.48% 892
UK excluding London -15 756 £75,000 +11.11% 444
London +38 728 £90,000 +2.86% 574
Work from Home +12 473 £81,000 +8.00% 361
North of England -3 329 £78,500 +16.30% 137
North West -17 168 £80,000 +18.52% 80
South East -42 152 £70,000 +7.69% 138
Midlands +6 101 £70,000 +5.66% 43
Yorkshire +10 96 £77,500 +13.97% 33
South West -16 77 £60,000 -14.29% 58
West Midlands +7 70 £72,500 +20.83% 33
North East -5 65 £67,500 +42.11% 25
East of England +3 61 £70,000 +40.00% 10
East Midlands -15 31 £52,500 -22.79% 10
Scotland -6 20 £100,000 +90.48% 36
Wales -49 16 £60,000 -13.04% 8
Northern Ireland - 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 (11.91%) Apache Spark
2 175 (11.08%) Apache Airflow
3 127 (8.04%) Apache
4 24 (1.52%) Palantir Foundry
5 19 (1.20%) SAS
6 18 (1.14%) Jupyter
7 11 (0.70%) SharePoint
8 9 (0.57%) Confluence
9 4 (0.25%) Luigi
9 4 (0.25%) Moodle
10 2 (0.13%) Tornado
11 1 (0.063%) Adobe Experience Manager
11 1 (0.063%) Apache Superset
11 1 (0.063%) ArcGIS
11 1 (0.063%) GeoServer
Applications
1 19 (1.20%) Microsoft Excel
2 10 (0.63%) Spreadsheet
3 2 (0.13%) Microsoft Office
3 2 (0.13%) MS Visio
4 1 (0.063%) 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 (0.063%) FastStats
3 1 (0.063%) IBM Planning Analytics
3 1 (0.063%) Infor M3
3 1 (0.063%) NetSuite
3 1 (0.063%) Oracle Assets
3 1 (0.063%) Oracle ERP
3 1 (0.063%) Primavera
Cloud Services
1 676 (42.81%) Azure
2 492 (31.16%) AWS
3 277 (17.54%) Power Platform
4 270 (17.10%) GCP
5 246 (15.58%) Snowflake
6 161 (10.20%) Azure Data Factory
7 150 (9.50%) Azure Synapse Analytics
8 145 (9.18%) dbt
9 91 (5.76%) Amazon S3
10 84 (5.32%) Azure Machine Learning
10 84 (5.32%) Serverless
11 83 (5.26%) Azure DevOps
12 69 (4.37%) Azure AI
13 58 (3.67%) GitHub
14 52 (3.29%) SaaS
15 43 (2.72%) Microsoft Purview
16 40 (2.53%) AWS Lambda
17 30 (1.90%) Amazon EMR
18 25 (1.58%) GitHub Actions
19 23 (1.46%) AWS CloudFormation
Communications & Networking
1 29 (1.84%) Broadband
2 7 (0.44%) Internet
3 5 (0.32%) 5G
4 2 (0.13%) 4G
4 2 (0.13%) DAB
4 2 (0.13%) Firewall
4 2 (0.13%) HTTP
4 2 (0.13%) MQTT
5 1 (0.063%) Kerberos
Database & Business Intelligence
1 292 (18.49%) Data Warehouse
2 265 (16.78%) Power BI
3 214 (13.55%) Data Lake
4 144 (9.12%) SQL Server
5 126 (7.98%) BigQuery
5 126 (7.98%) Tableau
6 108 (6.84%) Amazon Redshift
7 97 (6.14%) Metadata
8 83 (5.26%) Big Data
9 66 (4.18%) Relational Database
10 62 (3.93%) NoSQL
11 59 (3.74%) Azure SQL Database
11 59 (3.74%) PostgreSQL
12 53 (3.36%) Delta Lake
12 53 (3.36%) Looker
12 53 (3.36%) Semantic Layer
12 53 (3.36%) Star Schema
13 50 (3.17%) Elasticsearch
14 47 (2.98%) Spark SQL
15 44 (2.79%) Snowflake Schema
Development Applications
1 106 (6.71%) Git
2 33 (2.09%) MLflow
3 32 (2.03%) Jenkins
4 22 (1.39%) GitLab
5 20 (1.27%) JIRA
6 12 (0.76%) IBM UrbanCode
7 7 (0.44%) Claude Code
8 4 (0.25%) Bitbucket
8 4 (0.25%) Selenium
9 3 (0.19%) Visual Studio Code
10 2 (0.13%) ERwin
10 2 (0.13%) VSS/SourceSafe
11 1 (0.063%) RStudio
11 1 (0.063%) SQL Server Management Studio (SSMS)
11 1 (0.063%) Visual Studio
11 1 (0.063%) Yeoman
General
1 412 (26.09%) Finance
2 365 (23.12%) Social Skills
3 271 (17.16%) Analytical Skills
4 106 (6.71%) Public Sector
5 98 (6.21%) Inclusion and Diversity
6 74 (4.69%) Banking
7 59 (3.74%) Retail
8 49 (3.10%) Legal
8 49 (3.10%) Marketing
9 43 (2.72%) Influencing Skills
10 35 (2.22%) Law
11 27 (1.71%) Financial Institution
12 26 (1.65%) Advertising
13 23 (1.46%) Manufacturing
14 17 (1.08%) Games
15 12 (0.76%) Investment Banking
16 11 (0.70%) Aerospace
16 11 (0.70%) Presentation Skills
17 9 (0.57%) Front Office
18 8 (0.51%) Telecoms
Job Titles
1 578 (36.61%) Data Engineer
2 343 (21.72%) Senior
3 284 (17.99%) Lead
4 158 (10.01%) Senior Data Engineer
5 138 (8.74%) Architect
6 111 (7.03%) Data Manager
7 99 (6.27%) Data Architect
8 93 (5.89%) Lead Data Engineer
9 74 (4.69%) Analyst
10 71 (4.50%) Consultant
11 70 (4.43%) Engineering Manager
12 62 (3.93%) Principal Engineer
13 55 (3.48%) Developer
14 49 (3.10%) Data Consultant
14 49 (3.10%) Head of Engineering
15 44 (2.79%) Python Engineer
16 43 (2.72%) Data Scientist
17 40 (2.53%) Software Engineer
18 37 (2.34%) Platform Engineer
19 36 (2.28%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 149 (9.44%) PySpark
2 102 (6.46%) Kafka
3 44 (2.79%) scikit-learn
4 43 (2.72%) LangChain
4 43 (2.72%) PyTorch
4 43 (2.72%) TensorFlow
5 36 (2.28%) LlamaIndex
6 35 (2.22%) REST
7 28 (1.77%) pgvector
8 27 (1.71%) Node.js
9 24 (1.52%) Pandas
10 21 (1.33%) .NET
11 18 (1.14%) SpaCy
12 17 (1.08%) Apache NiFi
12 17 (1.08%) JSON
13 15 (0.95%) RESTful
14 12 (0.76%) ARM Templates
15 11 (0.70%) FastAPI
15 11 (0.70%) YAML
16 10 (0.63%) Flask
Miscellaneous
1 170 (10.77%) Cloud Native
2 70 (4.43%) Data Structures
3 64 (4.05%) Product Ownership
4 53 (3.36%) Distributed Systems
5 34 (2.15%) Onboarding
6 28 (1.77%) e-Learning
7 26 (1.65%) Public Cloud
8 25 (1.58%) AI Agents
8 25 (1.58%) Clustering
8 25 (1.58%) Low-Code
9 22 (1.39%) Analytical Mindset
10 20 (1.27%) Greenfield Project
10 20 (1.27%) Management Information System
11 19 (1.20%) Distributed Computing
11 19 (1.20%) Legacy Systems
12 17 (1.08%) Self-Motivation
13 14 (0.89%) Distributed Architecture
13 14 (0.89%) Social Media
14 13 (0.82%) IoT
15 12 (0.76%) Algorithms
Operating Systems
1 7 (0.44%) Linux
1 7 (0.44%) Windows
2 1 (0.063%) Apple iOS
2 1 (0.063%) Unix
Processes & Methodologies
1 767 (48.58%) Analytics
2 618 (39.14%) AI
3 564 (35.72%) Data Pipeline
4 498 (31.54%) Data Modelling
5 437 (27.68%) ETL
6 433 (27.42%) Data Governance
7 397 (25.14%) Business Intelligence
8 391 (24.76%) Machine Learning
9 383 (24.26%) CI/CD
10 371 (23.50%) Agile
11 351 (22.23%) Decision-Making
12 349 (22.10%) Data Architecture
13 285 (18.05%) DevOps
14 278 (17.61%) Mentoring
15 276 (17.48%) Data Science
16 238 (15.07%) Roadmaps
17 237 (15.01%) Problem-Solving
18 186 (11.78%) Continuous Improvement
19 158 (10.01%) Technical Leadership
20 157 (9.94%) Use Case
Programming Languages
1 805 (50.98%) Python
2 788 (49.91%) SQL
3 112 (7.09%) Java
4 68 (4.31%) Scala
5 45 (2.85%) Data Analysis Expressions
6 42 (2.66%) JavaScript
7 29 (1.84%) R
8 23 (1.46%) TypeScript
9 18 (1.14%) Bash
10 17 (1.08%) C#
10 17 (1.08%) Go
11 16 (1.01%) PowerShell
12 15 (0.95%) C++
12 15 (0.95%) T-SQL
13 8 (0.51%) Bicep
13 8 (0.51%) Groovy
14 7 (0.44%) VBA
15 6 (0.38%) Julia
16 5 (0.32%) PL/SQL
17 4 (0.25%) Rust
Qualifications
1 181 (11.46%) Degree
2 144 (9.12%) Security Cleared
3 89 (5.64%) SC Cleared
4 56 (3.55%) Computer Science Degree
5 54 (3.42%) Master's Degree
6 40 (2.53%) DV Cleared
7 39 (2.47%) Azure Certification
8 30 (1.90%) DBS Check
9 25 (1.58%) BPSS Clearance
10 21 (1.33%) AWS Certification
11 19 (1.20%) PhD
12 11 (0.70%) ACCA
12 11 (0.70%) CIMA
12 11 (0.70%) Microsoft Certification
13 6 (0.38%) Numerate Degree
14 5 (0.32%) AWS Certified Solutions Architect
15 4 (0.25%) CCA
16 3 (0.19%) CBAP
16 3 (0.19%) CISSP
16 3 (0.19%) PMI Certification
Quality Assurance & Compliance
1 435 (27.55%) Data Quality
2 100 (6.33%) GDPR
3 53 (3.36%) Accessibility
4 39 (2.47%) QA
5 35 (2.22%) California Consumer Privacy Act
6 16 (1.01%) GRC
7 12 (0.76%) HIPAA
8 7 (0.44%) Actionable Recommendations
8 7 (0.44%) PERC
9 6 (0.38%) SLA
10 4 (0.25%) PMO
10 4 (0.25%) Solvency II
11 3 (0.19%) EU AI Act
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 (0.063%) ISO/IEC 27001
13 1 (0.063%) NIST
System Software
1 93 (5.89%) Docker
2 56 (3.55%) Virtual Machines
3 7 (0.44%) Active Directory
4 3 (0.19%) VMware Infrastructure
5 2 (0.13%) NDS
6 1 (0.063%) Apache Flume
6 1 (0.063%) Embedded Firmware
6 1 (0.063%) Firmware
Systems Management
1 123 (7.79%) Terraform
2 63 (3.99%) Kubernetes
3 15 (0.95%) Grafana
4 7 (0.44%) Prometheus
5 6 (0.38%) Ansible
6 4 (0.25%) 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 (0.063%) CASB
Vendors
1 461 (29.20%) Databricks
2 287 (18.18%) Microsoft
3 85 (5.38%) Google
4 50 (3.17%) Oracle
5 49 (3.10%) Dell
6 45 (2.85%) Informatica
7 38 (2.41%) Palantir
8 34 (2.15%) Foundry
9 32 (2.03%) SAP
10 28 (1.77%) Salesforce
11 27 (1.71%) Cloudera
12 26 (1.65%) Teradata
13 25 (1.58%) OpenAI
14 24 (1.52%) Denodo
15 12 (0.76%) Red Hat
16 10 (0.63%) Alteryx
16 10 (0.63%) Sage
17 6 (0.38%) MicroStrategy
18 5 (0.32%) Cognos
18 5 (0.32%) Talend