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

6 months to
12 Jul 2026
Same period 2025 Same period 2024
Rank 132 145 154
Rank change year-on-year +13 +9 -4
Permanent jobs citing Data Engineering 1,432 1,091 1,772
As % of all permanent jobs in the UK 1.45% 2.22% 1.75%
As % of the Processes & Methodologies category 1.97% 2.46% 2.13%
Number of salaries quoted 1,029 506 921
10th Percentile £45,594 £46,368 £44,738
25th Percentile £57,500 £60,000 £56,000
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 £99,688 £90,000
90th Percentile £115,000 £121,250 £105,000
UK excluding London median annual salary £72,500 £67,500 £65,400
% change year-on-year +7.41% +3.21% +4.64%

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 72,826 44,439 83,222
As % of all permanent jobs advertised in the UK 73.81% 90.30% 82.24%
Number of salaries quoted 50,337 24,847 58,274
10th Percentile £30,250 £28,750 £29,750
25th Percentile £41,250 £38,250 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -8.71%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £98,750 £92,500
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 12 July 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 12 July 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 +15 1,320 £80,000 +6.67% 581
UK excluding London -30 667 £72,500 +7.41% 332
London +37 652 £90,000 -2.70% 326
Work from Home -6 440 £82,500 +8.20% 248
North of England -6 276 £79,500 +17.78% 117
North West -29 148 £80,000 +36.75% 61
South East -72 124 £70,000 - 89
Midlands +22 104 £70,000 +7.69% 46
Yorkshire -1 90 £75,000 +7.14% 37
West Midlands +25 73 £70,000 +16.67% 32
East of England +14 64 £70,000 +40.00% 8
South West -38 61 £60,000 -27.27% 43
North East -26 38 £67,500 +42.11% 20
East Midlands -14 31 £58,750 -13.60% 14
Scotland -11 25 £90,000 +56.52% 7
Wales -39 13 £60,000 -13.04% 4

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
1 184 (12.85%) Apache Airflow
2 169 (11.80%) Apache Spark
3 113 (7.89%) Apache
4 31 (2.16%) Palantir Foundry
5 22 (1.54%) SAS
6 16 (1.12%) Jupyter
7 10 (0.70%) Confluence
7 10 (0.70%) SharePoint
8 4 (0.28%) Moodle
9 3 (0.21%) Appian
10 2 (0.14%) Luigi
10 2 (0.14%) Microsoft Exchange
11 1 (0.070%) ArcGIS
11 1 (0.070%) Camunda
11 1 (0.070%) GeoServer
11 1 (0.070%) WordPress
Applications
1 20 (1.40%) Microsoft Excel
2 10 (0.70%) Spreadsheet
3 2 (0.14%) Microsoft Office
4 1 (0.070%) Chatbot
Business Applications
1 3 (0.21%) SAP S/4HANA
1 3 (0.21%) SAP SD
2 2 (0.14%) Dynamics CRM
2 2 (0.14%) Markit EDM
2 2 (0.14%) SAP Business One
2 2 (0.14%) Unit4 Business World
3 1 (0.070%) FastStats
3 1 (0.070%) Infor M3
3 1 (0.070%) NetSuite
3 1 (0.070%) Oracle Assets
3 1 (0.070%) Oracle ERP
3 1 (0.070%) Primavera
Cloud Services
1 661 (46.16%) Azure
2 468 (32.68%) AWS
3 254 (17.74%) GCP
4 237 (16.55%) Power Platform
4 237 (16.55%) Snowflake
5 163 (11.38%) Azure Data Factory
6 149 (10.41%) Azure Synapse Analytics
7 137 (9.57%) dbt
8 87 (6.08%) Amazon S3
9 78 (5.45%) Azure Machine Learning
10 75 (5.24%) Serverless
11 72 (5.03%) Azure DevOps
12 69 (4.82%) Azure AI
13 47 (3.28%) GitHub
14 45 (3.14%) SaaS
15 35 (2.44%) AWS Lambda
16 34 (2.37%) Microsoft Purview
17 27 (1.89%) Amazon EMR
17 27 (1.89%) GitHub Actions
18 25 (1.75%) Dagster
Communications & Networking
1 30 (2.09%) Broadband
2 5 (0.35%) Internet
3 4 (0.28%) 5G
3 4 (0.28%) HTTP
4 2 (0.14%) 4G
4 2 (0.14%) DAB
4 2 (0.14%) Firewall
4 2 (0.14%) MQTT
5 1 (0.070%) Kerberos
5 1 (0.070%) Radio Access Network
Database & Business Intelligence
1 277 (19.34%) Data Warehouse
2 228 (15.92%) Power BI
3 210 (14.66%) Data Lake
4 142 (9.92%) SQL Server
5 119 (8.31%) BigQuery
6 112 (7.82%) Tableau
7 101 (7.05%) Amazon Redshift
8 86 (6.01%) Metadata
9 70 (4.89%) Relational Database
10 67 (4.68%) Big Data
11 59 (4.12%) Semantic Layer
12 54 (3.77%) Delta Lake
13 53 (3.70%) Azure SQL Database
14 52 (3.63%) Elasticsearch
14 52 (3.63%) NoSQL
15 51 (3.56%) Spark SQL
16 49 (3.42%) Star Schema
17 47 (3.28%) PostgreSQL
18 46 (3.21%) Looker
19 42 (2.93%) Snowflake Schema
Development Applications
1 97 (6.77%) Git
2 40 (2.79%) MLflow
3 31 (2.16%) Jenkins
4 21 (1.47%) GitLab
5 20 (1.40%) JIRA
6 12 (0.84%) IBM UrbanCode
7 7 (0.49%) Claude Code
7 7 (0.49%) Selenium
8 2 (0.14%) ERwin
8 2 (0.14%) VSS/SourceSafe
9 1 (0.070%) Bitbucket
9 1 (0.070%) Deequ
9 1 (0.070%) RStudio
9 1 (0.070%) SQL Server Management Studio (SSMS)
9 1 (0.070%) Visual Studio
9 1 (0.070%) Yeoman
General
1 340 (23.74%) Finance
2 303 (21.16%) Social Skills
3 227 (15.85%) Analytical Skills
4 88 (6.15%) Public Sector
5 80 (5.59%) Inclusion and Diversity
6 60 (4.19%) Retail
7 58 (4.05%) Banking
8 42 (2.93%) Influencing Skills
9 36 (2.51%) Legal
10 32 (2.23%) Marketing
11 27 (1.89%) Law
12 22 (1.54%) Advertising
13 21 (1.47%) Financial Institution
14 20 (1.40%) Manufacturing
15 19 (1.33%) Games
16 12 (0.84%) Investment Banking
17 9 (0.63%) Telecoms
18 7 (0.49%) Automotive
18 7 (0.49%) Front Office
18 7 (0.49%) Publishing
Job Titles
1 550 (38.41%) Data Engineer
2 325 (22.70%) Senior
3 233 (16.27%) Lead
4 165 (11.52%) Senior Data Engineer
5 120 (8.38%) Architect
6 109 (7.61%) Data Manager
7 88 (6.15%) Data Architect
8 85 (5.94%) Lead Data Engineer
9 70 (4.89%) Consultant
9 70 (4.89%) Engineering Manager
10 62 (4.33%) Analyst
11 56 (3.91%) Principal Engineer
12 54 (3.77%) Data Consultant
13 50 (3.49%) Developer
14 47 (3.28%) Head of Engineering
15 42 (2.93%) Platform Engineer
16 39 (2.72%) AWS Engineer
17 36 (2.51%) Python Engineer
18 33 (2.30%) AWS Data Engineer
18 33 (2.30%) Finance Manager
Libraries, Frameworks & Software Standards
1 150 (10.47%) PySpark
2 99 (6.91%) Kafka
3 48 (3.35%) TensorFlow
4 47 (3.28%) PyTorch
5 41 (2.86%) REST
6 40 (2.79%) scikit-learn
7 33 (2.30%) LangChain
8 27 (1.89%) Node.js
8 27 (1.89%) pgvector
9 25 (1.75%) LlamaIndex
10 23 (1.61%) Pandas
11 21 (1.47%) .NET
12 16 (1.12%) JSON
13 15 (1.05%) RESTful
14 13 (0.91%) HTML
14 13 (0.91%) SpaCy
15 12 (0.84%) FastAPI
16 11 (0.77%) Apache NiFi
16 11 (0.77%) ARM Templates
16 11 (0.77%) NumPy
Miscellaneous
1 143 (9.99%) Cloud Native
2 76 (5.31%) Data Structures
3 52 (3.63%) Product Ownership
4 50 (3.49%) Distributed Systems
5 27 (1.89%) Public Cloud
6 25 (1.75%) Clustering
6 25 (1.75%) Low-Code
6 25 (1.75%) Onboarding
7 24 (1.68%) e-Learning
8 20 (1.40%) Self-Motivation
9 19 (1.33%) Legacy Systems
10 16 (1.12%) Analytical Mindset
10 16 (1.12%) Greenfield Project
11 15 (1.05%) AI Agents
11 15 (1.05%) Management Information System
12 14 (0.98%) Social Media
13 12 (0.84%) NHS
13 12 (0.84%) Sports Betting
14 11 (0.77%) Distributed Computing
14 11 (0.77%) IoT
Operating Systems
1 9 (0.63%) Linux
2 5 (0.35%) Windows
3 1 (0.070%) Unix
Processes & Methodologies
1 685 (47.84%) Analytics
2 552 (38.55%) Data Pipeline
3 532 (37.15%) AI
4 480 (33.52%) Data Modelling
5 425 (29.68%) Data Governance
6 408 (28.49%) ETL
7 358 (25.00%) CI/CD
8 352 (24.58%) Business Intelligence
9 337 (23.53%) Agile
10 330 (23.04%) Machine Learning
11 329 (22.97%) Data Architecture
12 284 (19.83%) Decision-Making
13 262 (18.30%) Mentoring
14 246 (17.18%) DevOps
15 235 (16.41%) Data Science
16 232 (16.20%) Problem-Solving
17 213 (14.87%) Roadmaps
18 156 (10.89%) Continuous Improvement
19 151 (10.54%) Use Case
20 141 (9.85%) Data Strategy
Programming Languages
1 737 (51.47%) Python
2 721 (50.35%) SQL
3 104 (7.26%) Java
4 57 (3.98%) Scala
5 43 (3.00%) Data Analysis Expressions
6 35 (2.44%) JavaScript
7 26 (1.82%) Bash
7 26 (1.82%) R
8 21 (1.47%) PowerShell
9 18 (1.26%) C#
9 18 (1.26%) Go
9 18 (1.26%) TypeScript
10 14 (0.98%) C++
11 12 (0.84%) T-SQL
12 7 (0.49%) Bicep
12 7 (0.49%) Groovy
13 6 (0.42%) Julia
14 5 (0.35%) PL/SQL
15 4 (0.28%) Rust
16 3 (0.21%) VBA
Qualifications
1 157 (10.96%) Degree
2 106 (7.40%) Security Cleared
3 61 (4.26%) SC Cleared
4 59 (4.12%) Computer Science Degree
5 50 (3.49%) Master's Degree
6 36 (2.51%) DBS Check
7 29 (2.03%) Azure Certification
7 29 (2.03%) DV Cleared
8 15 (1.05%) AWS Certification
8 15 (1.05%) PhD
9 10 (0.70%) ACCA
9 10 (0.70%) CIMA
10 8 (0.56%) BPSS Clearance
11 7 (0.49%) Microsoft Certification
12 6 (0.42%) AWS Certified Solutions Architect
13 4 (0.28%) CCA
14 3 (0.21%) CISSP
15 2 (0.14%) CompTIA Security+
15 2 (0.14%) GIAC
15 2 (0.14%) SANS
Quality Assurance & Compliance
1 416 (29.05%) Data Quality
2 98 (6.84%) GDPR
3 36 (2.51%) California Consumer Privacy Act
4 35 (2.44%) Accessibility
5 33 (2.30%) QA
6 23 (1.61%) GRC
7 14 (0.98%) HIPAA
8 10 (0.70%) SLA
9 7 (0.49%) PERC
10 5 (0.35%) ISO/IEC 27001
11 4 (0.28%) Solvency II
12 3 (0.21%) NIST
13 2 (0.14%) PCI DSS
13 2 (0.14%) PSD2
13 2 (0.14%) Sarbanes-Oxley
14 1 (0.070%) EU AI Act
14 1 (0.070%) PMO
System Software
1 89 (6.22%) Docker
2 57 (3.98%) Virtual Machines
3 7 (0.49%) Active Directory
4 2 (0.14%) VMware Infrastructure
5 1 (0.070%) Apache Flume
5 1 (0.070%) Embedded Firmware
5 1 (0.070%) Firmware
Systems Management
1 124 (8.66%) Terraform
2 60 (4.19%) Kubernetes
3 17 (1.19%) Grafana
4 10 (0.70%) Prometheus
5 5 (0.35%) Ansible
5 5 (0.35%) Single Sign-On
6 3 (0.21%) Argo
6 3 (0.21%) Kibana
6 3 (0.21%) Microsoft Intune
6 3 (0.21%) SCCM
7 2 (0.14%) Computer Emergency Response Teams
7 2 (0.14%) Computer Incident Response Team
7 2 (0.14%) Control-M
8 1 (0.070%) CASB
8 1 (0.070%) Kubeflow
Vendors
1 439 (30.66%) Databricks
2 249 (17.39%) Microsoft
3 75 (5.24%) Google
4 53 (3.70%) Informatica
5 52 (3.63%) Dell
6 51 (3.56%) Palantir
7 48 (3.35%) Oracle
8 39 (2.72%) Foundry
9 29 (2.03%) SAP
10 28 (1.96%) Cloudera
11 26 (1.82%) Teradata
12 25 (1.75%) OpenAI
13 24 (1.68%) Denodo
13 24 (1.68%) Salesforce
14 12 (0.84%) Red Hat
15 10 (0.70%) Sage
16 9 (0.63%) Talend
17 8 (0.56%) MicroStrategy
18 7 (0.49%) Cognos
19 5 (0.35%) MuleSoft