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

6 months to
21 Jul 2026
Same period 2025 Same period 2024
Rank 132 143 149
Rank change year-on-year +11 +6 -1
Permanent jobs citing Data Engineering 1,433 1,083 1,671
As % of all permanent jobs in the UK 1.43% 2.20% 1.78%
As % of the Processes & Methodologies category 1.95% 2.45% 2.18%
Number of salaries quoted 1,031 483 848
10th Percentile £45,000 £46,250 £42,500
25th Percentile £56,250 £58,000 £56,188
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 £90,000
90th Percentile £115,000 £118,750 £105,000
UK excluding London median annual salary £72,500 £67,500 £65,200
% change year-on-year +7.41% +3.53% +4.32%

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 73,631 44,290 76,685
As % of all permanent jobs advertised in the UK 73.59% 90.03% 81.87%
Number of salaries quoted 50,962 24,903 52,597
10th Percentile £30,500 £28,750 £30,000
25th Percentile £41,250 £37,750 £40,000
Median annual salary (50th Percentile) £60,000 £56,000 £55,000
Median % change year-on-year +7.14% +1.82% -8.84%
75th Percentile £78,750 £76,250 £73,750
90th Percentile £100,000 £98,474 £93,750
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 21 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 21 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 +17 1,329 £80,000 +6.67% 587
UK excluding London -31 665 £72,500 +7.41% 282
London +42 661 £90,000 - 368
Work from Home +2 434 £82,500 +10.00% 252
North of England -6 277 £80,000 +18.08% 97
North West -16 151 £80,000 +26.98% 46
South East -80 124 £70,000 +7.69% 94
Midlands +17 101 £70,000 +12.00% 34
Yorkshire -10 86 £75,000 +7.14% 26
West Midlands +20 73 £70,000 +16.67% 21
South West -31 64 £60,000 -14.29% 32
East of England +18 62 £70,000 +40.00% 8
North East -15 40 £70,000 +47.37% 25
East Midlands -12 28 £52,500 -22.79% 13
Scotland -5 25 £90,000 +56.52% 10
Wales -49 12 £60,000 -13.04% 6

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
1 173 (12.07%) Apache Airflow
2 171 (11.93%) Apache Spark
3 108 (7.54%) Apache
4 26 (1.81%) Palantir Foundry
5 22 (1.54%) SAS
6 16 (1.12%) Jupyter
7 11 (0.77%) SharePoint
8 7 (0.49%) Confluence
9 4 (0.28%) Moodle
10 2 (0.14%) Appian
10 2 (0.14%) Luigi
11 1 (0.070%) ArcGIS
11 1 (0.070%) Camunda
11 1 (0.070%) GeoServer
11 1 (0.070%) Microsoft Exchange
Applications
1 21 (1.47%) 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
1 656 (45.78%) Azure
2 462 (32.24%) AWS
3 254 (17.73%) GCP
4 242 (16.89%) Power Platform
5 231 (16.12%) Snowflake
6 163 (11.37%) Azure Data Factory
7 148 (10.33%) Azure Synapse Analytics
8 133 (9.28%) dbt
9 86 (6.00%) Amazon S3
10 79 (5.51%) Azure Machine Learning
11 75 (5.23%) Azure DevOps
11 75 (5.23%) Serverless
12 69 (4.82%) Azure AI
13 49 (3.42%) SaaS
14 44 (3.07%) GitHub
15 36 (2.51%) Microsoft Purview
16 33 (2.30%) AWS Lambda
17 27 (1.88%) Amazon EMR
18 25 (1.74%) GitHub Actions
19 24 (1.67%) Dagster
Communications & Networking
1 29 (2.02%) Broadband
2 7 (0.49%) Internet
3 5 (0.35%) 5G
4 4 (0.28%) HTTP
5 2 (0.14%) 4G
5 2 (0.14%) DAB
5 2 (0.14%) Firewall
5 2 (0.14%) MQTT
6 1 (0.070%) Kerberos
6 1 (0.070%) Radio Access Network
Database & Business Intelligence
1 275 (19.19%) Data Warehouse
2 231 (16.12%) Power BI
3 205 (14.31%) Data Lake
4 140 (9.77%) SQL Server
5 117 (8.16%) BigQuery
6 115 (8.03%) Tableau
7 99 (6.91%) Amazon Redshift
8 84 (5.86%) Metadata
9 69 (4.82%) Relational Database
10 68 (4.75%) Big Data
11 56 (3.91%) Azure SQL Database
11 56 (3.91%) Semantic Layer
12 55 (3.84%) Delta Lake
13 53 (3.70%) NoSQL
14 51 (3.56%) Elasticsearch
15 50 (3.49%) Spark SQL
15 50 (3.49%) Star Schema
16 49 (3.42%) PostgreSQL
17 48 (3.35%) Looker
18 42 (2.93%) Snowflake Schema
Development Applications
1 94 (6.56%) Git
2 38 (2.65%) MLflow
3 32 (2.23%) Jenkins
4 21 (1.47%) GitLab
5 17 (1.19%) JIRA
6 12 (0.84%) IBM UrbanCode
7 7 (0.49%) Claude Code
7 7 (0.49%) Selenium
8 2 (0.14%) Bitbucket
8 2 (0.14%) ERwin
8 2 (0.14%) VSS/SourceSafe
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%) Visual Studio Code
9 1 (0.070%) Yeoman
General
1 345 (24.08%) Finance
2 299 (20.87%) Social Skills
3 235 (16.40%) Analytical Skills
4 85 (5.93%) Public Sector
5 80 (5.58%) Inclusion and Diversity
6 60 (4.19%) Banking
7 57 (3.98%) Retail
8 41 (2.86%) Influencing Skills
9 38 (2.65%) Legal
10 32 (2.23%) Marketing
11 25 (1.74%) Law
12 23 (1.61%) Financial Institution
13 22 (1.54%) Advertising
14 19 (1.33%) Games
15 18 (1.26%) Manufacturing
16 12 (0.84%) Investment Banking
17 8 (0.56%) Front Office
18 7 (0.49%) Publishing
18 7 (0.49%) Telecoms
19 6 (0.42%) Presentation Skills
Job Titles
1 541 (37.75%) Data Engineer
2 319 (22.26%) Senior
3 246 (17.17%) Lead
4 159 (11.10%) Senior Data Engineer
5 125 (8.72%) Architect
6 108 (7.54%) Data Manager
7 91 (6.35%) Data Architect
8 85 (5.93%) Lead Data Engineer
9 70 (4.88%) Engineering Manager
10 69 (4.82%) Consultant
11 61 (4.26%) Analyst
12 56 (3.91%) Principal Engineer
13 52 (3.63%) Data Consultant
14 48 (3.35%) Head of Engineering
15 47 (3.28%) Developer
16 42 (2.93%) Python Engineer
17 40 (2.79%) Platform Engineer
18 36 (2.51%) AWS Engineer
19 33 (2.30%) Data Scientist
19 33 (2.30%) Finance Manager
Libraries, Frameworks & Software Standards
1 143 (9.98%) PySpark
2 97 (6.77%) Kafka
3 42 (2.93%) TensorFlow
4 41 (2.86%) PyTorch
5 39 (2.72%) REST
5 39 (2.72%) scikit-learn
6 33 (2.30%) LangChain
7 27 (1.88%) Node.js
7 27 (1.88%) pgvector
8 25 (1.74%) LlamaIndex
9 22 (1.54%) .NET
9 22 (1.54%) Pandas
10 17 (1.19%) JSON
11 15 (1.05%) SpaCy
12 13 (0.91%) HTML
12 13 (0.91%) RESTful
13 12 (0.84%) FastAPI
14 11 (0.77%) ARM Templates
15 10 (0.70%) Apache NiFi
15 10 (0.70%) YAML
Miscellaneous
1 146 (10.19%) Cloud Native
2 75 (5.23%) Data Structures
3 52 (3.63%) Product Ownership
4 49 (3.42%) Distributed Systems
5 28 (1.95%) Onboarding
6 26 (1.81%) e-Learning
6 26 (1.81%) Low-Code
6 26 (1.81%) Public Cloud
7 25 (1.74%) Clustering
8 18 (1.26%) Analytical Mindset
8 18 (1.26%) Greenfield Project
8 18 (1.26%) Self-Motivation
9 17 (1.19%) AI Agents
9 17 (1.19%) Legacy Systems
10 15 (1.05%) Management Information System
11 14 (0.98%) Social Media
12 13 (0.91%) IoT
13 12 (0.84%) Hedge funds
14 11 (0.77%) Distributed Computing
14 11 (0.77%) Reinsurance
Operating Systems
1 7 (0.49%) Linux
2 6 (0.42%) Windows
3 1 (0.070%) Unix
Processes & Methodologies
1 683 (47.66%) Analytics
2 538 (37.54%) AI
3 532 (37.12%) Data Pipeline
4 477 (33.29%) Data Modelling
5 422 (29.45%) Data Governance
6 396 (27.63%) ETL
7 355 (24.77%) Business Intelligence
8 351 (24.49%) CI/CD
9 339 (23.66%) Agile
10 335 (23.38%) Machine Learning
11 328 (22.89%) Data Architecture
12 288 (20.10%) Decision-Making
13 263 (18.35%) Mentoring
14 248 (17.31%) DevOps
15 239 (16.68%) Data Science
16 225 (15.70%) Problem-Solving
17 215 (15.00%) Roadmaps
18 153 (10.68%) Continuous Improvement
19 152 (10.61%) Use Case
20 139 (9.70%) Data Strategy
Programming Languages
1 731 (51.01%) Python
2 716 (49.97%) SQL
3 104 (7.26%) Java
4 60 (4.19%) Scala
5 43 (3.00%) Data Analysis Expressions
6 41 (2.86%) JavaScript
7 28 (1.95%) R
8 23 (1.61%) Bash
9 20 (1.40%) TypeScript
10 19 (1.33%) PowerShell
11 18 (1.26%) Go
12 17 (1.19%) C#
13 16 (1.12%) C++
14 12 (0.84%) T-SQL
15 8 (0.56%) Bicep
16 6 (0.42%) Groovy
16 6 (0.42%) Julia
17 5 (0.35%) PL/SQL
17 5 (0.35%) VBA
18 4 (0.28%) Rust
Qualifications
1 157 (10.96%) Degree
2 105 (7.33%) Security Cleared
3 65 (4.54%) SC Cleared
4 55 (3.84%) Computer Science Degree
5 45 (3.14%) Master's Degree
6 34 (2.37%) DBS Check
7 33 (2.30%) Azure Certification
8 31 (2.16%) DV Cleared
9 17 (1.19%) PhD
10 16 (1.12%) AWS Certification
11 10 (0.70%) ACCA
11 10 (0.70%) CIMA
12 8 (0.56%) BPSS Clearance
12 8 (0.56%) Microsoft Certification
13 7 (0.49%) AWS Certified Solutions Architect
14 4 (0.28%) CCA
15 3 (0.21%) CISSP
16 2 (0.14%) CompTIA Security+
16 2 (0.14%) PMI Certification
16 2 (0.14%) SANS
Quality Assurance & Compliance
1 402 (28.05%) Data Quality
2 100 (6.98%) GDPR
3 37 (2.58%) Accessibility
4 36 (2.51%) California Consumer Privacy Act
4 36 (2.51%) QA
5 21 (1.47%) GRC
6 13 (0.91%) HIPAA
7 9 (0.63%) SLA
8 7 (0.49%) PERC
9 4 (0.28%) ISO/IEC 27001
9 4 (0.28%) PMO
9 4 (0.28%) Solvency II
10 2 (0.14%) NIST
10 2 (0.14%) PCI DSS
10 2 (0.14%) PSD2
11 1 (0.070%) EU AI Act
11 1 (0.070%) Sarbanes-Oxley
System Software
1 88 (6.14%) Docker
2 56 (3.91%) Virtual Machines
3 7 (0.49%) Active Directory
4 3 (0.21%) VMware Infrastructure
5 1 (0.070%) Apache Flume
5 1 (0.070%) Embedded Firmware
5 1 (0.070%) Firmware
5 1 (0.070%) NDS
Systems Management
1 121 (8.44%) Terraform
2 59 (4.12%) Kubernetes
3 16 (1.12%) Grafana
4 9 (0.63%) Prometheus
5 5 (0.35%) Ansible
6 4 (0.28%) Single Sign-On
7 3 (0.21%) Argo
7 3 (0.21%) Kibana
7 3 (0.21%) Microsoft Intune
7 3 (0.21%) SCCM
8 2 (0.14%) Computer Emergency Response Teams
8 2 (0.14%) Computer Incident Response Team
8 2 (0.14%) Control-M
9 1 (0.070%) CASB
9 1 (0.070%) Kubeflow
Vendors
1 433 (30.22%) Databricks
2 260 (18.14%) Microsoft
3 74 (5.16%) Google
4 51 (3.56%) Informatica
5 48 (3.35%) Dell
5 48 (3.35%) Oracle
6 45 (3.14%) Palantir
7 34 (2.37%) Foundry
8 31 (2.16%) SAP
9 28 (1.95%) Cloudera
10 26 (1.81%) Teradata
11 24 (1.67%) Denodo
11 24 (1.67%) OpenAI
11 24 (1.67%) Salesforce
12 12 (0.84%) Red Hat
13 10 (0.70%) Sage
14 8 (0.56%) MicroStrategy
14 8 (0.56%) Talend
15 7 (0.49%) Cognos
16 4 (0.28%) Alteryx