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

6 months to
20 Jul 2026
Same period 2025 Same period 2024
Rank 134 143 154
Rank change year-on-year +9 +11 -4
Permanent jobs citing Data Engineering 1,431 1,082 1,689
As % of all permanent jobs in the UK 1.43% 2.19% 1.76%
As % of the Processes & Methodologies category 1.95% 2.44% 2.14%
Number of salaries quoted 1,030 489 860
10th Percentile £44,986 £46,250 £42,500
25th Percentile £56,438 £58,000 £55,000
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 £98,750 £90,000
90th Percentile £115,000 £119,000 £105,000
UK excluding London median annual salary £72,500 £67,500 £65,000
% change year-on-year +7.41% +3.85% +4.00%

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 73,502 44,419 78,905
As % of all permanent jobs advertised in the UK 73.60% 90.05% 82.05%
Number of salaries quoted 50,918 25,002 54,550
10th Percentile £30,250 £28,750 £30,000
25th Percentile £41,250 £38,000 £40,000
Median annual salary (50th Percentile) £60,000 £56,500 £55,000
Median % change year-on-year +6.19% +2.73% -8.79%
75th Percentile £78,750 £76,250 £73,250
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 20 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 20 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 +9 1,324 £80,000 +6.67% 476
UK excluding London -38 665 £72,500 +7.41% 247
London +37 658 £90,000 -1.37% 299
Work from Home +1 431 £82,500 +10.00% 188
North of England -8 277 £80,000 +18.52% 83
North West -18 152 £80,000 +26.98% 40
South East -71 123 £70,000 +7.69% 84
Midlands +20 101 £70,000 +12.00% 28
Yorkshire +2 86 £75,000 +7.14% 20
West Midlands +21 73 £70,000 +16.67% 18
South West -33 63 £60,000 -14.29% 27
East of England +11 62 £70,000 +40.00% 7
North East -15 39 £67,500 +42.11% 23
East Midlands -10 28 £52,500 -22.79% 10
Scotland -4 26 £90,000 +56.52% 12
Wales -46 13 £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
1 173 (12.09%) Apache Airflow
2 168 (11.74%) Apache Spark
3 108 (7.55%) Apache
4 28 (1.96%) 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
1 657 (45.91%) Azure
2 464 (32.42%) AWS
3 253 (17.68%) GCP
4 242 (16.91%) Power Platform
5 233 (16.28%) Snowflake
6 162 (11.32%) Azure Data Factory
7 148 (10.34%) Azure Synapse Analytics
8 133 (9.29%) dbt
9 85 (5.94%) Amazon S3
10 79 (5.52%) Azure Machine Learning
11 75 (5.24%) Azure DevOps
12 74 (5.17%) Serverless
13 69 (4.82%) Azure AI
14 48 (3.35%) SaaS
15 44 (3.07%) GitHub
16 35 (2.45%) Microsoft Purview
17 32 (2.24%) AWS Lambda
18 27 (1.89%) Amazon EMR
19 25 (1.75%) GitHub Actions
20 24 (1.68%) Dagster
Communications & Networking
1 29 (2.03%) 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
1 273 (19.08%) Data Warehouse
2 231 (16.14%) Power BI
3 206 (14.40%) Data Lake
4 140 (9.78%) SQL Server
5 116 (8.11%) BigQuery
6 114 (7.97%) Tableau
7 97 (6.78%) Amazon Redshift
8 83 (5.80%) Metadata
9 68 (4.75%) Big Data
9 68 (4.75%) Relational Database
10 57 (3.98%) Semantic Layer
11 54 (3.77%) Delta Lake
12 53 (3.70%) Azure SQL Database
13 52 (3.63%) NoSQL
14 51 (3.56%) Elasticsearch
14 51 (3.56%) Star Schema
15 49 (3.42%) PostgreSQL
15 49 (3.42%) Spark SQL
16 47 (3.28%) Looker
17 42 (2.94%) Snowflake Schema
Development Applications
1 93 (6.50%) Git
2 38 (2.66%) MLflow
3 31 (2.17%) 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
1 341 (23.83%) Finance
2 301 (21.03%) Social Skills
3 235 (16.42%) Analytical Skills
4 86 (6.01%) Public Sector
5 80 (5.59%) Inclusion and Diversity
6 58 (4.05%) Banking
7 57 (3.98%) Retail
8 43 (3.00%) Influencing Skills
9 38 (2.66%) Legal
10 32 (2.24%) Marketing
11 25 (1.75%) Law
12 22 (1.54%) Advertising
12 22 (1.54%) Financial Institution
13 19 (1.33%) Games
14 18 (1.26%) Manufacturing
15 12 (0.84%) Investment Banking
16 8 (0.56%) Front Office
17 7 (0.49%) Publishing
17 7 (0.49%) Telecoms
18 6 (0.42%) Presentation Skills
Job Titles
1 540 (37.74%) Data Engineer
2 320 (22.36%) Senior
3 242 (16.91%) Lead
4 160 (11.18%) Senior Data Engineer
5 128 (8.94%) Architect
6 108 (7.55%) Data Manager
7 94 (6.57%) Data Architect
8 84 (5.87%) Lead Data Engineer
9 71 (4.96%) Consultant
10 70 (4.89%) Engineering Manager
11 62 (4.33%) Analyst
12 56 (3.91%) Principal Engineer
13 54 (3.77%) Data Consultant
14 48 (3.35%) Head of Engineering
15 47 (3.28%) Developer
16 41 (2.87%) Python Engineer
17 40 (2.80%) Platform Engineer
18 36 (2.52%) AWS Engineer
19 33 (2.31%) Azure Engineer
19 33 (2.31%) Finance Manager
Libraries, Frameworks & Software Standards
1 141 (9.85%) PySpark
2 96 (6.71%) Kafka
3 42 (2.94%) TensorFlow
4 41 (2.87%) PyTorch
5 39 (2.73%) REST
5 39 (2.73%) scikit-learn
6 33 (2.31%) LangChain
7 27 (1.89%) Node.js
7 27 (1.89%) pgvector
8 25 (1.75%) LlamaIndex
9 22 (1.54%) .NET
9 22 (1.54%) Pandas
10 17 (1.19%) JSON
11 14 (0.98%) 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%) NumPy
Miscellaneous
1 145 (10.13%) Cloud Native
2 77 (5.38%) Data Structures
3 52 (3.63%) Product Ownership
4 49 (3.42%) Distributed Systems
5 28 (1.96%) Onboarding
6 26 (1.82%) Low-Code
6 26 (1.82%) Public Cloud
7 25 (1.75%) Clustering
7 25 (1.75%) e-Learning
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%) Sports Betting
Operating Systems
1 7 (0.49%) Linux
2 6 (0.42%) Windows
3 1 (0.070%) Unix
Processes & Methodologies
1 686 (47.94%) Analytics
2 539 (37.67%) AI
3 534 (37.32%) Data Pipeline
4 478 (33.40%) Data Modelling
5 425 (29.70%) Data Governance
6 395 (27.60%) ETL
7 354 (24.74%) Business Intelligence
8 350 (24.46%) CI/CD
9 338 (23.62%) Agile
10 334 (23.34%) Machine Learning
11 329 (22.99%) Data Architecture
12 287 (20.06%) Decision-Making
13 264 (18.45%) Mentoring
14 247 (17.26%) DevOps
15 237 (16.56%) Data Science
16 224 (15.65%) Problem-Solving
17 214 (14.95%) Roadmaps
18 154 (10.76%) Continuous Improvement
19 153 (10.69%) Use Case
20 141 (9.85%) Data Strategy
Programming Languages
1 728 (50.87%) Python
2 715 (49.97%) SQL
3 102 (7.13%) Java
4 58 (4.05%) Scala
5 43 (3.00%) Data Analysis Expressions
6 39 (2.73%) JavaScript
7 26 (1.82%) R
8 23 (1.61%) Bash
9 19 (1.33%) PowerShell
9 19 (1.33%) TypeScript
10 18 (1.26%) Go
11 17 (1.19%) C#
12 14 (0.98%) C++
13 12 (0.84%) T-SQL
14 8 (0.56%) Bicep
15 6 (0.42%) Groovy
15 6 (0.42%) Julia
16 5 (0.35%) PL/SQL
16 5 (0.35%) VBA
17 4 (0.28%) Rust
Qualifications
1 155 (10.83%) Degree
2 104 (7.27%) Security Cleared
3 63 (4.40%) SC Cleared
4 55 (3.84%) Computer Science Degree
5 44 (3.07%) Master's Degree
6 34 (2.38%) DBS Check
7 32 (2.24%) Azure Certification
8 31 (2.17%) DV Cleared
9 16 (1.12%) AWS Certification
9 16 (1.12%) PhD
10 10 (0.70%) ACCA
10 10 (0.70%) CIMA
11 7 (0.49%) AWS Certified Solutions Architect
11 7 (0.49%) BPSS Clearance
11 7 (0.49%) Microsoft Certification
12 4 (0.28%) CCA
13 3 (0.21%) CISSP
14 2 (0.14%) CompTIA Security+
14 2 (0.14%) PMI Certification
14 2 (0.14%) SANS
Quality Assurance & Compliance
1 402 (28.09%) Data Quality
2 99 (6.92%) GDPR
3 38 (2.66%) Accessibility
4 36 (2.52%) California Consumer Privacy Act
4 36 (2.52%) QA
5 22 (1.54%) 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 87 (6.08%) 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 (8.46%) Terraform
2 58 (4.05%) 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
1 432 (30.19%) Databricks
2 259 (18.10%) Microsoft
3 74 (5.17%) Google
4 51 (3.56%) Informatica
5 48 (3.35%) Dell
5 48 (3.35%) Oracle
6 47 (3.28%) Palantir
7 36 (2.52%) Foundry
8 31 (2.17%) SAP
9 28 (1.96%) Cloudera
10 26 (1.82%) Teradata
11 25 (1.75%) OpenAI
12 24 (1.68%) Denodo
12 24 (1.68%) Salesforce
13 12 (0.84%) Red Hat
14 10 (0.70%) Sage
15 8 (0.56%) MicroStrategy
15 8 (0.56%) Talend
16 7 (0.49%) Cognos
17 4 (0.28%) Alteryx