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 27 June 2026, with comparisons to the same periods in the previous two years.

6 months to
27 Jun 2026
Same period 2025 Same period 2024
Rank 129 142 154
Rank change year-on-year +13 +12 -8
Permanent jobs citing Data Engineering 1,382 1,058 1,862
As % of all permanent jobs in the UK 1.45% 2.32% 1.76%
As % of the Processes & Methodologies category 1.98% 2.52% 2.15%
Number of salaries quoted 976 499 958
10th Percentile £45,743 £46,250 £43,750
25th Percentile £57,500 £60,000 £56,250
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 £102,410 £90,000
90th Percentile £115,000 £122,500 £107,469
UK excluding London median annual salary £70,000 £67,500 £65,066
% change year-on-year +3.70% +3.74% +4.10%

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 69,907 41,954 86,795
As % of all permanent jobs advertised in the UK 73.40% 92.11% 82.23%
Number of salaries quoted 48,219 22,640 61,471
10th Percentile £30,000 £28,750 £29,750
25th Percentile £41,250 £38,750 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -9.54%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £100,000 £92,500
UK excluding London median annual salary £53,000 £50,000 £50,000
% change year-on-year +6.00% - -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 27 June 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 27 June 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 +12 1,258 £80,000 +6.67% 420
UK excluding London -32 642 £70,000 +3.70% 281
London +38 625 £90,000 -5.26% 254
Work from Home +7 429 £82,500 - 208
North of England -17 259 £80,000 +18.52% 67
North West -22 143 £90,000 +42.86% 41
South East -73 117 £70,000 - 108
Midlands +22 102 £70,000 +16.67% 36
Yorkshire -9 81 £77,500 +10.71% 12
West Midlands +29 71 £70,000 +20.17% 22
East of England +16 65 £70,000 +40.00% 15
South West -39 54 £57,500 -39.47% 32
North East -15 35 £67,500 +42.11% 14
Scotland -2 31 £90,000 +56.52% 11
East Midlands -14 30 £65,000 -3.70% 14
Wales -41 14 £61,750 -10.51% 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
1 189 (13.68%) Apache Airflow
2 163 (11.79%) Apache Spark
3 110 (7.96%) Apache
4 34 (2.46%) Palantir Foundry
5 21 (1.52%) SAS
6 15 (1.09%) Jupyter
7 11 (0.80%) SharePoint
8 10 (0.72%) Confluence
9 5 (0.36%) Appian
10 4 (0.29%) Moodle
11 3 (0.22%) Microsoft Exchange
12 2 (0.14%) Luigi
13 1 (0.072%) ArcGIS
13 1 (0.072%) Camunda
13 1 (0.072%) GeoServer
13 1 (0.072%) WordPress
Applications
1 21 (1.52%) Microsoft Excel
2 10 (0.72%) Spreadsheet
3 2 (0.14%) Microsoft Office
4 1 (0.072%) Chatbot
Business Applications
1 3 (0.22%) SAP S/4HANA
1 3 (0.22%) 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 (0.072%) FastStats
3 1 (0.072%) Infor M3
3 1 (0.072%) Oracle Assets
3 1 (0.072%) Oracle ERP
3 1 (0.072%) Primavera
Cloud Services
1 650 (47.03%) Azure
2 453 (32.78%) AWS
3 246 (17.80%) GCP
4 232 (16.79%) Power Platform
5 231 (16.71%) Snowflake
6 162 (11.72%) Azure Data Factory
7 148 (10.71%) Azure Synapse Analytics
8 134 (9.70%) dbt
9 87 (6.30%) Amazon S3
10 79 (5.72%) Azure Machine Learning
11 74 (5.35%) Azure AI
11 74 (5.35%) Serverless
12 73 (5.28%) Azure DevOps
13 46 (3.33%) GitHub
13 46 (3.33%) SaaS
14 35 (2.53%) AWS Lambda
15 30 (2.17%) Microsoft Purview
16 28 (2.03%) Dagster
17 27 (1.95%) GitHub Actions
18 23 (1.66%) Amazon EMR
Communications & Networking
1 30 (2.17%) Broadband
2 4 (0.29%) HTTP
3 3 (0.22%) 5G
4 2 (0.14%) 4G
4 2 (0.14%) DAB
4 2 (0.14%) Firewall
4 2 (0.14%) Internet
4 2 (0.14%) MQTT
5 1 (0.072%) DHCP
5 1 (0.072%) DNS
5 1 (0.072%) Kerberos
5 1 (0.072%) Radio Access Network
Database & Business Intelligence
1 277 (20.04%) Data Warehouse
2 223 (16.14%) Power BI
3 206 (14.91%) Data Lake
4 149 (10.78%) SQL Server
5 121 (8.76%) BigQuery
6 111 (8.03%) Tableau
7 99 (7.16%) Amazon Redshift
8 84 (6.08%) Metadata
9 69 (4.99%) Relational Database
10 60 (4.34%) Semantic Layer
11 58 (4.20%) Delta Lake
12 56 (4.05%) Big Data
13 53 (3.84%) Elasticsearch
14 52 (3.76%) Azure SQL Database
15 51 (3.69%) Spark SQL
16 49 (3.55%) NoSQL
17 47 (3.40%) Looker
18 44 (3.18%) PostgreSQL
18 44 (3.18%) Star Schema
19 42 (3.04%) Snowflake Schema
Development Applications
1 94 (6.80%) Git
2 47 (3.40%) MLflow
3 30 (2.17%) Jenkins
4 20 (1.45%) GitLab
4 20 (1.45%) JIRA
5 12 (0.87%) IBM UrbanCode
6 7 (0.51%) Selenium
7 6 (0.43%) Claude Code
8 3 (0.22%) SQL Server Management Studio (SSMS)
9 2 (0.14%) ERwin
9 2 (0.14%) VSS/SourceSafe
10 1 (0.072%) Bitbucket
10 1 (0.072%) Deequ
10 1 (0.072%) RStudio
10 1 (0.072%) Visual Studio
10 1 (0.072%) Yeoman
General
1 333 (24.10%) Finance
2 289 (20.91%) Social Skills
3 217 (15.70%) Analytical Skills
4 85 (6.15%) Public Sector
5 83 (6.01%) Inclusion and Diversity
6 57 (4.12%) Banking
6 57 (4.12%) Retail
7 40 (2.89%) Influencing Skills
8 36 (2.60%) Legal
9 30 (2.17%) Marketing
10 28 (2.03%) Law
11 21 (1.52%) Advertising
12 19 (1.37%) Financial Institution
12 19 (1.37%) Games
13 17 (1.23%) Manufacturing
14 12 (0.87%) Investment Banking
15 8 (0.58%) Telecoms
16 7 (0.51%) Automotive
16 7 (0.51%) Front Office
16 7 (0.51%) Publishing
Job Titles
1 536 (38.78%) Data Engineer
2 301 (21.78%) Senior
3 233 (16.86%) Lead
4 153 (11.07%) Senior Data Engineer
5 108 (7.81%) Architect
6 105 (7.60%) Data Manager
7 89 (6.44%) Lead Data Engineer
8 83 (6.01%) Data Architect
9 71 (5.14%) Consultant
10 67 (4.85%) Engineering Manager
11 58 (4.20%) Analyst
12 56 (4.05%) Data Consultant
13 51 (3.69%) Principal Engineer
14 50 (3.62%) Developer
15 46 (3.33%) Head of Engineering
16 45 (3.26%) Platform Engineer
17 40 (2.89%) AWS Engineer
18 37 (2.68%) Azure Engineer
19 33 (2.39%) AWS Data Engineer
19 33 (2.39%) Finance Manager
Libraries, Frameworks & Software Standards
1 146 (10.56%) PySpark
2 93 (6.73%) Kafka
3 51 (3.69%) PyTorch
3 51 (3.69%) TensorFlow
4 44 (3.18%) REST
5 38 (2.75%) scikit-learn
6 36 (2.60%) LangChain
7 28 (2.03%) Node.js
8 27 (1.95%) pgvector
9 25 (1.81%) LlamaIndex
10 23 (1.66%) Pandas
11 20 (1.45%) .NET
12 16 (1.16%) JSON
13 15 (1.09%) RESTful
14 13 (0.94%) HTML
15 12 (0.87%) FastAPI
16 11 (0.80%) ARM Templates
16 11 (0.80%) Faiss
16 11 (0.80%) NumPy
16 11 (0.80%) SpaCy
Miscellaneous
1 136 (9.84%) Cloud Native
2 69 (4.99%) Data Structures
3 54 (3.91%) Product Ownership
4 48 (3.47%) Distributed Systems
5 27 (1.95%) Low-Code
5 27 (1.95%) Public Cloud
6 25 (1.81%) Clustering
7 22 (1.59%) e-Learning
7 22 (1.59%) Onboarding
8 21 (1.52%) Legacy Systems
8 21 (1.52%) Self-Motivation
9 15 (1.09%) Greenfield Project
9 15 (1.09%) Management Information System
10 14 (1.01%) AI Agents
10 14 (1.01%) Analytical Mindset
10 14 (1.01%) Social Media
11 12 (0.87%) Sports Betting
12 11 (0.80%) NHS
13 10 (0.72%) Cyberattack
13 10 (0.72%) Reinsurance
Operating Systems
1 9 (0.65%) Linux
2 5 (0.36%) Windows
3 1 (0.072%) Unix
3 1 (0.072%) Windows Server
Processes & Methodologies
1 653 (47.25%) Analytics
2 545 (39.44%) Data Pipeline
3 510 (36.90%) AI
4 475 (34.37%) Data Modelling
5 413 (29.88%) Data Governance
6 409 (29.59%) ETL
7 357 (25.83%) CI/CD
8 348 (25.18%) Business Intelligence
9 332 (24.02%) Agile
10 325 (23.52%) Data Architecture
11 313 (22.65%) Machine Learning
12 266 (19.25%) Decision-Making
13 256 (18.52%) Mentoring
14 237 (17.15%) DevOps
15 231 (16.71%) Data Science
16 226 (16.35%) Problem-Solving
17 209 (15.12%) Roadmaps
18 148 (10.71%) Use Case
19 145 (10.49%) Continuous Improvement
20 136 (9.84%) Data Strategy
Programming Languages
1 715 (51.74%) SQL
2 714 (51.66%) Python
3 99 (7.16%) Java
4 58 (4.20%) Scala
5 42 (3.04%) Data Analysis Expressions
6 34 (2.46%) JavaScript
7 30 (2.17%) Bash
8 27 (1.95%) R
9 22 (1.59%) PowerShell
10 19 (1.37%) Go
11 16 (1.16%) C#
11 16 (1.16%) TypeScript
12 13 (0.94%) C++
13 11 (0.80%) T-SQL
14 8 (0.58%) Bicep
15 6 (0.43%) Julia
16 5 (0.36%) PL/SQL
17 4 (0.29%) Groovy
17 4 (0.29%) Rust
18 3 (0.22%) VBA
Qualifications
1 155 (11.22%) Degree
2 98 (7.09%) Security Cleared
3 59 (4.27%) Computer Science Degree
4 58 (4.20%) SC Cleared
5 47 (3.40%) Master's Degree
6 36 (2.60%) DBS Check
7 32 (2.32%) Azure Certification
8 27 (1.95%) DV Cleared
9 14 (1.01%) AWS Certification
10 13 (0.94%) PhD
11 9 (0.65%) BPSS Clearance
11 9 (0.65%) Microsoft Certification
12 8 (0.58%) ACCA
12 8 (0.58%) CIMA
13 5 (0.36%) AWS Certified Solutions Architect
14 4 (0.29%) CCA
15 3 (0.22%) CISSP
16 2 (0.14%) CompTIA Security+
16 2 (0.14%) GIAC
16 2 (0.14%) SANS
Quality Assurance & Compliance
1 409 (29.59%) Data Quality
2 94 (6.80%) GDPR
3 36 (2.60%) California Consumer Privacy Act
4 33 (2.39%) Accessibility
5 32 (2.32%) QA
6 23 (1.66%) GRC
7 15 (1.09%) HIPAA
8 12 (0.87%) SLA
9 7 (0.51%) PERC
10 6 (0.43%) ISO/IEC 27001
11 4 (0.29%) NIST
11 4 (0.29%) Solvency II
12 3 (0.22%) Sarbanes-Oxley
13 1 (0.072%) PMO
System Software
1 91 (6.58%) Docker
2 57 (4.12%) Virtual Machines
3 9 (0.65%) Active Directory
4 1 (0.072%) Apache Flume
4 1 (0.072%) Embedded Firmware
4 1 (0.072%) Firmware
4 1 (0.072%) VMware Infrastructure
Systems Management
1 118 (8.54%) Terraform
2 61 (4.41%) Kubernetes
3 12 (0.87%) Grafana
4 9 (0.65%) Prometheus
5 7 (0.51%) Single Sign-On
6 5 (0.36%) Ansible
7 4 (0.29%) Microsoft Intune
7 4 (0.29%) SCCM
8 3 (0.22%) Argo
8 3 (0.22%) Kibana
9 2 (0.14%) Computer Emergency Response Teams
9 2 (0.14%) Computer Incident Response Team
9 2 (0.14%) Control-M
10 1 (0.072%) Active Directory Federation Services
10 1 (0.072%) CASB
10 1 (0.072%) Kubeflow
Vendors
1 443 (32.05%) Databricks
2 243 (17.58%) Microsoft
3 69 (4.99%) Google
4 54 (3.91%) Palantir
5 52 (3.76%) Dell
6 47 (3.40%) Informatica
7 45 (3.26%) Oracle
8 43 (3.11%) Foundry
9 30 (2.17%) OpenAI
10 28 (2.03%) Cloudera
11 25 (1.81%) Teradata
12 24 (1.74%) Denodo
12 24 (1.74%) Salesforce
12 24 (1.74%) SAP
13 12 (0.87%) Red Hat
14 10 (0.72%) Talend
15 8 (0.58%) MicroStrategy
15 8 (0.58%) Sage
16 7 (0.51%) Cognos
16 7 (0.51%) UiPath