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

6 months to
13 Jun 2026
Same period 2025 Same period 2024
Rank 131 141 154
Rank change year-on-year +10 +13 -11
Permanent jobs citing Data Engineering 1,339 1,046 1,875
As % of all permanent jobs in the UK 1.44% 2.35% 1.75%
As % of the Processes & Methodologies category 1.98% 2.54% 2.12%
Number of salaries quoted 933 502 960
10th Percentile £45,149 £46,250 £42,500
25th Percentile £57,000 £57,625 £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 £102,410 £90,000
90th Percentile £115,000 £125,000 £105,000
UK excluding London median annual salary £70,000 £66,367 £65,000
% change year-on-year +5.47% +2.10% +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 67,552 41,143 88,287
As % of all permanent jobs advertised in the UK 72.85% 92.63% 82.27%
Number of salaries quoted 46,362 21,911 62,510
10th Percentile £30,000 £29,000 £29,556
25th Percentile £41,250 £39,750 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -9.69%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £100,000 £92,500
UK excluding London median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - -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 13 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 13 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 +6 1,213 £80,000 +6.67% 505
UK excluding London -35 624 £70,000 +5.47% 336
London +40 602 £87,500 -7.89% 279
Work from Home +6 428 £82,500 -2.94% 246
North of England -32 237 £80,000 +18.52% 100
North West -30 126 £90,000 +41.18% 62
South East -56 112 £68,750 -1.79% 127
Midlands +36 107 £65,000 +10.17% 34
Yorkshire -8 80 £80,000 +14.29% 26
West Midlands +23 75 £70,000 +21.74% 28
East of England +16 67 £70,000 +40.00% 13
South West -39 56 £55,000 -42.11% 37
Scotland +4 32 £90,000 +56.52% 10
North East -17 31 £66,250 +29.90% 12
East Midlands -10 30 £65,000 - 6
Wales -38 13 £60,000 -25.00% 9

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
1 192 (14.34%) Apache Airflow
2 152 (11.35%) Apache Spark
3 100 (7.47%) Apache
4 35 (2.61%) Palantir Foundry
5 20 (1.49%) SAS
6 14 (1.05%) Jupyter
7 12 (0.90%) SharePoint
8 10 (0.75%) Confluence
9 7 (0.52%) Appian
10 4 (0.30%) Microsoft Exchange
10 4 (0.30%) Moodle
11 2 (0.15%) Luigi
12 1 (0.075%) ArcGIS
12 1 (0.075%) Camunda
12 1 (0.075%) GeoServer
12 1 (0.075%) WordPress
Applications
1 25 (1.87%) Microsoft Excel
2 10 (0.75%) Spreadsheet
3 2 (0.15%) Microsoft Office
4 1 (0.075%) Chatbot
Business Applications
1 3 (0.22%) SAP S/4HANA
1 3 (0.22%) SAP SD
2 2 (0.15%) Markit EDM
2 2 (0.15%) Unit4 Business World
3 1 (0.075%) Dynamics CRM
3 1 (0.075%) FastStats
3 1 (0.075%) Infor M3
3 1 (0.075%) Oracle Assets
3 1 (0.075%) Oracle ERP
3 1 (0.075%) Primavera
3 1 (0.075%) SAP Business One
Cloud Services
1 636 (47.50%) Azure
2 438 (32.71%) AWS
3 238 (17.77%) GCP
4 230 (17.18%) Power Platform
5 229 (17.10%) Snowflake
6 159 (11.87%) Azure Data Factory
7 145 (10.83%) Azure Synapse Analytics
8 128 (9.56%) dbt
9 88 (6.57%) Amazon S3
10 85 (6.35%) Azure Machine Learning
11 75 (5.60%) Azure AI
12 72 (5.38%) Azure DevOps
13 67 (5.00%) Serverless
14 45 (3.36%) GitHub
15 44 (3.29%) SaaS
16 31 (2.32%) AWS Lambda
17 29 (2.17%) Dagster
18 28 (2.09%) GitHub Actions
19 27 (2.02%) Microsoft Purview
20 24 (1.79%) Vertex AI
Communications & Networking
1 27 (2.02%) Broadband
2 4 (0.30%) HTTP
3 2 (0.15%) 4G
3 2 (0.15%) 5G
3 2 (0.15%) DAB
3 2 (0.15%) DHCP
3 2 (0.15%) DNS
3 2 (0.15%) Firewall
3 2 (0.15%) MQTT
4 1 (0.075%) Kerberos
4 1 (0.075%) Radio Access Network
Database & Business Intelligence
1 273 (20.39%) Data Warehouse
2 222 (16.58%) Power BI
3 201 (15.01%) Data Lake
4 145 (10.83%) SQL Server
5 119 (8.89%) BigQuery
6 113 (8.44%) Tableau
7 94 (7.02%) Amazon Redshift
8 86 (6.42%) Metadata
9 66 (4.93%) Relational Database
10 58 (4.33%) Delta Lake
11 56 (4.18%) Semantic Layer
12 52 (3.88%) Spark SQL
13 48 (3.58%) Azure SQL Database
13 48 (3.58%) Big Data
13 48 (3.58%) Elasticsearch
13 48 (3.58%) Looker
13 48 (3.58%) NoSQL
14 47 (3.51%) Star Schema
15 44 (3.29%) Snowflake Schema
16 41 (3.06%) PostgreSQL
Development Applications
1 89 (6.65%) Git
2 52 (3.88%) MLflow
3 28 (2.09%) Jenkins
4 18 (1.34%) GitLab
4 18 (1.34%) JIRA
5 12 (0.90%) IBM UrbanCode
6 7 (0.52%) Selenium
7 5 (0.37%) Claude Code
8 3 (0.22%) SQL Server Management Studio (SSMS)
9 1 (0.075%) Bitbucket
9 1 (0.075%) CMake
9 1 (0.075%) Deequ
9 1 (0.075%) RStudio
9 1 (0.075%) Visual Studio
9 1 (0.075%) Yeoman
General
1 318 (23.75%) Finance
2 266 (19.87%) Social Skills
3 207 (15.46%) Analytical Skills
4 85 (6.35%) Public Sector
5 83 (6.20%) Inclusion and Diversity
6 57 (4.26%) Banking
7 53 (3.96%) Retail
8 36 (2.69%) Influencing Skills
9 35 (2.61%) Legal
10 31 (2.32%) Marketing
11 26 (1.94%) Law
12 18 (1.34%) Advertising
12 18 (1.34%) Financial Institution
13 16 (1.19%) Games
13 16 (1.19%) Manufacturing
14 12 (0.90%) Investment Banking
15 8 (0.60%) Automotive
16 7 (0.52%) Publishing
17 6 (0.45%) Documentation Skills
17 6 (0.45%) Organisational Skills
Job Titles
1 530 (39.58%) Data Engineer
2 285 (21.28%) Senior
3 233 (17.40%) Lead
4 146 (10.90%) Senior Data Engineer
5 103 (7.69%) Data Manager
6 101 (7.54%) Architect
7 91 (6.80%) Lead Data Engineer
8 79 (5.90%) Data Architect
9 73 (5.45%) Consultant
10 64 (4.78%) Engineering Manager
11 56 (4.18%) Data Consultant
12 52 (3.88%) Analyst
13 48 (3.58%) Principal Engineer
14 46 (3.44%) Developer
15 45 (3.36%) Platform Engineer
16 40 (2.99%) AWS Engineer
17 38 (2.84%) Head of Engineering
18 37 (2.76%) Azure Engineer
19 33 (2.46%) Finance Manager
19 33 (2.46%) Technical Leader
Libraries, Frameworks & Software Standards
1 149 (11.13%) PySpark
2 96 (7.17%) Kafka
3 56 (4.18%) PyTorch
3 56 (4.18%) TensorFlow
4 46 (3.44%) REST
5 40 (2.99%) scikit-learn
6 38 (2.84%) LangChain
7 27 (2.02%) pgvector
8 26 (1.94%) Node.js
9 25 (1.87%) LlamaIndex
10 23 (1.72%) Pandas
11 17 (1.27%) .NET
12 16 (1.19%) RESTful
13 15 (1.12%) Faiss
14 13 (0.97%) FastAPI
14 13 (0.97%) HTML
14 13 (0.97%) JSON
15 12 (0.90%) CSS
15 12 (0.90%) NumPy
16 11 (0.82%) Flask
Miscellaneous
1 131 (9.78%) Cloud Native
2 63 (4.71%) Data Structures
3 51 (3.81%) Product Ownership
4 46 (3.44%) Distributed Systems
5 30 (2.24%) Low-Code
6 27 (2.02%) Public Cloud
7 25 (1.87%) Legacy Systems
8 24 (1.79%) Clustering
9 23 (1.72%) Self-Motivation
10 21 (1.57%) e-Learning
11 18 (1.34%) Onboarding
12 15 (1.12%) Analytical Mindset
12 15 (1.12%) Greenfield Project
12 15 (1.12%) Management Information System
13 13 (0.97%) AI Agents
13 13 (0.97%) Social Media
14 12 (0.90%) Sports Betting
15 10 (0.75%) Cyberattack
15 10 (0.75%) NHS
15 10 (0.75%) Reinsurance
Operating Systems
1 10 (0.75%) Linux
2 5 (0.37%) Windows
3 2 (0.15%) Windows Server
4 1 (0.075%) Unix
Processes & Methodologies
1 637 (47.57%) Analytics
2 536 (40.03%) Data Pipeline
3 490 (36.59%) AI
4 471 (35.18%) Data Modelling
5 412 (30.77%) ETL
6 395 (29.50%) Data Governance
7 345 (25.77%) Business Intelligence
7 345 (25.77%) CI/CD
8 331 (24.72%) Agile
9 320 (23.90%) Data Architecture
10 299 (22.33%) Machine Learning
11 251 (18.75%) Decision-Making
12 245 (18.30%) Mentoring
13 232 (17.33%) DevOps
14 230 (17.18%) Data Science
15 215 (16.06%) Problem-Solving
16 200 (14.94%) Roadmaps
17 141 (10.53%) Use Case
18 140 (10.46%) Continuous Improvement
19 136 (10.16%) Data Strategy
Programming Languages
1 696 (51.98%) Python
2 694 (51.83%) SQL
3 102 (7.62%) Java
4 60 (4.48%) Scala
5 41 (3.06%) Data Analysis Expressions
6 33 (2.46%) Bash
6 33 (2.46%) JavaScript
7 29 (2.17%) R
8 23 (1.72%) PowerShell
9 20 (1.49%) Go
10 15 (1.12%) C#
10 15 (1.12%) TypeScript
11 13 (0.97%) C++
11 13 (0.97%) T-SQL
12 8 (0.60%) Bicep
13 6 (0.45%) Julia
14 5 (0.37%) PL/SQL
15 4 (0.30%) Groovy
15 4 (0.30%) Rust
16 3 (0.22%) VBA
Qualifications
1 152 (11.35%) Degree
2 95 (7.09%) Security Cleared
3 61 (4.56%) SC Cleared
4 58 (4.33%) Computer Science Degree
5 45 (3.36%) Master's Degree
6 32 (2.39%) Azure Certification
7 31 (2.32%) DBS Check
8 26 (1.94%) DV Cleared
9 14 (1.05%) AWS Certification
10 12 (0.90%) Microsoft Certification
10 12 (0.90%) PhD
11 8 (0.60%) BPSS Clearance
12 6 (0.45%) ACCA
12 6 (0.45%) CIMA
13 5 (0.37%) AWS Certified Solutions Architect
14 4 (0.30%) CCA
15 3 (0.22%) CISSP
16 2 (0.15%) CompTIA Security+
16 2 (0.15%) GIAC
16 2 (0.15%) SANS
Quality Assurance & Compliance
1 410 (30.62%) Data Quality
2 93 (6.95%) GDPR
3 36 (2.69%) California Consumer Privacy Act
4 31 (2.32%) Accessibility
5 27 (2.02%) QA
6 23 (1.72%) GRC
7 17 (1.27%) HIPAA
8 14 (1.05%) SLA
9 8 (0.60%) ISO/IEC 27001
10 7 (0.52%) PERC
11 6 (0.45%) NIST
12 5 (0.37%) Sarbanes-Oxley
13 4 (0.30%) Solvency II
14 1 (0.075%) PMO
System Software
1 91 (6.80%) Docker
2 57 (4.26%) Virtual Machines
3 11 (0.82%) Active Directory
4 1 (0.075%) Apache Flume
4 1 (0.075%) Embedded Firmware
4 1 (0.075%) Firmware
Systems Management
1 111 (8.29%) Terraform
2 63 (4.71%) Kubernetes
3 13 (0.97%) Grafana
4 10 (0.75%) Prometheus
5 9 (0.67%) Single Sign-On
6 5 (0.37%) Ansible
6 5 (0.37%) Microsoft Intune
6 5 (0.37%) SCCM
7 4 (0.30%) Control-M
8 3 (0.22%) Argo
8 3 (0.22%) Kibana
9 2 (0.15%) Active Directory Federation Services
9 2 (0.15%) Computer Emergency Response Teams
9 2 (0.15%) Computer Incident Response Team
10 1 (0.075%) CASB
10 1 (0.075%) Kubeflow
Vendors
1 435 (32.49%) Databricks
2 243 (18.15%) Microsoft
3 65 (4.85%) Google
4 54 (4.03%) Palantir
5 52 (3.88%) Dell
6 49 (3.66%) Informatica
7 43 (3.21%) Foundry
7 43 (3.21%) Oracle
8 34 (2.54%) OpenAI
9 28 (2.09%) Cloudera
10 25 (1.87%) Teradata
11 24 (1.79%) Denodo
12 23 (1.72%) Salesforce
13 18 (1.34%) SAP
14 14 (1.05%) Talend
15 12 (0.90%) Red Hat
16 9 (0.67%) UiPath
17 8 (0.60%) Automation Anywhere
17 8 (0.60%) MicroStrategy
17 8 (0.60%) MuleSoft