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

6 months to
14 Feb 2026
Same period 2025 Same period 2024
Rank 157 175 176
Rank change year-on-year +18 +1 -59
Permanent jobs citing Data Engineering 961 850 1,263
As % of all permanent jobs in the UK 1.43% 1.71% 1.69%
As % of the Processes & Methodologies category 1.80% 1.86% 1.92%
Number of salaries quoted 623 588 796
10th Percentile £47,100 £42,500 £43,750
25th Percentile £57,500 £53,750 £55,000
Median annual salary (50th Percentile) £72,500 £75,778 £70,000
Median % change year-on-year -4.33% +8.25% -6.67%
75th Percentile £90,000 £102,500 £92,076
90th Percentile £107,500 £119,125 £111,250
UK excluding London median annual salary £65,000 £62,500 £67,500
% change year-on-year +4.00% -7.41% +3.87%

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 53,358 45,796 65,934
As % of all permanent jobs advertised in the UK 79.56% 92.23% 88.32%
Number of salaries quoted 31,921 22,329 51,135
10th Percentile £29,000 £35,000 £29,500
25th Percentile £38,000 £46,250 £40,000
Median annual salary (50th Percentile) £55,000 £60,001 £55,000
Median % change year-on-year -8.33% +9.09% -12.00%
75th Percentile £76,250 £81,250 £75,000
90th Percentile £97,500 £102,500 £95,000
UK excluding London median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +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 14 February 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 14 February 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 +14 839 £71,846 -7.30% 419
London +46 471 £75,000 -21.05% 170
UK excluding London 0 394 £65,000 +4.00% 306
Work from Home +8 370 £75,000 -3.23% 247
North of England -37 102 £70,000 +30.23% 83
South East -14 96 £71,250 +1.79% 98
Midlands +38 88 £65,000 +23.81% 52
West Midlands +49 66 £60,000 +33.33% 40
Yorkshire -45 50 £70,000 +33.33% 27
Scotland +6 46 £82,500 +43.48% 21
North West 0 45 £65,000 +18.18% 48
East of England +40 33 £53,750 -17.31% 16
South West -37 25 £50,000 -28.57% 35
East Midlands -15 20 £75,000 +22.45% 12
North East -21 7 £65,000 +4.00% 9
Wales +6 6 £65,000 -18.75% 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
1 118 (12.28%) Apache Airflow
2 99 (10.30%) Apache Spark
3 61 (6.35%) Apache
4 24 (2.50%) Palantir Foundry
5 17 (1.77%) SAS
6 14 (1.46%) SharePoint
7 12 (1.25%) Appian
8 10 (1.04%) Confluence
9 4 (0.42%) Microsoft Exchange
10 3 (0.31%) Moodle
10 3 (0.31%) WordPress
11 2 (0.21%) Jupyter
12 1 (0.10%) Apache Solr
12 1 (0.10%) ArcGIS
12 1 (0.10%) Camunda
12 1 (0.10%) GeoServer
Applications
1 33 (3.43%) Microsoft Excel
2 7 (0.73%) Microsoft Office
3 2 (0.21%) Microsoft PowerPoint
4 1 (0.10%) Adobe XD
4 1 (0.10%) Notion
Business Applications
1 4 (0.42%) SAP S/4HANA
2 2 (0.21%) Markit EDM
2 2 (0.21%) Oracle EBS
3 1 (0.10%) Dynamics CRM
3 1 (0.10%) SAP ERP
3 1 (0.10%) SimCorp Dimension
Cloud Services
1 460 (47.87%) Azure
2 301 (31.32%) AWS
3 207 (21.54%) Power Platform
4 167 (17.38%) Snowflake
5 160 (16.65%) GCP
6 149 (15.50%) Azure Data Factory
7 89 (9.26%) dbt
8 78 (8.12%) Azure Synapse Analytics
9 59 (6.14%) Azure DevOps
10 57 (5.93%) Amazon S3
11 43 (4.47%) Serverless
12 42 (4.37%) GitHub
12 42 (4.37%) SaaS
13 36 (3.75%) AWS Lambda
14 27 (2.81%) Amazon Kinesis
15 25 (2.60%) Azure Machine Learning
16 24 (2.50%) Amazon SageMaker
17 22 (2.29%) Fivetran
18 21 (2.19%) Azure AI
19 20 (2.08%) GitHub Actions
Communications & Networking
1 3 (0.31%) Broadband
1 3 (0.31%) DHCP
1 3 (0.31%) DNS
1 3 (0.31%) HTTP
2 2 (0.21%) DAB
2 2 (0.21%) Kerberos
3 1 (0.10%) Radio Access Network
Database & Business Intelligence
1 280 (29.14%) Data Warehouse
2 195 (20.29%) Power BI
3 144 (14.98%) Data Lake
4 119 (12.38%) SQL Server
5 82 (8.53%) Metadata
6 73 (7.60%) Tableau
7 60 (6.24%) Amazon Redshift
8 51 (5.31%) Big Data
9 48 (4.99%) BigQuery
10 44 (4.58%) NoSQL
11 43 (4.47%) PostgreSQL
12 41 (4.27%) Relational Database
13 40 (4.16%) Delta Lake
14 36 (3.75%) MySQL
15 35 (3.64%) Hadoop
15 35 (3.64%) Looker
15 35 (3.64%) SQL Server Integration Services
16 30 (3.12%) Apache Iceberg
16 30 (3.12%) MongoDB
17 29 (3.02%) SQL Server Reporting Services
Development Applications
1 55 (5.72%) Git
2 38 (3.95%) MLflow
3 16 (1.66%) JIRA
4 12 (1.25%) Jenkins
5 9 (0.94%) GitLab
6 4 (0.42%) Selenium
7 3 (0.31%) SQL Server Management Studio (SSMS)
8 2 (0.21%) Deequ
9 1 (0.10%) CMake
9 1 (0.10%) Cucumber
9 1 (0.10%) JMeter
9 1 (0.10%) Team Foundation Server
9 1 (0.10%) Zephyr
General
1 283 (29.45%) Finance
2 244 (25.39%) Social Skills
3 121 (12.59%) Analytical Skills
4 59 (6.14%) Law
5 52 (5.41%) Public Sector
6 51 (5.31%) Banking
7 40 (4.16%) Inclusion and Diversity
8 33 (3.43%) Marketing
8 33 (3.43%) Retail
9 23 (2.39%) Financial Institution
9 23 (2.39%) Manufacturing
10 19 (1.98%) Legal
11 17 (1.77%) Advertising
12 13 (1.35%) Influencing Skills
13 11 (1.14%) Automotive
14 9 (0.94%) French Language
14 9 (0.94%) Front Office
15 7 (0.73%) Documentation Skills
16 6 (0.62%) Games
16 6 (0.62%) Presentation Skills
Job Titles
1 435 (45.27%) Data Engineer
2 182 (18.94%) Senior
3 145 (15.09%) Lead
4 119 (12.38%) Senior Data Engineer
5 91 (9.47%) Architect
6 77 (8.01%) Lead Data Engineer
7 72 (7.49%) Data Architect
8 53 (5.52%) Data Manager
9 48 (4.99%) Developer
10 46 (4.79%) Consultant
11 37 (3.85%) Analyst
11 37 (3.85%) Azure Engineer
12 32 (3.33%) Azure Data Engineer
13 31 (3.23%) AWS Engineer
14 30 (3.12%) Artificial Intelligence Engineer
14 30 (3.12%) Principal Engineer
15 27 (2.81%) Engineering Manager
16 26 (2.71%) AWS Data Engineer
17 24 (2.50%) Data Consultant
18 20 (2.08%) Software Engineer
Libraries, Frameworks & Software Standards
1 90 (9.37%) PySpark
2 78 (8.12%) Kafka
3 48 (4.99%) PyTorch
3 48 (4.99%) TensorFlow
4 39 (4.06%) Pandas
5 26 (2.71%) REST
5 26 (2.71%) RESTful
6 24 (2.50%) scikit-learn
7 22 (2.29%) LangChain
8 21 (2.19%) Faiss
9 20 (2.08%) pytest
10 18 (1.87%) FastAPI
10 18 (1.87%) NumPy
10 18 (1.87%) React
11 17 (1.77%) Spring
12 16 (1.66%) Flask
12 16 (1.66%) HTML
12 16 (1.66%) Spring Boot
13 14 (1.46%) OAuth
14 13 (1.35%) Hugging Face
Miscellaneous
1 67 (6.97%) Cloud Native
2 44 (4.58%) Legacy Systems
3 42 (4.37%) Product Ownership
4 39 (4.06%) Distributed Systems
5 33 (3.43%) Data Structures
6 27 (2.81%) Management Information System
7 25 (2.60%) Low-Code
8 24 (2.50%) Greenfield Project
9 21 (2.19%) e-Learning
10 17 (1.77%) AI Agents
11 16 (1.66%) Onboarding
12 15 (1.56%) Data Centre
12 15 (1.56%) Hybrid Cloud
13 14 (1.46%) Self-Motivation
14 12 (1.25%) Analytical Mindset
15 11 (1.14%) Distributed Architecture
16 8 (0.83%) Algorithms
17 7 (0.73%) Enterprise Software
17 7 (0.73%) FMCG
18 6 (0.62%) NHS
Operating Systems
1 7 (0.73%) Linux
2 4 (0.42%) Unix
2 4 (0.42%) Windows
3 3 (0.31%) Windows Server
4 1 (0.10%) Red Hat Enterprise Linux
Processes & Methodologies
1 466 (48.49%) Analytics
2 457 (47.55%) Data Pipeline
3 383 (39.85%) ETL
4 369 (38.40%) Data Modelling
5 279 (29.03%) AI
6 277 (28.82%) CI/CD
7 272 (28.30%) Business Intelligence
8 245 (25.49%) Data Governance
9 235 (24.45%) Agile
10 190 (19.77%) DevOps
11 181 (18.83%) Data Architecture
11 181 (18.83%) Mentoring
12 180 (18.73%) Data Integration
13 179 (18.63%) Data Science
14 176 (18.31%) Machine Learning
15 173 (18.00%) Problem-Solving
16 164 (17.07%) Decision-Making
17 125 (13.01%) Continuous Improvement
18 108 (11.24%) Visualisation
19 101 (10.51%) Data Management
Programming Languages
1 540 (56.19%) Python
2 510 (53.07%) SQL
3 93 (9.68%) Java
4 57 (5.93%) Scala
5 30 (3.12%) Data Analysis Expressions
6 29 (3.02%) Bash
6 29 (3.02%) T-SQL
7 23 (2.39%) PowerShell
8 22 (2.29%) R
9 21 (2.19%) JavaScript
10 19 (1.98%) C#
11 13 (1.35%) Go
12 10 (1.04%) TypeScript
13 9 (0.94%) Bicep
14 8 (0.83%) PHP
15 7 (0.73%) C++
16 3 (0.31%) Groovy
16 3 (0.31%) Ruby
17 2 (0.21%) PL/SQL
18 1 (0.10%) Korn
Qualifications
1 111 (11.55%) Degree
2 76 (7.91%) Security Cleared
3 49 (5.10%) SC Cleared
4 45 (4.68%) Computer Science Degree
5 34 (3.54%) Master's Degree
6 23 (2.39%) Microsoft Certification
7 20 (2.08%) DV Cleared
8 19 (1.98%) AWS Certification
9 18 (1.87%) Azure Certification
10 13 (1.35%) MCSE
11 12 (1.25%) CISSP
11 12 (1.25%) OCP
11 12 (1.25%) Oracle Certification
12 11 (1.14%) PhD
13 10 (1.04%) DBS Check
14 5 (0.52%) AWS Certified Solutions Architect
14 5 (0.52%) BPSS Clearance
14 5 (0.52%) CRISC
14 5 (0.52%) SnowPro
15 1 (0.10%) PMI Certification
Quality Assurance & Compliance
1 246 (25.60%) Data Quality
2 65 (6.76%) Accessibility
3 59 (6.14%) GDPR
4 14 (1.46%) ISO/IEC 27001
5 11 (1.14%) QA
6 8 (0.83%) SLA
7 7 (0.73%) GRC
8 6 (0.62%) HIPAA
8 6 (0.62%) NIST
9 5 (0.52%) Sarbanes-Oxley
10 3 (0.31%) California Consumer Privacy Act
11 1 (0.10%) Actionable Recommendations
11 1 (0.10%) GAAP
11 1 (0.10%) GMP
11 1 (0.10%) IFRS
11 1 (0.10%) IFRS 17
11 1 (0.10%) NCSC
11 1 (0.10%) SOC 2
11 1 (0.10%) Solvency II
System Software
1 100 (10.41%) Docker
2 10 (1.04%) Active Directory
3 8 (0.83%) HDFS
4 1 (0.10%) Apache ZooKeeper
4 1 (0.10%) Virtual Machines
Systems Management
1 78 (8.12%) Kubernetes
2 68 (7.08%) Terraform
3 9 (0.94%) Argo
3 9 (0.94%) Grafana
3 9 (0.94%) Prometheus
3 9 (0.94%) Single Sign-On
4 6 (0.62%) Ansible
5 5 (0.52%) Control-M
6 4 (0.42%) Kubeflow
7 3 (0.31%) Active Directory Federation Services
7 3 (0.31%) Microsoft Intune
7 3 (0.31%) SCCM
8 1 (0.10%) Istio
Vendors
1 235 (24.45%) Databricks
2 196 (20.40%) Microsoft
3 47 (4.89%) Oracle
4 42 (4.37%) Google
5 39 (4.06%) Palantir
6 38 (3.95%) Informatica
7 36 (3.75%) OpenAI
8 31 (3.23%) Talend
9 29 (3.02%) Foundry
10 13 (1.35%) Automation Anywhere
10 13 (1.35%) SAP
10 13 (1.35%) UiPath
11 12 (1.25%) Dell
12 9 (0.94%) NVIDIA
13 7 (0.73%) Cloudera
13 7 (0.73%) MuleSoft
13 7 (0.73%) Salesforce
14 5 (0.52%) Dataiku
14 5 (0.52%) Netezza
15 4 (0.42%) Palo Alto