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

6 months to
17 Feb 2026
Same period 2025 Same period 2024
Rank 164 175 170
Rank change year-on-year +11 -5 -54
Permanent jobs citing Data Engineering 969 846 1,319
As % of all permanent jobs in the UK 1.44% 1.73% 1.76%
As % of the Processes & Methodologies category 1.81% 1.87% 1.99%
Number of salaries quoted 624 581 804
10th Percentile £47,150 £42,500 £43,750
25th Percentile £57,500 £53,750 £55,000
Median annual salary (50th Percentile) £73,500 £77,500 £70,000
Median % change year-on-year -5.16% +10.71% -6.67%
75th Percentile £90,000 £102,500 £91,934
90th Percentile £107,500 £120,000 £111,250
UK excluding London median annual salary £65,000 £62,500 £67,500
% change year-on-year +4.00% -7.41% +5.91%

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 53,577 45,271 66,195
As % of all permanent jobs advertised in the UK 79.42% 92.38% 88.33%
Number of salaries quoted 32,051 21,953 51,270
10th Percentile £29,000 £35,000 £29,500
25th Percentile £38,250 £46,250 £40,000
Median annual salary (50th Percentile) £55,000 £60,504 £55,000
Median % change year-on-year -9.10% +10.01% -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% -8.90%

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 17 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 17 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 +6 845 £72,500 -6.45% 454
London +46 476 £77,500 -18.42% 208
UK excluding London 0 395 £65,000 +4.00% 342
Work from Home +8 377 £75,000 -3.23% 254
North of England -52 100 £70,000 +27.27% 101
South East -4 96 £71,250 +1.79% 102
Midlands +42 88 £65,000 +26.83% 57
West Midlands +49 66 £60,000 +33.33% 43
Yorkshire -56 49 £70,000 +33.33% 34
Scotland +3 47 £82,500 +43.48% 24
North West -6 44 £65,000 +18.18% 57
East of England +43 35 £55,000 -15.38% 19
South West -27 25 £50,000 -28.57% 38
East Midlands -7 20 £75,000 +22.45% 14
North East -20 7 £65,000 +4.00% 11
Wales -2 6 £65,000 -18.75% 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
1 124 (12.80%) Apache Airflow
2 103 (10.63%) Apache Spark
3 62 (6.40%) Apache
4 24 (2.48%) Palantir Foundry
5 17 (1.75%) SAS
6 14 (1.44%) SharePoint
7 12 (1.24%) Appian
8 10 (1.03%) Confluence
9 4 (0.41%) 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 32 (3.30%) Microsoft Excel
2 7 (0.72%) Microsoft Office
3 2 (0.21%) Microsoft PowerPoint
4 1 (0.10%) Adobe XD
4 1 (0.10%) Notion
Business Applications
1 3 (0.31%) Markit EDM
1 3 (0.31%) SAP S/4HANA
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
1 462 (47.68%) Azure
2 307 (31.68%) AWS
3 208 (21.47%) Power Platform
4 170 (17.54%) Snowflake
5 162 (16.72%) GCP
6 151 (15.58%) Azure Data Factory
7 95 (9.80%) dbt
8 78 (8.05%) Azure Synapse Analytics
9 59 (6.09%) Amazon S3
9 59 (6.09%) Azure DevOps
10 44 (4.54%) GitHub
11 43 (4.44%) Serverless
12 42 (4.33%) SaaS
13 37 (3.82%) AWS Lambda
14 28 (2.89%) Amazon Kinesis
15 25 (2.58%) Amazon SageMaker
15 25 (2.58%) Azure Machine Learning
16 23 (2.37%) Fivetran
17 21 (2.17%) Azure AI
17 21 (2.17%) GitHub Actions
Communications & Networking
1 7 (0.72%) Broadband
2 3 (0.31%) DHCP
2 3 (0.31%) DNS
2 3 (0.31%) HTTP
3 2 (0.21%) Kerberos
4 1 (0.10%) 4G
4 1 (0.10%) 5G
4 1 (0.10%) DAB
4 1 (0.10%) Radio Access Network
Database & Business Intelligence
1 281 (29.00%) Data Warehouse
2 196 (20.23%) Power BI
3 147 (15.17%) Data Lake
4 120 (12.38%) SQL Server
5 85 (8.77%) Metadata
6 73 (7.53%) Tableau
7 61 (6.30%) Amazon Redshift
8 51 (5.26%) Big Data
9 50 (5.16%) BigQuery
10 44 (4.54%) NoSQL
11 43 (4.44%) PostgreSQL
12 41 (4.23%) Relational Database
13 40 (4.13%) Delta Lake
14 36 (3.72%) MySQL
15 35 (3.61%) SQL Server Integration Services
16 34 (3.51%) Hadoop
16 34 (3.51%) Looker
17 31 (3.20%) Apache Iceberg
18 30 (3.10%) MongoDB
19 29 (2.99%) SQL Server Reporting Services
Development Applications
1 56 (5.78%) Git
2 38 (3.92%) MLflow
3 16 (1.65%) JIRA
4 12 (1.24%) Jenkins
5 9 (0.93%) GitLab
6 4 (0.41%) 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
1 286 (29.51%) Finance
2 248 (25.59%) Social Skills
3 120 (12.38%) Analytical Skills
4 62 (6.40%) Law
5 52 (5.37%) Banking
5 52 (5.37%) Public Sector
6 40 (4.13%) Inclusion and Diversity
7 34 (3.51%) Retail
8 33 (3.41%) Marketing
9 23 (2.37%) Financial Institution
9 23 (2.37%) Manufacturing
10 19 (1.96%) Legal
11 17 (1.75%) Advertising
12 13 (1.34%) Influencing Skills
13 11 (1.14%) Automotive
14 9 (0.93%) French Language
14 9 (0.93%) Front Office
15 7 (0.72%) Documentation Skills
15 7 (0.72%) Telecoms
16 6 (0.62%) Games
Job Titles
1 441 (45.51%) Data Engineer
2 188 (19.40%) Senior
3 145 (14.96%) Lead
4 124 (12.80%) Senior Data Engineer
5 92 (9.49%) Architect
6 77 (7.95%) Lead Data Engineer
7 73 (7.53%) Data Architect
8 52 (5.37%) Data Manager
9 48 (4.95%) Developer
10 46 (4.75%) Consultant
11 37 (3.82%) Azure Engineer
12 36 (3.72%) Analyst
13 32 (3.30%) AWS Engineer
13 32 (3.30%) Azure Data Engineer
14 30 (3.10%) Artificial Intelligence Engineer
14 30 (3.10%) Principal Engineer
15 27 (2.79%) AWS Data Engineer
16 26 (2.68%) Engineering Manager
17 24 (2.48%) Data Consultant
18 20 (2.06%) Software Engineer
Libraries, Frameworks & Software Standards
1 90 (9.29%) PySpark
2 82 (8.46%) Kafka
3 48 (4.95%) PyTorch
3 48 (4.95%) TensorFlow
4 39 (4.02%) Pandas
5 26 (2.68%) REST
5 26 (2.68%) RESTful
6 24 (2.48%) scikit-learn
7 22 (2.27%) LangChain
8 21 (2.17%) Faiss
9 20 (2.06%) pytest
10 18 (1.86%) FastAPI
10 18 (1.86%) NumPy
10 18 (1.86%) React
11 17 (1.75%) Spring
12 16 (1.65%) Flask
12 16 (1.65%) HTML
12 16 (1.65%) Spring Boot
13 14 (1.44%) OAuth
14 13 (1.34%) Hugging Face
Miscellaneous
1 67 (6.91%) Cloud Native
2 43 (4.44%) Legacy Systems
3 41 (4.23%) Product Ownership
4 39 (4.02%) Distributed Systems
5 37 (3.82%) Data Structures
6 27 (2.79%) Management Information System
7 26 (2.68%) Low-Code
8 24 (2.48%) Greenfield Project
9 21 (2.17%) e-Learning
10 17 (1.75%) AI Agents
11 16 (1.65%) Onboarding
12 15 (1.55%) Data Centre
12 15 (1.55%) Hybrid Cloud
13 14 (1.44%) Self-Motivation
14 12 (1.24%) Analytical Mindset
15 11 (1.14%) Distributed Architecture
16 8 (0.83%) Algorithms
17 7 (0.72%) Enterprise Software
17 7 (0.72%) FMCG
18 6 (0.62%) NHS
Operating Systems
1 7 (0.72%) Linux
2 4 (0.41%) Unix
2 4 (0.41%) Windows
3 3 (0.31%) Windows Server
4 1 (0.10%) Red Hat Enterprise Linux
Processes & Methodologies
1 471 (48.61%) Analytics
2 465 (47.99%) Data Pipeline
3 387 (39.94%) ETL
4 376 (38.80%) Data Modelling
5 280 (28.90%) AI
6 279 (28.79%) CI/CD
7 270 (27.86%) Business Intelligence
8 251 (25.90%) Data Governance
9 237 (24.46%) Agile
10 192 (19.81%) DevOps
11 181 (18.68%) Data Architecture
11 181 (18.68%) Data Integration
11 181 (18.68%) Data Science
11 181 (18.68%) Mentoring
12 176 (18.16%) Machine Learning
13 175 (18.06%) Problem-Solving
14 164 (16.92%) Decision-Making
15 126 (13.00%) Continuous Improvement
16 112 (11.56%) Visualisation
17 102 (10.53%) Data Strategy
Programming Languages
1 551 (56.86%) Python
2 515 (53.15%) SQL
3 97 (10.01%) Java
4 61 (6.30%) Scala
5 29 (2.99%) Bash
5 29 (2.99%) Data Analysis Expressions
6 28 (2.89%) T-SQL
7 24 (2.48%) PowerShell
7 24 (2.48%) R
8 21 (2.17%) JavaScript
9 19 (1.96%) C#
10 13 (1.34%) Go
11 11 (1.14%) C++
11 11 (1.14%) TypeScript
12 9 (0.93%) Bicep
13 8 (0.83%) PHP
14 3 (0.31%) Groovy
14 3 (0.31%) Ruby
15 2 (0.21%) PL/SQL
16 1 (0.10%) VBA
Qualifications
1 112 (11.56%) Degree
2 76 (7.84%) Security Cleared
3 49 (5.06%) SC Cleared
4 45 (4.64%) Computer Science Degree
5 34 (3.51%) Master's Degree
6 23 (2.37%) Microsoft Certification
7 20 (2.06%) DV Cleared
8 19 (1.96%) AWS Certification
9 18 (1.86%) Azure Certification
10 13 (1.34%) MCSE
11 12 (1.24%) CISSP
11 12 (1.24%) OCP
11 12 (1.24%) Oracle Certification
12 11 (1.14%) PhD
13 10 (1.03%) 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
1 247 (25.49%) Data Quality
2 65 (6.71%) Accessibility
3 59 (6.09%) GDPR
4 14 (1.44%) ISO/IEC 27001
5 10 (1.03%) QA
6 8 (0.83%) SLA
7 7 (0.72%) 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
1 101 (10.42%) Docker
2 10 (1.03%) Active Directory
3 8 (0.83%) HDFS
4 1 (0.10%) Apache ZooKeeper
4 1 (0.10%) Virtual Machines
Systems Management
1 78 (8.05%) Kubernetes
2 70 (7.22%) Terraform
3 9 (0.93%) Argo
3 9 (0.93%) Grafana
3 9 (0.93%) Prometheus
3 9 (0.93%) Single Sign-On
4 6 (0.62%) Ansible
4 6 (0.62%) Control-M
5 4 (0.41%) Kubeflow
6 3 (0.31%) Active Directory Federation Services
6 3 (0.31%) Microsoft Intune
6 3 (0.31%) SCCM
7 1 (0.10%) Istio
Vendors
1 236 (24.36%) Databricks
2 197 (20.33%) Microsoft
3 48 (4.95%) Oracle
4 41 (4.23%) Google
5 40 (4.13%) Palantir
6 39 (4.02%) Informatica
7 36 (3.72%) OpenAI
8 31 (3.20%) Talend
9 30 (3.10%) Foundry
10 13 (1.34%) Automation Anywhere
10 13 (1.34%) UiPath
11 12 (1.24%) Dell
11 12 (1.24%) SAP
12 9 (0.93%) NVIDIA
13 8 (0.83%) MuleSoft
13 8 (0.83%) Salesforce
14 7 (0.72%) Cloudera
15 5 (0.52%) Dataiku
15 5 (0.52%) Netezza
16 4 (0.41%) Fortinet