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

6 months to
25 Feb 2026
Same period 2025 Same period 2024
Rank 155 168 169
Rank change year-on-year +13 +1 -54
Permanent jobs citing Data Engineering 986 841 1,316
As % of all permanent jobs in the UK 1.42% 1.77% 1.75%
As % of the Processes & Methodologies category 1.79% 1.91% 1.98%
Number of salaries quoted 631 579 799
10th Percentile £46,250 £42,500 £43,750
25th Percentile £57,500 £54,351 £55,000
Median annual salary (50th Percentile) £75,000 £77,500 £70,000
Median % change year-on-year -3.23% +10.71% -6.67%
75th Percentile £90,000 £105,000 £91,934
90th Percentile £107,500 £120,000 £111,250
UK excluding London median annual salary £65,000 £65,000 £67,500
% change year-on-year - -3.70% +8.00%

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 54,960 44,026 66,518
As % of all permanent jobs advertised in the UK 79.09% 92.87% 88.40%
Number of salaries quoted 32,942 21,945 51,245
10th Percentile £29,000 £33,750 £29,494
25th Percentile £38,250 £45,651 £40,000
Median annual salary (50th Percentile) £55,000 £60,000 £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 25 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 25 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 +8 860 £72,500 -9.38% 442
London +45 482 £77,500 -18.42% 224
UK excluding London -4 405 £65,000 - 315
Work from Home +2 375 £75,000 -3.23% 234
South East -18 101 £68,750 -1.79% 107
North of England -62 99 £70,000 +27.27% 97
Midlands +26 85 £65,000 +23.81% 48
West Midlands +42 65 £60,000 +33.33% 37
Scotland -7 47 £85,000 +47.83% 16
Yorkshire -46 47 £70,500 +24.07% 41
North West -14 45 £75,000 +42.86% 47
East of England +29 39 £59,450 -8.54% 16
South West -28 29 £55,100 -21.29% 29
East Midlands -31 18 £75,000 +22.45% 11
North East -20 7 £65,000 +4.00% 10
Wales -5 6 £65,000 -20.00% 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
1 137 (13.89%) Apache Airflow
2 112 (11.36%) Apache Spark
3 70 (7.10%) Apache
4 24 (2.43%) Palantir Foundry
5 18 (1.83%) SAS
6 13 (1.32%) SharePoint
7 12 (1.22%) Appian
8 8 (0.81%) Confluence
9 4 (0.41%) Microsoft Exchange
10 3 (0.30%) Moodle
11 2 (0.20%) WordPress
12 1 (0.10%) Apache Solr
12 1 (0.10%) ArcGIS
12 1 (0.10%) Camunda
12 1 (0.10%) GeoServer
12 1 (0.10%) Jupyter
Applications
1 30 (3.04%) Microsoft Excel
2 6 (0.61%) Microsoft Office
3 2 (0.20%) Microsoft PowerPoint
4 1 (0.10%) Adobe XD
4 1 (0.10%) Notion
Business Applications
1 4 (0.41%) Markit EDM
1 4 (0.41%) SAP S/4HANA
2 2 (0.20%) Oracle EBS
2 2 (0.20%) Unit4 Business World
3 1 (0.10%) Dynamics CRM
3 1 (0.10%) Primavera
3 1 (0.10%) SAP ERP
3 1 (0.10%) SimCorp Dimension
Cloud Services
1 462 (46.86%) Azure
2 326 (33.06%) AWS
3 208 (21.10%) Power Platform
4 178 (18.05%) Snowflake
5 162 (16.43%) GCP
6 155 (15.72%) Azure Data Factory
7 98 (9.94%) dbt
8 79 (8.01%) Azure Synapse Analytics
9 68 (6.90%) Amazon S3
10 56 (5.68%) Azure DevOps
11 44 (4.46%) GitHub
12 41 (4.16%) Serverless
13 39 (3.96%) SaaS
14 36 (3.65%) AWS Lambda
15 29 (2.94%) Amazon Kinesis
16 24 (2.43%) Amazon SageMaker
16 24 (2.43%) Azure Machine Learning
16 24 (2.43%) OpenShift
17 21 (2.13%) Matillion
17 21 (2.13%) Power Automate
Communications & Networking
1 8 (0.81%) Broadband
2 3 (0.30%) DHCP
2 3 (0.30%) DNS
2 3 (0.30%) HTTP
2 3 (0.30%) Kerberos
3 1 (0.10%) 4G
3 1 (0.10%) 5G
3 1 (0.10%) DAB
3 1 (0.10%) Radio Access Network
Database & Business Intelligence
1 272 (27.59%) Data Warehouse
2 197 (19.98%) Power BI
3 145 (14.71%) Data Lake
4 110 (11.16%) SQL Server
5 89 (9.03%) Metadata
6 81 (8.22%) Tableau
7 60 (6.09%) Amazon Redshift
8 52 (5.27%) BigQuery
9 46 (4.67%) Big Data
10 43 (4.36%) Relational Database
11 40 (4.06%) PostgreSQL
12 39 (3.96%) Delta Lake
12 39 (3.96%) NoSQL
13 36 (3.65%) SQL Server Integration Services
14 34 (3.45%) MySQL
15 33 (3.35%) Looker
16 31 (3.14%) Apache Iceberg
17 30 (3.04%) SQL Server Reporting Services
18 29 (2.94%) Hadoop
19 27 (2.74%) Azure SQL Database
Development Applications
1 67 (6.80%) Git
2 40 (4.06%) MLflow
3 14 (1.42%) JIRA
4 11 (1.12%) Jenkins
5 9 (0.91%) GitLab
5 9 (0.91%) IBM UrbanCode
6 4 (0.41%) Selenium
7 3 (0.30%) SQL Server Management Studio (SSMS)
8 2 (0.20%) 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 (29.01%) Finance
2 249 (25.25%) Social Skills
3 122 (12.37%) Analytical Skills
4 60 (6.09%) Banking
5 54 (5.48%) Law
5 54 (5.48%) Public Sector
6 40 (4.06%) Inclusion and Diversity
7 36 (3.65%) Retail
8 29 (2.94%) Marketing
9 28 (2.84%) Legal
10 23 (2.33%) Manufacturing
11 22 (2.23%) Financial Institution
12 21 (2.13%) Influencing Skills
13 14 (1.42%) Advertising
14 11 (1.12%) Automotive
14 11 (1.12%) Investment Banking
15 9 (0.91%) Front Office
16 7 (0.71%) Documentation Skills
16 7 (0.71%) French Language
16 7 (0.71%) Telecoms
Job Titles
1 442 (44.83%) Data Engineer
2 185 (18.76%) Senior
3 152 (15.42%) Lead
4 125 (12.68%) Senior Data Engineer
5 102 (10.34%) Architect
6 83 (8.42%) Data Architect
7 78 (7.91%) Lead Data Engineer
8 51 (5.17%) Data Manager
9 47 (4.77%) Consultant
9 47 (4.77%) Developer
10 42 (4.26%) Analyst
11 35 (3.55%) Azure Engineer
12 33 (3.35%) AWS Engineer
13 30 (3.04%) Artificial Intelligence Engineer
13 30 (3.04%) Azure Data Engineer
14 29 (2.94%) Principal Engineer
15 28 (2.84%) AWS Data Engineer
16 24 (2.43%) Data Consultant
16 24 (2.43%) Engineering Manager
17 22 (2.23%) Platform Engineer
Libraries, Frameworks & Software Standards
1 99 (10.04%) PySpark
2 83 (8.42%) Kafka
3 50 (5.07%) PyTorch
3 50 (5.07%) TensorFlow
4 37 (3.75%) Pandas
5 25 (2.54%) RESTful
5 25 (2.54%) scikit-learn
6 24 (2.43%) REST
7 21 (2.13%) Faiss
7 21 (2.13%) LangChain
8 19 (1.93%) pytest
9 18 (1.83%) React
9 18 (1.83%) Spring
10 17 (1.72%) FastAPI
10 17 (1.72%) Spring Boot
11 16 (1.62%) NumPy
12 15 (1.52%) Flask
12 15 (1.52%) OAuth
13 14 (1.42%) HTML
14 13 (1.32%) Hugging Face
Miscellaneous
1 69 (7.00%) Cloud Native
2 40 (4.06%) Legacy Systems
3 39 (3.96%) Data Structures
4 37 (3.75%) Distributed Systems
4 37 (3.75%) Product Ownership
5 27 (2.74%) Low-Code
6 24 (2.43%) Greenfield Project
7 22 (2.23%) Management Information System
8 20 (2.03%) e-Learning
9 17 (1.72%) AI Agents
10 15 (1.52%) Onboarding
11 14 (1.42%) Self-Motivation
12 13 (1.32%) Data Centre
12 13 (1.32%) Hybrid Cloud
13 12 (1.22%) Analytical Mindset
13 12 (1.22%) Distributed Architecture
14 8 (0.81%) Algorithms
14 8 (0.81%) FMCG
15 7 (0.71%) Enterprise Software
16 6 (0.61%) Social Media
Operating Systems
1 8 (0.81%) Linux
2 5 (0.51%) Unix
3 4 (0.41%) Windows
4 3 (0.30%) Windows Server
5 1 (0.10%) Red Hat Enterprise Linux
Processes & Methodologies
1 499 (50.61%) Analytics
2 468 (47.46%) Data Pipeline
3 385 (39.05%) ETL
4 382 (38.74%) Data Modelling
5 288 (29.21%) AI
6 287 (29.11%) CI/CD
7 269 (27.28%) Business Intelligence
8 264 (26.77%) Data Governance
9 240 (24.34%) Agile
10 192 (19.47%) Data Architecture
11 187 (18.97%) DevOps
12 179 (18.15%) Data Integration
13 178 (18.05%) Data Science
13 178 (18.05%) Mentoring
14 177 (17.95%) Problem-Solving
15 174 (17.65%) Machine Learning
16 171 (17.34%) Decision-Making
17 137 (13.89%) Continuous Improvement
18 111 (11.26%) Visualisation
19 107 (10.85%) Data Strategy
Programming Languages
1 555 (56.29%) Python
2 512 (51.93%) SQL
3 97 (9.84%) Java
4 57 (5.78%) Scala
5 29 (2.94%) Bash
5 29 (2.94%) Data Analysis Expressions
6 27 (2.74%) T-SQL
7 24 (2.43%) PowerShell
7 24 (2.43%) R
8 22 (2.23%) JavaScript
9 20 (2.03%) C#
10 13 (1.32%) C++
10 13 (1.32%) Go
11 12 (1.22%) TypeScript
12 8 (0.81%) Bicep
13 7 (0.71%) PHP
14 3 (0.30%) Groovy
14 3 (0.30%) Ruby
15 2 (0.20%) PL/SQL
16 1 (0.10%) ABAP
Qualifications
1 108 (10.95%) Degree
2 75 (7.61%) Security Cleared
3 46 (4.67%) Computer Science Degree
3 46 (4.67%) SC Cleared
4 33 (3.35%) Master's Degree
5 22 (2.23%) DV Cleared
6 21 (2.13%) Microsoft Certification
7 18 (1.83%) AWS Certification
7 18 (1.83%) Azure Certification
8 11 (1.12%) DBS Check
8 11 (1.12%) MCSE
9 10 (1.01%) CISSP
9 10 (1.01%) OCP
9 10 (1.01%) Oracle Certification
9 10 (1.01%) PhD
10 5 (0.51%) AWS Certified Solutions Architect
10 5 (0.51%) BPSS Clearance
10 5 (0.51%) CRISC
11 3 (0.30%) SnowPro
12 1 (0.10%) SAP Certification
Quality Assurance & Compliance
1 276 (27.99%) Data Quality
2 67 (6.80%) GDPR
3 65 (6.59%) Accessibility
4 15 (1.52%) HIPAA
5 12 (1.22%) California Consumer Privacy Act
5 12 (1.22%) ISO/IEC 27001
6 11 (1.12%) QA
7 9 (0.91%) GRC
8 8 (0.81%) SLA
9 6 (0.61%) NIST
10 5 (0.51%) Sarbanes-Oxley
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 (10.14%) Docker
2 11 (1.12%) Active Directory
3 7 (0.71%) HDFS
4 1 (0.10%) Apache ZooKeeper
4 1 (0.10%) Virtual Machines
Systems Management
1 81 (8.22%) Kubernetes
2 71 (7.20%) Terraform
3 10 (1.01%) Grafana
3 10 (1.01%) Prometheus
4 9 (0.91%) Argo
4 9 (0.91%) Single Sign-On
5 7 (0.71%) Ansible
5 7 (0.71%) Control-M
6 3 (0.30%) Active Directory Federation Services
6 3 (0.30%) Kubeflow
6 3 (0.30%) Microsoft Intune
6 3 (0.30%) SCCM
7 1 (0.10%) Istio
Vendors
1 237 (24.04%) Databricks
2 199 (20.18%) Microsoft
3 52 (5.27%) Oracle
4 42 (4.26%) Google
5 40 (4.06%) Palantir
6 38 (3.85%) Informatica
7 36 (3.65%) OpenAI
8 30 (3.04%) Foundry
9 29 (2.94%) Talend
10 13 (1.32%) Automation Anywhere
10 13 (1.32%) Dell
10 13 (1.32%) SAP
10 13 (1.32%) UiPath
11 12 (1.22%) Red Hat
11 12 (1.22%) Salesforce
12 9 (0.91%) NVIDIA
13 8 (0.81%) MuleSoft
14 7 (0.71%) Cloudera
15 5 (0.51%) Dataiku
15 5 (0.51%) Netezza