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

6 months to
18 Feb 2026
Same period 2025 Same period 2024
Rank 161 168 169
Rank change year-on-year +7 +1 -54
Permanent jobs citing Data Engineering 974 851 1,315
As % of all permanent jobs in the UK 1.43% 1.73% 1.76%
As % of the Processes & Methodologies category 1.81% 1.87% 1.99%
Number of salaries quoted 627 584 801
10th Percentile £47,000 £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 £105,000 £91,934
90th Percentile £107,500 £120,000 £111,250
UK excluding London median annual salary £65,000 £63,250 £67,500
% change year-on-year +2.77% -6.30% +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 53,894 45,456 65,928
As % of all permanent jobs advertised in the UK 79.39% 92.40% 88.33%
Number of salaries quoted 32,246 22,087 51,057
10th Percentile £29,000 £34,750 £29,440
25th Percentile £38,296 £46,250 £40,000
Median annual salary (50th Percentile) £55,000 £60,500 £55,000
Median % change year-on-year -9.09% +10.00% -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 18 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 18 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 +14 850 £72,500 -6.45% 434
London +47 476 £77,500 -18.42% 202
UK excluding London -5 400 £65,000 +2.77% 328
Work from Home +7 380 £75,000 -3.23% 249
North of England -56 101 £70,000 +27.27% 99
South East -2 97 £70,000 - 96
Midlands +44 89 £65,000 +26.83% 54
West Midlands +49 67 £60,000 +33.33% 42
Yorkshire -43 49 £70,000 +33.33% 33
Scotland +6 47 £82,500 +43.48% 25
North West -5 45 £65,000 +18.18% 55
East of England +40 35 £55,000 -15.38% 15
South West -18 27 £52,500 -25.00% 38
East Midlands -14 20 £75,000 +22.45% 12
North East -19 7 £65,000 +4.00% 12
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
1 127 (13.04%) Apache Airflow
2 104 (10.68%) Apache Spark
3 63 (6.47%) Apache
4 24 (2.46%) Palantir Foundry
5 17 (1.75%) SAS
6 14 (1.44%) SharePoint
7 12 (1.23%) 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 (3.29%) 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
1 463 (47.54%) Azure
2 308 (31.62%) AWS
3 209 (21.46%) Power Platform
4 170 (17.45%) Snowflake
5 162 (16.63%) GCP
6 153 (15.71%) Azure Data Factory
7 96 (9.86%) dbt
8 78 (8.01%) Azure Synapse Analytics
9 59 (6.06%) Amazon S3
9 59 (6.06%) Azure DevOps
10 44 (4.52%) GitHub
10 44 (4.52%) Serverless
11 42 (4.31%) SaaS
12 38 (3.90%) AWS Lambda
13 28 (2.87%) Amazon Kinesis
14 25 (2.57%) Amazon SageMaker
14 25 (2.57%) Azure Machine Learning
15 23 (2.36%) Fivetran
16 21 (2.16%) Dagster
16 21 (2.16%) GitHub Actions
Communications & Networking
1 8 (0.82%) 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 (28.85%) Data Warehouse
2 197 (20.23%) Power BI
3 147 (15.09%) Data Lake
4 121 (12.42%) SQL Server
5 86 (8.83%) Metadata
6 73 (7.49%) Tableau
7 61 (6.26%) Amazon Redshift
8 51 (5.24%) BigQuery
9 50 (5.13%) Big Data
10 43 (4.41%) NoSQL
11 42 (4.31%) PostgreSQL
12 41 (4.21%) Relational Database
13 40 (4.11%) Delta Lake
14 37 (3.80%) SQL Server Integration Services
15 36 (3.70%) MySQL
16 34 (3.49%) Looker
17 33 (3.39%) Hadoop
18 31 (3.18%) Apache Iceberg
19 30 (3.08%) SQL Server Reporting Services
20 29 (2.98%) MongoDB
Development Applications
1 56 (5.75%) Git
2 38 (3.90%) MLflow
3 16 (1.64%) JIRA
4 12 (1.23%) Jenkins
5 9 (0.92%) 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 (29.36%) Finance
2 250 (25.67%) Social Skills
3 121 (12.42%) Analytical Skills
4 63 (6.47%) Law
5 52 (5.34%) Banking
5 52 (5.34%) Public Sector
6 40 (4.11%) Inclusion and Diversity
7 35 (3.59%) Retail
8 33 (3.39%) Marketing
9 23 (2.36%) Financial Institution
9 23 (2.36%) Manufacturing
10 19 (1.95%) Legal
11 17 (1.75%) Advertising
12 13 (1.33%) Influencing Skills
13 11 (1.13%) Automotive
14 9 (0.92%) French Language
14 9 (0.92%) Front Office
15 7 (0.72%) Documentation Skills
15 7 (0.72%) Telecoms
16 6 (0.62%) Games
Job Titles
1 445 (45.69%) Data Engineer
2 190 (19.51%) Senior
3 146 (14.99%) Lead
4 126 (12.94%) Senior Data Engineer
5 92 (9.45%) Architect
6 78 (8.01%) Lead Data Engineer
7 73 (7.49%) Data Architect
8 52 (5.34%) Data Manager
9 48 (4.93%) Developer
10 46 (4.72%) Consultant
11 37 (3.80%) Azure Engineer
12 36 (3.70%) Analyst
13 32 (3.29%) AWS Engineer
13 32 (3.29%) Azure Data Engineer
14 30 (3.08%) Artificial Intelligence Engineer
15 29 (2.98%) Principal Engineer
16 27 (2.77%) AWS Data Engineer
17 26 (2.67%) Engineering Manager
18 24 (2.46%) Data Consultant
19 21 (2.16%) Platform Engineer
Libraries, Frameworks & Software Standards
1 91 (9.34%) PySpark
2 83 (8.52%) Kafka
3 48 (4.93%) PyTorch
3 48 (4.93%) TensorFlow
4 39 (4.00%) Pandas
5 26 (2.67%) REST
5 26 (2.67%) RESTful
6 24 (2.46%) scikit-learn
7 22 (2.26%) LangChain
8 21 (2.16%) Faiss
9 20 (2.05%) pytest
10 18 (1.85%) FastAPI
10 18 (1.85%) NumPy
10 18 (1.85%) React
11 17 (1.75%) Spring
12 16 (1.64%) Flask
12 16 (1.64%) HTML
12 16 (1.64%) Spring Boot
13 14 (1.44%) OAuth
14 13 (1.33%) Hugging Face
Miscellaneous
1 68 (6.98%) Cloud Native
2 43 (4.41%) Legacy Systems
3 41 (4.21%) Product Ownership
4 38 (3.90%) Data Structures
4 38 (3.90%) Distributed Systems
5 26 (2.67%) Low-Code
5 26 (2.67%) Management Information System
6 24 (2.46%) Greenfield Project
7 21 (2.16%) e-Learning
8 17 (1.75%) AI Agents
9 16 (1.64%) Onboarding
10 15 (1.54%) Data Centre
11 14 (1.44%) Hybrid Cloud
11 14 (1.44%) Self-Motivation
12 12 (1.23%) Analytical Mindset
13 11 (1.13%) Distributed Architecture
14 8 (0.82%) Algorithms
15 7 (0.72%) Enterprise Software
15 7 (0.72%) FMCG
16 6 (0.62%) Social Media
Operating Systems
1 8 (0.82%) 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
1 474 (48.67%) Analytics
2 467 (47.95%) Data Pipeline
3 389 (39.94%) ETL
4 378 (38.81%) Data Modelling
5 281 (28.85%) AI
6 280 (28.75%) CI/CD
7 271 (27.82%) Business Intelligence
8 252 (25.87%) Data Governance
9 237 (24.33%) Agile
10 194 (19.92%) DevOps
11 182 (18.69%) Data Science
11 182 (18.69%) Mentoring
12 181 (18.58%) Data Architecture
12 181 (18.58%) Data Integration
13 178 (18.28%) Machine Learning
14 177 (18.17%) Problem-Solving
15 165 (16.94%) Decision-Making
16 127 (13.04%) Continuous Improvement
17 113 (11.60%) Visualisation
18 103 (10.57%) Data Strategy
Programming Languages
1 555 (56.98%) Python
2 519 (53.29%) SQL
3 97 (9.96%) Java
4 62 (6.37%) Scala
5 29 (2.98%) Bash
5 29 (2.98%) Data Analysis Expressions
5 29 (2.98%) T-SQL
6 25 (2.57%) R
7 24 (2.46%) PowerShell
8 21 (2.16%) JavaScript
9 19 (1.95%) C#
10 13 (1.33%) Go
11 12 (1.23%) C++
12 11 (1.13%) TypeScript
13 9 (0.92%) Bicep
14 8 (0.82%) PHP
15 3 (0.31%) Groovy
15 3 (0.31%) Ruby
16 2 (0.21%) PL/SQL
17 1 (0.10%) Korn
Qualifications
1 112 (11.50%) Degree
2 77 (7.91%) Security Cleared
3 49 (5.03%) SC Cleared
4 45 (4.62%) Computer Science Degree
5 34 (3.49%) Master's Degree
6 23 (2.36%) Microsoft Certification
7 21 (2.16%) DV Cleared
8 19 (1.95%) AWS Certification
9 18 (1.85%) Azure Certification
10 13 (1.33%) MCSE
11 12 (1.23%) CISSP
11 12 (1.23%) OCP
11 12 (1.23%) Oracle Certification
12 11 (1.13%) PhD
13 10 (1.03%) DBS Check
14 5 (0.51%) AWS Certified Solutions Architect
14 5 (0.51%) BPSS Clearance
14 5 (0.51%) CRISC
14 5 (0.51%) SnowPro
15 1 (0.10%) PMI Certification
Quality Assurance & Compliance
1 248 (25.46%) Data Quality
2 65 (6.67%) Accessibility
3 59 (6.06%) GDPR
4 14 (1.44%) ISO/IEC 27001
5 10 (1.03%) QA
6 8 (0.82%) SLA
7 7 (0.72%) GRC
8 6 (0.62%) HIPAA
8 6 (0.62%) NIST
9 5 (0.51%) 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
1 102 (10.47%) Docker
2 10 (1.03%) Active Directory
3 8 (0.82%) HDFS
4 1 (0.10%) Apache ZooKeeper
4 1 (0.10%) Virtual Machines
Systems Management
1 79 (8.11%) Kubernetes
2 71 (7.29%) Terraform
3 9 (0.92%) Argo
3 9 (0.92%) Grafana
3 9 (0.92%) Prometheus
3 9 (0.92%) 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
1 238 (24.44%) Databricks
2 198 (20.33%) Microsoft
3 47 (4.83%) Oracle
4 41 (4.21%) Google
5 40 (4.11%) Palantir
6 38 (3.90%) Informatica
7 36 (3.70%) OpenAI
8 30 (3.08%) Foundry
8 30 (3.08%) Talend
9 13 (1.33%) Automation Anywhere
9 13 (1.33%) UiPath
10 12 (1.23%) Dell
10 12 (1.23%) SAP
11 9 (0.92%) NVIDIA
12 8 (0.82%) MuleSoft
12 8 (0.82%) Salesforce
13 7 (0.72%) Cloudera
14 5 (0.51%) Dataiku
14 5 (0.51%) Netezza
15 4 (0.41%) Fortinet