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

6 months to
19 Feb 2026
Same period 2025 Same period 2024
Rank 160 173 173
Rank change year-on-year +13 0 -60
Permanent jobs citing Data Engineering 978 853 1,314
As % of all permanent jobs in the UK 1.43% 1.74% 1.77%
As % of the Processes & Methodologies category 1.81% 1.89% 2.00%
Number of salaries quoted 631 588 797
10th Percentile £47,000 £42,500 £43,750
25th Percentile £57,500 £53,750 £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 £62,500 £67,500
% change year-on-year +4.00% -7.41% +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 54,175 45,213 65,719
As % of all permanent jobs advertised in the UK 79.32% 92.48% 88.31%
Number of salaries quoted 32,471 22,205 50,855
10th Percentile £29,000 £34,750 £29,440
25th Percentile £38,000 £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 £76,000 £81,250 £75,000
90th Percentile £96,375 £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 19 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 19 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 +2 853 £72,500 -6.45% 429
London +48 476 £80,000 -15.79% 199
UK excluding London -8 404 £65,000 +4.00% 320
Work from Home +8 378 £75,000 -3.23% 237
North of England -57 102 £70,000 +27.27% 100
South East -8 99 £72,500 +3.57% 96
Midlands +29 88 £65,000 +23.81% 56
West Midlands +47 67 £60,000 +33.33% 44
Scotland +3 48 £85,000 +47.83% 18
Yorkshire -47 48 £70,250 +30.70% 35
North West -12 47 £65,000 +18.18% 55
East of England +36 35 £55,000 -15.38% 15
South West -23 28 £52,500 -25.00% 34
East Midlands -22 19 £75,000 +30.43% 12
North East -20 7 £65,000 +4.00% 11
Wales -1 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
1 126 (12.88%) Apache Airflow
2 104 (10.63%) Apache Spark
3 63 (6.44%) Apache
4 24 (2.45%) Palantir Foundry
5 17 (1.74%) SAS
6 14 (1.43%) SharePoint
7 12 (1.23%) Appian
8 10 (1.02%) Confluence
9 4 (0.41%) Microsoft Exchange
10 3 (0.31%) Moodle
10 3 (0.31%) WordPress
11 1 (0.10%) Apache Solr
11 1 (0.10%) ArcGIS
11 1 (0.10%) Camunda
11 1 (0.10%) GeoServer
11 1 (0.10%) Jupyter
Applications
1 32 (3.27%) Microsoft Excel
2 7 (0.72%) Microsoft Office
3 2 (0.20%) 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 (0.20%) Oracle EBS
3 1 (0.10%) Dynamics CRM
3 1 (0.10%) Primavera
3 1 (0.10%) SAP ERP
3 1 (0.10%) SimCorp Dimension
3 1 (0.10%) Unit4 Business World
Cloud Services
1 463 (47.34%) Azure
2 310 (31.70%) AWS
3 211 (21.57%) Power Platform
4 173 (17.69%) Snowflake
5 161 (16.46%) GCP
6 154 (15.75%) Azure Data Factory
7 96 (9.82%) dbt
8 78 (7.98%) Azure Synapse Analytics
9 59 (6.03%) Azure DevOps
10 58 (5.93%) Amazon S3
11 43 (4.40%) GitHub
11 43 (4.40%) Serverless
12 40 (4.09%) SaaS
13 37 (3.78%) AWS Lambda
14 28 (2.86%) Amazon Kinesis
15 25 (2.56%) Azure Machine Learning
16 24 (2.45%) Amazon SageMaker
17 23 (2.35%) Fivetran
18 21 (2.15%) Dagster
18 21 (2.15%) Power Automate
Communications & Networking
1 8 (0.82%) Broadband
2 3 (0.31%) DHCP
2 3 (0.31%) DNS
2 3 (0.31%) HTTP
3 2 (0.20%) 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
1 279 (28.53%) Data Warehouse
2 199 (20.35%) Power BI
3 146 (14.93%) Data Lake
4 121 (12.37%) SQL Server
5 87 (8.90%) Metadata
6 73 (7.46%) Tableau
7 60 (6.13%) Amazon Redshift
8 51 (5.21%) BigQuery
9 50 (5.11%) Big Data
10 42 (4.29%) NoSQL
10 42 (4.29%) PostgreSQL
11 41 (4.19%) Relational Database
12 40 (4.09%) Delta Lake
13 37 (3.78%) SQL Server Integration Services
14 36 (3.68%) MySQL
15 34 (3.48%) Looker
16 33 (3.37%) Hadoop
17 31 (3.17%) Apache Iceberg
18 30 (3.07%) SQL Server Reporting Services
19 29 (2.97%) MongoDB
Development Applications
1 56 (5.73%) Git
2 38 (3.89%) MLflow
3 16 (1.64%) JIRA
4 11 (1.12%) Jenkins
5 9 (0.92%) GitLab
6 4 (0.41%) Selenium
7 3 (0.31%) 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
1 287 (29.35%) Finance
2 252 (25.77%) Social Skills
3 122 (12.47%) Analytical Skills
4 62 (6.34%) Law
5 52 (5.32%) Banking
5 52 (5.32%) Public Sector
6 40 (4.09%) Inclusion and Diversity
7 35 (3.58%) Retail
8 33 (3.37%) Marketing
9 23 (2.35%) Financial Institution
9 23 (2.35%) Manufacturing
10 20 (2.04%) Legal
11 17 (1.74%) Advertising
11 17 (1.74%) Influencing Skills
12 11 (1.12%) Automotive
13 9 (0.92%) French Language
13 9 (0.92%) Front Office
14 7 (0.72%) Documentation Skills
14 7 (0.72%) Telecoms
15 6 (0.61%) Games
Job Titles
1 446 (45.60%) Data Engineer
2 187 (19.12%) Senior
3 146 (14.93%) Lead
4 126 (12.88%) Senior Data Engineer
5 96 (9.82%) Architect
6 78 (7.98%) Lead Data Engineer
7 77 (7.87%) Data Architect
8 53 (5.42%) Data Manager
9 47 (4.81%) Consultant
9 47 (4.81%) Developer
10 37 (3.78%) Azure Engineer
11 36 (3.68%) Analyst
12 32 (3.27%) AWS Engineer
12 32 (3.27%) Azure Data Engineer
13 30 (3.07%) Artificial Intelligence Engineer
14 29 (2.97%) Principal Engineer
15 27 (2.76%) AWS Data Engineer
16 26 (2.66%) Engineering Manager
17 24 (2.45%) Data Consultant
18 21 (2.15%) Platform Engineer
Libraries, Frameworks & Software Standards
1 92 (9.41%) PySpark
2 83 (8.49%) Kafka
3 48 (4.91%) PyTorch
3 48 (4.91%) TensorFlow
4 38 (3.89%) Pandas
5 26 (2.66%) RESTful
6 25 (2.56%) REST
7 23 (2.35%) scikit-learn
8 21 (2.15%) Faiss
8 21 (2.15%) LangChain
9 19 (1.94%) pytest
10 18 (1.84%) React
11 17 (1.74%) FastAPI
11 17 (1.74%) NumPy
11 17 (1.74%) Spring
12 16 (1.64%) HTML
12 16 (1.64%) Spring Boot
13 15 (1.53%) Flask
14 14 (1.43%) OAuth
15 13 (1.33%) Hugging Face
Miscellaneous
1 68 (6.95%) Cloud Native
2 43 (4.40%) Legacy Systems
3 40 (4.09%) Product Ownership
4 38 (3.89%) Data Structures
4 38 (3.89%) Distributed Systems
5 27 (2.76%) Low-Code
6 26 (2.66%) Management Information System
7 24 (2.45%) Greenfield Project
8 21 (2.15%) e-Learning
9 17 (1.74%) AI Agents
9 17 (1.74%) Onboarding
10 15 (1.53%) Data Centre
11 14 (1.43%) Hybrid Cloud
11 14 (1.43%) Self-Motivation
12 13 (1.33%) Analytical Mindset
13 11 (1.12%) Distributed Architecture
14 8 (0.82%) Algorithms
15 7 (0.72%) Enterprise Software
15 7 (0.72%) FMCG
16 6 (0.61%) 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
1 479 (48.98%) Analytics
2 466 (47.65%) Data Pipeline
3 389 (39.78%) ETL
4 378 (38.65%) Data Modelling
5 282 (28.83%) AI
6 279 (28.53%) CI/CD
7 273 (27.91%) Business Intelligence
8 256 (26.18%) Data Governance
9 234 (23.93%) Agile
10 192 (19.63%) DevOps
11 184 (18.81%) Data Architecture
12 179 (18.30%) Data Integration
12 179 (18.30%) Data Science
12 179 (18.30%) Mentoring
13 178 (18.20%) Problem-Solving
14 176 (18.00%) Machine Learning
15 165 (16.87%) Decision-Making
16 127 (12.99%) Continuous Improvement
17 112 (11.45%) Visualisation
18 105 (10.74%) Data Strategy
Programming Languages
1 555 (56.75%) Python
2 518 (52.97%) SQL
3 97 (9.92%) Java
4 62 (6.34%) Scala
5 30 (3.07%) Data Analysis Expressions
6 29 (2.97%) Bash
6 29 (2.97%) T-SQL
7 25 (2.56%) R
8 24 (2.45%) PowerShell
9 21 (2.15%) JavaScript
10 19 (1.94%) C#
11 13 (1.33%) Go
12 12 (1.23%) C++
13 11 (1.12%) TypeScript
14 8 (0.82%) Bicep
14 8 (0.82%) PHP
15 3 (0.31%) Groovy
15 3 (0.31%) Ruby
16 2 (0.20%) PL/SQL
17 1 (0.10%) Korn
Qualifications
1 112 (11.45%) Degree
2 77 (7.87%) Security Cleared
3 49 (5.01%) SC Cleared
4 45 (4.60%) Computer Science Degree
5 34 (3.48%) Master's Degree
6 23 (2.35%) Microsoft Certification
7 21 (2.15%) DV Cleared
8 18 (1.84%) AWS Certification
8 18 (1.84%) Azure Certification
9 13 (1.33%) MCSE
10 12 (1.23%) CISSP
10 12 (1.23%) OCP
10 12 (1.23%) Oracle Certification
11 11 (1.12%) PhD
12 10 (1.02%) DBS Check
13 5 (0.51%) AWS Certified Solutions Architect
13 5 (0.51%) BPSS Clearance
13 5 (0.51%) CRISC
14 4 (0.41%) SnowPro
15 1 (0.10%) PMI Certification
Quality Assurance & Compliance
1 253 (25.87%) Data Quality
2 66 (6.75%) Accessibility
3 59 (6.03%) GDPR
4 14 (1.43%) ISO/IEC 27001
5 10 (1.02%) QA
6 8 (0.82%) GRC
6 8 (0.82%) SLA
7 6 (0.61%) HIPAA
7 6 (0.61%) NIST
8 5 (0.51%) Sarbanes-Oxley
9 3 (0.31%) California Consumer Privacy Act
10 1 (0.10%) Actionable Recommendations
10 1 (0.10%) GAAP
10 1 (0.10%) GMP
10 1 (0.10%) IFRS
10 1 (0.10%) IFRS 17
10 1 (0.10%) NCSC
10 1 (0.10%) SOC 2
10 1 (0.10%) Solvency II
System Software
1 102 (10.43%) Docker
2 10 (1.02%) Active Directory
3 8 (0.82%) HDFS
4 1 (0.10%) Apache ZooKeeper
4 1 (0.10%) Virtual Machines
Systems Management
1 79 (8.08%) Kubernetes
2 69 (7.06%) 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 (0.61%) Ansible
4 6 (0.61%) Control-M
5 3 (0.31%) Active Directory Federation Services
5 3 (0.31%) Kubeflow
5 3 (0.31%) Microsoft Intune
5 3 (0.31%) SCCM
6 1 (0.10%) Istio
Vendors
1 236 (24.13%) Databricks
2 200 (20.45%) Microsoft
3 47 (4.81%) Oracle
4 41 (4.19%) Google
5 40 (4.09%) Palantir
6 38 (3.89%) Informatica
7 36 (3.68%) OpenAI
8 30 (3.07%) Foundry
8 30 (3.07%) Talend
9 13 (1.33%) Automation Anywhere
9 13 (1.33%) UiPath
10 12 (1.23%) Dell
10 12 (1.23%) SAP
11 11 (1.12%) Salesforce
12 9 (0.92%) NVIDIA
13 8 (0.82%) MuleSoft
14 7 (0.72%) Cloudera
15 5 (0.51%) Dataiku
15 5 (0.51%) Netezza
16 4 (0.41%) CrowdStrike