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

6 months to
20 Feb 2026
Same period 2025 Same period 2024
Rank 155 173 173
Rank change year-on-year +18 0 -59
Permanent jobs citing Data Engineering 979 853 1,319
As % of all permanent jobs in the UK 1.43% 1.74% 1.76%
As % of the Processes & Methodologies category 1.80% 1.88% 1.99%
Number of salaries quoted 630 587 802
10th Percentile £47,450 £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 £110,500 £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 54,345 45,260 66,146
As % of all permanent jobs advertised in the UK 79.25% 92.54% 88.33%
Number of salaries quoted 32,629 22,226 51,183
10th Percentile £29,000 £34,000 £29,490
25th Percentile £38,000 £46,000 £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 £76,000 £81,250 £75,000
90th Percentile £96,250 £102,500 £95,000
UK excluding London median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +10.00% -8.33%

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 20 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 20 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 +14 854 £72,500 -6.45% 558
London +44 479 £80,000 -15.79% 306
UK excluding London -5 402 £65,000 +4.00% 348
Work from Home +2 377 £75,000 -3.23% 271
North of England -45 101 £70,000 +27.27% 110
South East -26 99 £72,500 +3.57% 97
Midlands +31 88 £65,000 +23.81% 57
West Midlands +44 67 £60,000 +33.33% 45
Scotland +6 48 £85,000 +47.83% 26
Yorkshire -51 48 £70,250 +27.73% 39
North West -11 46 £67,500 +28.57% 61
East of England +35 35 £55,000 -15.38% 21
South West -32 27 £55,000 -21.43% 35
East Midlands -16 19 £75,000 +30.43% 12
North East -22 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
1 127 (12.97%) Apache Airflow
2 104 (10.62%) Apache Spark
3 62 (6.33%) 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
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 32 (3.27%) 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 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
1 464 (47.40%) Azure
2 310 (31.66%) AWS
3 212 (21.65%) Power Platform
4 176 (17.98%) Snowflake
5 161 (16.45%) GCP
6 155 (15.83%) Azure Data Factory
7 98 (10.01%) dbt
8 78 (7.97%) Azure Synapse Analytics
9 59 (6.03%) Azure DevOps
10 58 (5.92%) Amazon S3
11 44 (4.49%) GitHub
12 42 (4.29%) Serverless
13 40 (4.09%) SaaS
14 36 (3.68%) AWS Lambda
15 28 (2.86%) Amazon Kinesis
16 25 (2.55%) Azure Machine Learning
17 24 (2.45%) Amazon SageMaker
18 23 (2.35%) Fivetran
19 21 (2.15%) Dagster
19 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 (28.50%) Data Warehouse
2 200 (20.43%) Power BI
3 146 (14.91%) Data Lake
4 119 (12.16%) SQL Server
5 86 (8.78%) Metadata
6 75 (7.66%) Tableau
7 61 (6.23%) Amazon Redshift
8 52 (5.31%) BigQuery
9 48 (4.90%) Big Data
10 42 (4.29%) PostgreSQL
11 41 (4.19%) NoSQL
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 (3.47%) Looker
16 32 (3.27%) Hadoop
17 31 (3.17%) Apache Iceberg
18 30 (3.06%) SQL Server Reporting Services
19 28 (2.86%) MongoDB
Development Applications
1 56 (5.72%) Git
2 40 (4.09%) MLflow
3 16 (1.63%) 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
1 291 (29.72%) Finance
2 251 (25.64%) Social Skills
3 123 (12.56%) Analytical Skills
4 60 (6.13%) Law
5 53 (5.41%) Banking
6 52 (5.31%) Public Sector
7 40 (4.09%) Inclusion and Diversity
8 36 (3.68%) Retail
9 32 (3.27%) Marketing
10 23 (2.35%) Financial Institution
10 23 (2.35%) Manufacturing
11 20 (2.04%) Legal
12 18 (1.84%) Influencing Skills
13 16 (1.63%) Advertising
14 11 (1.12%) Automotive
15 9 (0.92%) French Language
15 9 (0.92%) Front Office
16 7 (0.72%) Documentation Skills
16 7 (0.72%) Telecoms
17 6 (0.61%) Games
Job Titles
1 442 (45.15%) Data Engineer
2 188 (19.20%) Senior
3 149 (15.22%) Lead
4 125 (12.77%) Senior Data Engineer
5 96 (9.81%) Architect
6 78 (7.97%) Lead Data Engineer
7 77 (7.87%) Data Architect
8 53 (5.41%) Data Manager
9 47 (4.80%) Consultant
9 47 (4.80%) Developer
10 37 (3.78%) Analyst
10 37 (3.78%) Azure Engineer
11 32 (3.27%) AWS Engineer
11 32 (3.27%) Azure Data Engineer
12 30 (3.06%) Artificial Intelligence Engineer
13 29 (2.96%) Principal Engineer
14 27 (2.76%) AWS Data Engineer
15 26 (2.66%) Engineering Manager
16 24 (2.45%) Data Consultant
17 21 (2.15%) Platform Engineer
Libraries, Frameworks & Software Standards
1 92 (9.40%) PySpark
2 84 (8.58%) Kafka
3 50 (5.11%) PyTorch
3 50 (5.11%) TensorFlow
4 38 (3.88%) Pandas
5 26 (2.66%) RESTful
6 25 (2.55%) REST
6 25 (2.55%) scikit-learn
7 21 (2.15%) Faiss
7 21 (2.15%) LangChain
8 19 (1.94%) pytest
9 18 (1.84%) React
9 18 (1.84%) Spring
10 17 (1.74%) FastAPI
10 17 (1.74%) NumPy
10 17 (1.74%) Spring Boot
11 15 (1.53%) Flask
11 15 (1.53%) HTML
12 14 (1.43%) OAuth
13 13 (1.33%) Hugging Face
Miscellaneous
1 68 (6.95%) Cloud Native
2 43 (4.39%) Legacy Systems
3 40 (4.09%) Product Ownership
4 39 (3.98%) Data Structures
5 38 (3.88%) Distributed Systems
6 26 (2.66%) Low-Code
6 26 (2.66%) Management Information System
7 25 (2.55%) 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
14 8 (0.82%) FMCG
15 7 (0.72%) Enterprise Software
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
1 482 (49.23%) Analytics
2 463 (47.29%) Data Pipeline
3 385 (39.33%) ETL
4 381 (38.92%) Data Modelling
5 283 (28.91%) AI
6 280 (28.60%) CI/CD
7 274 (27.99%) Business Intelligence
8 254 (25.94%) Data Governance
9 234 (23.90%) Agile
10 192 (19.61%) DevOps
11 184 (18.79%) Data Architecture
12 181 (18.49%) Data Science
13 179 (18.28%) Data Integration
13 179 (18.28%) Mentoring
14 177 (18.08%) Machine Learning
14 177 (18.08%) Problem-Solving
15 168 (17.16%) Decision-Making
16 129 (13.18%) Continuous Improvement
17 114 (11.64%) Visualisation
18 104 (10.62%) Data Strategy
Programming Languages
1 555 (56.69%) Python
2 519 (53.01%) SQL
3 98 (10.01%) Java
4 61 (6.23%) Scala
5 30 (3.06%) Data Analysis Expressions
6 29 (2.96%) Bash
6 29 (2.96%) T-SQL
7 25 (2.55%) 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%) VBA
Qualifications
1 112 (11.44%) Degree
2 76 (7.76%) Security Cleared
3 48 (4.90%) SC Cleared
4 45 (4.60%) Computer Science Degree
5 34 (3.47%) Master's Degree
6 22 (2.25%) Microsoft Certification
7 21 (2.15%) DV Cleared
8 17 (1.74%) AWS Certification
8 17 (1.74%) Azure Certification
9 12 (1.23%) MCSE
10 11 (1.12%) CISSP
10 11 (1.12%) OCP
10 11 (1.12%) Oracle Certification
10 11 (1.12%) PhD
11 10 (1.02%) DBS Check
12 5 (0.51%) AWS Certified Solutions Architect
12 5 (0.51%) BPSS Clearance
12 5 (0.51%) CRISC
13 3 (0.31%) SnowPro
14 1 (0.10%) PMI Certification
Quality Assurance & Compliance
1 256 (26.15%) Data Quality
2 66 (6.74%) Accessibility
3 58 (5.92%) 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 (10.42%) 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 80 (8.17%) Kubernetes
2 70 (7.15%) Terraform
3 10 (1.02%) Grafana
3 10 (1.02%) Prometheus
4 9 (0.92%) Argo
4 9 (0.92%) Single Sign-On
5 6 (0.61%) Ansible
5 6 (0.61%) Control-M
6 3 (0.31%) Active Directory Federation Services
6 3 (0.31%) Kubeflow
6 3 (0.31%) Microsoft Intune
6 3 (0.31%) SCCM
7 1 (0.10%) Istio
Vendors
1 237 (24.21%) Databricks
2 198 (20.22%) Microsoft
3 45 (4.60%) Oracle
4 40 (4.09%) Google
4 40 (4.09%) Palantir
5 38 (3.88%) Informatica
6 36 (3.68%) OpenAI
7 30 (3.06%) Foundry
7 30 (3.06%) Talend
8 13 (1.33%) Automation Anywhere
8 13 (1.33%) UiPath
9 12 (1.23%) Dell
9 12 (1.23%) SAP
10 10 (1.02%) Salesforce
11 9 (0.92%) NVIDIA
12 8 (0.82%) MuleSoft
13 7 (0.72%) Cloudera
14 5 (0.51%) Dataiku
14 5 (0.51%) Netezza
15 4 (0.41%) Palo Alto