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

6 months to
21 Feb 2026
Same period 2025 Same period 2024
Rank 157 170 174
Rank change year-on-year +13 +4 -60
Permanent jobs citing Data Engineering 984 847 1,325
As % of all permanent jobs in the UK 1.43% 1.75% 1.76%
As % of the Processes & Methodologies category 1.81% 1.89% 1.99%
Number of salaries quoted 634 582 806
10th Percentile £47,500 £42,500 £43,750
25th Percentile £57,500 £53,750 £55,000
Median annual salary (50th Percentile) £75,000 £76,639 £70,000
Median % change year-on-year -2.14% +9.48% -6.67%
75th Percentile £90,000 £105,000 £91,934
90th Percentile £110,000 £119,875 £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 54,494 44,927 66,578
As % of all permanent jobs advertised in the UK 79.19% 92.59% 88.37%
Number of salaries quoted 32,685 22,191 51,489
10th Percentile £29,000 £34,000 £29,448
25th Percentile £38,000 £46,000 £40,000
Median annual salary (50th Percentile) £55,000 £60,001 £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% -8.90%

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 21 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 21 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 +11 861 £72,500 -6.45% 421
London +54 483 £80,000 -15.79% 203
UK excluding London +1 403 £65,000 +4.00% 312
Work from Home +3 374 £75,000 -2.14% 229
South East -21 101 £70,000 - 97
North of England -63 99 £70,000 +27.27% 95
Midlands +38 88 £65,000 +23.81% 53
West Midlands +39 68 £60,000 +33.33% 41
Yorkshire -47 47 £70,500 +24.07% 35
Scotland +13 46 £85,000 +47.83% 18
North West -17 45 £70,000 +33.33% 50
East of England +37 36 £57,225 -11.96% 13
South West -27 28 £55,100 -21.29% 33
East Midlands -26 18 £75,000 +30.43% 12
North East -25 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
1 128 (13.01%) Apache Airflow
2 105 (10.67%) Apache Spark
3 62 (6.30%) Apache
4 24 (2.44%) Palantir Foundry
5 18 (1.83%) SAS
6 14 (1.42%) 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 (3.05%) 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
2 3 (0.30%) SAP S/4HANA
3 2 (0.20%) Oracle EBS
4 1 (0.10%) Dynamics CRM
4 1 (0.10%) Primavera
4 1 (0.10%) SAP ERP
4 1 (0.10%) SimCorp Dimension
4 1 (0.10%) Unit4 Business World
Cloud Services
1 467 (47.46%) Azure
2 316 (32.11%) AWS
3 212 (21.54%) Power Platform
4 176 (17.89%) Snowflake
5 164 (16.67%) GCP
6 157 (15.96%) Azure Data Factory
7 100 (10.16%) dbt
8 79 (8.03%) Azure Synapse Analytics
9 58 (5.89%) Amazon S3
10 57 (5.79%) Azure DevOps
11 45 (4.57%) GitHub
12 43 (4.37%) Serverless
13 40 (4.07%) SaaS
14 36 (3.66%) AWS Lambda
15 29 (2.95%) Amazon Kinesis
16 25 (2.54%) Azure Machine Learning
17 24 (2.44%) Amazon SageMaker
18 23 (2.34%) Fivetran
19 21 (2.13%) Dagster
19 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
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
1 277 (28.15%) Data Warehouse
2 200 (20.33%) Power BI
3 147 (14.94%) Data Lake
4 120 (12.20%) SQL Server
5 88 (8.94%) Metadata
6 74 (7.52%) Tableau
7 61 (6.20%) Amazon Redshift
8 52 (5.28%) BigQuery
9 50 (5.08%) Big Data
10 43 (4.37%) PostgreSQL
11 42 (4.27%) NoSQL
12 41 (4.17%) Relational Database
13 40 (4.07%) Delta Lake
14 37 (3.76%) SQL Server Integration Services
15 36 (3.66%) MySQL
16 35 (3.56%) Looker
17 32 (3.25%) Hadoop
18 31 (3.15%) Apache Iceberg
18 31 (3.15%) SQL Server Reporting Services
19 29 (2.95%) MongoDB
Development Applications
1 56 (5.69%) Git
2 40 (4.07%) MLflow
3 14 (1.42%) JIRA
4 11 (1.12%) Jenkins
5 9 (0.91%) GitLab
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
1 291 (29.57%) Finance
2 253 (25.71%) Social Skills
3 121 (12.30%) Analytical Skills
4 59 (6.00%) Law
5 55 (5.59%) Banking
6 54 (5.49%) Public Sector
7 40 (4.07%) Inclusion and Diversity
8 36 (3.66%) Retail
9 30 (3.05%) Marketing
10 24 (2.44%) Financial Institution
11 23 (2.34%) Manufacturing
12 20 (2.03%) Legal
13 18 (1.83%) Influencing Skills
14 16 (1.63%) Advertising
15 11 (1.12%) Automotive
16 9 (0.91%) French Language
16 9 (0.91%) Front Office
17 7 (0.71%) Documentation Skills
17 7 (0.71%) Telecoms
18 6 (0.61%) Games
Job Titles
1 446 (45.33%) Data Engineer
2 189 (19.21%) Senior
3 152 (15.45%) Lead
4 125 (12.70%) Senior Data Engineer
5 99 (10.06%) Architect
6 80 (8.13%) Data Architect
7 78 (7.93%) Lead Data Engineer
8 52 (5.28%) Data Manager
9 47 (4.78%) Consultant
9 47 (4.78%) Developer
10 38 (3.86%) Azure Engineer
11 35 (3.56%) Analyst
12 33 (3.35%) AWS Engineer
12 33 (3.35%) Azure Data Engineer
13 30 (3.05%) Artificial Intelligence Engineer
13 30 (3.05%) Principal Engineer
14 28 (2.85%) AWS Data Engineer
15 25 (2.54%) Engineering Manager
16 24 (2.44%) Data Consultant
17 21 (2.13%) Platform Engineer
Libraries, Frameworks & Software Standards
1 92 (9.35%) PySpark
2 85 (8.64%) Kafka
3 50 (5.08%) PyTorch
3 50 (5.08%) TensorFlow
4 38 (3.86%) Pandas
5 26 (2.64%) RESTful
6 25 (2.54%) REST
6 25 (2.54%) scikit-learn
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 (1.73%) FastAPI
10 17 (1.73%) NumPy
10 17 (1.73%) Spring Boot
11 15 (1.52%) Flask
11 15 (1.52%) HTML
12 14 (1.42%) OAuth
13 13 (1.32%) Hugging Face
Miscellaneous
1 70 (7.11%) Cloud Native
2 43 (4.37%) Legacy Systems
3 39 (3.96%) Data Structures
4 38 (3.86%) Distributed Systems
4 38 (3.86%) Product Ownership
5 26 (2.64%) Low-Code
6 25 (2.54%) Greenfield Project
7 24 (2.44%) Management Information System
8 22 (2.24%) e-Learning
9 17 (1.73%) AI Agents
10 15 (1.52%) Data Centre
10 15 (1.52%) Onboarding
11 14 (1.42%) Hybrid Cloud
11 14 (1.42%) Self-Motivation
12 11 (1.12%) Analytical Mindset
12 11 (1.12%) Distributed Architecture
13 8 (0.81%) Algorithms
13 8 (0.81%) FMCG
14 7 (0.71%) Enterprise Software
15 6 (0.61%) Social Media
Operating Systems
1 8 (0.81%) Linux
2 4 (0.41%) Unix
2 4 (0.41%) Windows
3 3 (0.30%) Windows Server
4 1 (0.10%) Red Hat Enterprise Linux
Processes & Methodologies
1 487 (49.49%) Analytics
2 467 (47.46%) Data Pipeline
3 387 (39.33%) ETL
4 383 (38.92%) Data Modelling
5 282 (28.66%) AI
6 280 (28.46%) CI/CD
7 274 (27.85%) Business Intelligence
8 256 (26.02%) Data Governance
9 237 (24.09%) Agile
10 191 (19.41%) DevOps
11 187 (19.00%) Data Architecture
12 182 (18.50%) Data Science
12 182 (18.50%) Mentoring
13 180 (18.29%) Data Integration
14 179 (18.19%) Problem-Solving
15 177 (17.99%) Machine Learning
16 169 (17.17%) Decision-Making
17 127 (12.91%) Continuous Improvement
18 114 (11.59%) Visualisation
19 104 (10.57%) Data Strategy
Programming Languages
1 556 (56.50%) Python
2 516 (52.44%) SQL
3 98 (9.96%) Java
4 61 (6.20%) Scala
5 30 (3.05%) Data Analysis Expressions
6 29 (2.95%) Bash
6 29 (2.95%) T-SQL
7 25 (2.54%) PowerShell
7 25 (2.54%) R
8 22 (2.24%) JavaScript
9 20 (2.03%) C#
10 13 (1.32%) Go
11 12 (1.22%) C++
11 12 (1.22%) TypeScript
12 8 (0.81%) Bicep
12 8 (0.81%) PHP
13 3 (0.30%) Groovy
13 3 (0.30%) Ruby
14 2 (0.20%) PL/SQL
15 1 (0.10%) Korn
Qualifications
1 113 (11.48%) Degree
2 76 (7.72%) Security Cleared
3 48 (4.88%) SC Cleared
4 46 (4.67%) Computer Science Degree
5 35 (3.56%) Master's Degree
6 22 (2.24%) Microsoft Certification
7 21 (2.13%) DV Cleared
8 18 (1.83%) AWS Certification
8 18 (1.83%) Azure Certification
9 12 (1.22%) MCSE
10 11 (1.12%) CISSP
10 11 (1.12%) DBS Check
10 11 (1.12%) OCP
10 11 (1.12%) Oracle Certification
10 11 (1.12%) PhD
11 5 (0.51%) AWS Certified Solutions Architect
11 5 (0.51%) BPSS Clearance
11 5 (0.51%) CRISC
12 3 (0.30%) SnowPro
13 1 (0.10%) PMI Certification
Quality Assurance & Compliance
1 260 (26.42%) Data Quality
2 64 (6.50%) Accessibility
3 58 (5.89%) GDPR
4 14 (1.42%) ISO/IEC 27001
5 10 (1.02%) QA
6 8 (0.81%) GRC
6 8 (0.81%) SLA
7 6 (0.61%) HIPAA
7 6 (0.61%) NIST
8 5 (0.51%) Sarbanes-Oxley
9 3 (0.30%) 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
1 103 (10.47%) Docker
2 10 (1.02%) Active Directory
3 8 (0.81%) HDFS
4 1 (0.10%) Apache ZooKeeper
4 1 (0.10%) Virtual Machines
Systems Management
1 81 (8.23%) Kubernetes
2 71 (7.22%) Terraform
3 10 (1.02%) Grafana
3 10 (1.02%) Prometheus
4 9 (0.91%) Argo
4 9 (0.91%) Single Sign-On
5 7 (0.71%) Control-M
6 6 (0.61%) Ansible
7 3 (0.30%) Active Directory Federation Services
7 3 (0.30%) Kubeflow
7 3 (0.30%) Microsoft Intune
7 3 (0.30%) SCCM
8 1 (0.10%) Istio
Vendors
1 240 (24.39%) Databricks
2 198 (20.12%) Microsoft
3 45 (4.57%) Oracle
4 41 (4.17%) Google
5 40 (4.07%) Palantir
6 39 (3.96%) Informatica
7 36 (3.66%) OpenAI
8 30 (3.05%) Foundry
8 30 (3.05%) Talend
9 13 (1.32%) Automation Anywhere
9 13 (1.32%) UiPath
10 12 (1.22%) Dell
10 12 (1.22%) SAP
11 10 (1.02%) 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
16 4 (0.41%) Confluent