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

6 months to
22 Feb 2026
Same period 2025 Same period 2024
Rank 157 169 174
Rank change year-on-year +12 +5 -60
Permanent jobs citing Data Engineering 971 843 1,315
As % of all permanent jobs in the UK 1.41% 1.74% 1.74%
As % of the Processes & Methodologies category 1.78% 1.88% 1.97%
Number of salaries quoted 625 579 806
10th Percentile £47,200 £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 £91,763
90th Percentile £109,500 £119,000 £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 54,541 44,858 66,633
As % of all permanent jobs advertised in the UK 79.08% 92.63% 88.37%
Number of salaries quoted 32,717 22,158 51,477
10th Percentile £29,000 £34,000 £29,440
25th Percentile £38,000 £45,750 £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% -8.90%

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 22 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 22 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 +10 848 £72,500 -6.45% 419
London +55 475 £77,500 -18.42% 206
UK excluding London -13 399 £65,000 +2.77% 302
Work from Home +3 371 £75,000 -3.23% 234
South East -8 100 £70,000 - 94
North of England -58 98 £70,000 +27.27% 95
Midlands +36 87 £65,000 +23.81% 51
West Midlands +50 67 £60,000 +33.33% 41
Yorkshire -45 47 £70,500 +24.07% 34
Scotland +14 46 £85,000 +47.83% 17
North West -16 44 £72,500 +38.10% 52
East of England +37 35 £59,450 -8.54% 14
South West -34 28 £55,100 -21.29% 29
East Midlands -23 18 £75,000 +22.45% 10
North East -24 7 £65,000 +4.00% 10
Wales -1 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
1 128 (13.18%) Apache Airflow
2 102 (10.50%) Apache Spark
3 61 (6.28%) Apache
4 24 (2.47%) Palantir Foundry
5 18 (1.85%) SAS
6 13 (1.34%) SharePoint
7 12 (1.24%) Appian
8 8 (0.82%) Confluence
9 4 (0.41%) Microsoft Exchange
10 3 (0.31%) Moodle
11 2 (0.21%) 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 (3.09%) Microsoft Excel
2 6 (0.62%) Microsoft Office
3 2 (0.21%) Microsoft PowerPoint
4 1 (0.10%) Adobe XD
4 1 (0.10%) Notion
Business Applications
1 4 (0.41%) Markit EDM
2 3 (0.31%) SAP S/4HANA
3 2 (0.21%) Oracle EBS
3 2 (0.21%) Unit4 Business World
4 1 (0.10%) Dynamics CRM
4 1 (0.10%) Primavera
4 1 (0.10%) SAP ERP
4 1 (0.10%) SimCorp Dimension
Cloud Services
1 461 (47.48%) Azure
2 312 (32.13%) AWS
3 208 (21.42%) Power Platform
4 175 (18.02%) Snowflake
5 161 (16.58%) GCP
6 155 (15.96%) Azure Data Factory
7 99 (10.20%) dbt
8 77 (7.93%) Azure Synapse Analytics
9 58 (5.97%) Amazon S3
10 56 (5.77%) Azure DevOps
11 44 (4.53%) GitHub
12 41 (4.22%) Serverless
13 40 (4.12%) SaaS
14 35 (3.60%) AWS Lambda
15 28 (2.88%) Amazon Kinesis
16 24 (2.47%) Amazon SageMaker
16 24 (2.47%) Azure Machine Learning
17 22 (2.27%) Fivetran
18 21 (2.16%) Matillion
18 21 (2.16%) 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 (0.21%) 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
1 274 (28.22%) Data Warehouse
2 197 (20.29%) Power BI
3 146 (15.04%) Data Lake
4 113 (11.64%) SQL Server
5 88 (9.06%) Metadata
6 73 (7.52%) Tableau
7 59 (6.08%) Amazon Redshift
8 52 (5.36%) BigQuery
9 47 (4.84%) Big Data
10 41 (4.22%) PostgreSQL
10 41 (4.22%) Relational Database
11 40 (4.12%) NoSQL
12 39 (4.02%) Delta Lake
13 37 (3.81%) SQL Server Integration Services
14 35 (3.60%) MySQL
15 34 (3.50%) Looker
16 31 (3.19%) Apache Iceberg
16 31 (3.19%) SQL Server Reporting Services
17 29 (2.99%) Hadoop
18 27 (2.78%) MongoDB
Development Applications
1 56 (5.77%) Git
2 40 (4.12%) MLflow
3 14 (1.44%) JIRA
4 11 (1.13%) Jenkins
5 9 (0.93%) 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
1 283 (29.15%) Finance
2 250 (25.75%) Social Skills
3 121 (12.46%) Analytical Skills
4 56 (5.77%) Law
5 54 (5.56%) Public Sector
6 53 (5.46%) Banking
7 40 (4.12%) Inclusion and Diversity
8 36 (3.71%) Retail
9 29 (2.99%) Marketing
10 23 (2.37%) Manufacturing
11 22 (2.27%) Financial Institution
12 19 (1.96%) Legal
13 18 (1.85%) Influencing Skills
14 15 (1.54%) Advertising
15 11 (1.13%) Automotive
16 8 (0.82%) French Language
16 8 (0.82%) Front Office
17 7 (0.72%) Documentation Skills
17 7 (0.72%) Telecoms
18 6 (0.62%) Games
Job Titles
1 438 (45.11%) Data Engineer
2 186 (19.16%) Senior
3 150 (15.45%) Lead
4 124 (12.77%) Senior Data Engineer
5 99 (10.20%) Architect
6 80 (8.24%) Data Architect
7 77 (7.93%) Lead Data Engineer
8 51 (5.25%) Data Manager
9 47 (4.84%) Consultant
10 46 (4.74%) Developer
11 35 (3.60%) Azure Engineer
12 34 (3.50%) Analyst
13 32 (3.30%) AWS Engineer
14 30 (3.09%) Artificial Intelligence Engineer
14 30 (3.09%) Azure Data Engineer
14 30 (3.09%) Principal Engineer
15 27 (2.78%) AWS Data Engineer
16 24 (2.47%) Data Consultant
16 24 (2.47%) Engineering Manager
17 21 (2.16%) Platform Engineer
Libraries, Frameworks & Software Standards
1 90 (9.27%) PySpark
2 83 (8.55%) Kafka
3 50 (5.15%) PyTorch
3 50 (5.15%) TensorFlow
4 37 (3.81%) Pandas
5 25 (2.57%) RESTful
5 25 (2.57%) scikit-learn
6 24 (2.47%) REST
7 21 (2.16%) Faiss
7 21 (2.16%) LangChain
8 19 (1.96%) pytest
9 18 (1.85%) React
9 18 (1.85%) Spring
10 17 (1.75%) FastAPI
10 17 (1.75%) Spring Boot
11 16 (1.65%) NumPy
12 15 (1.54%) Flask
13 14 (1.44%) HTML
13 14 (1.44%) OAuth
14 13 (1.34%) Hugging Face
Miscellaneous
1 68 (7.00%) Cloud Native
2 43 (4.43%) Legacy Systems
3 39 (4.02%) Data Structures
4 38 (3.91%) Product Ownership
5 35 (3.60%) Distributed Systems
6 27 (2.78%) Low-Code
7 24 (2.47%) Greenfield Project
7 24 (2.47%) Management Information System
8 20 (2.06%) e-Learning
9 17 (1.75%) AI Agents
10 15 (1.54%) Data Centre
10 15 (1.54%) Onboarding
11 14 (1.44%) Hybrid Cloud
11 14 (1.44%) Self-Motivation
12 12 (1.24%) Analytical Mindset
13 11 (1.13%) Distributed Architecture
14 8 (0.82%) Algorithms
14 8 (0.82%) FMCG
15 7 (0.72%) Enterprise Software
16 6 (0.62%) Social Media
Operating Systems
1 7 (0.72%) 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 (49.64%) Analytics
2 459 (47.27%) Data Pipeline
3 380 (39.13%) ETL
4 379 (39.03%) Data Modelling
5 277 (28.53%) AI
6 276 (28.42%) CI/CD
7 271 (27.91%) Business Intelligence
8 250 (25.75%) Data Governance
9 235 (24.20%) Agile
10 186 (19.16%) DevOps
11 185 (19.05%) Data Architecture
12 180 (18.54%) Data Integration
13 179 (18.43%) Data Science
13 179 (18.43%) Mentoring
14 177 (18.23%) Problem-Solving
15 172 (17.71%) Machine Learning
16 167 (17.20%) Decision-Making
17 127 (13.08%) Continuous Improvement
18 112 (11.53%) Visualisation
19 102 (10.50%) Data Management
Programming Languages
1 545 (56.13%) Python
2 509 (52.42%) SQL
3 96 (9.89%) Java
4 57 (5.87%) Scala
5 29 (2.99%) Bash
5 29 (2.99%) Data Analysis Expressions
5 29 (2.99%) T-SQL
6 24 (2.47%) PowerShell
6 24 (2.47%) R
7 21 (2.16%) JavaScript
8 19 (1.96%) C#
9 13 (1.34%) Go
10 12 (1.24%) C++
10 12 (1.24%) TypeScript
11 8 (0.82%) Bicep
12 7 (0.72%) PHP
13 3 (0.31%) Groovy
13 3 (0.31%) Ruby
14 2 (0.21%) PL/SQL
15 1 (0.10%) Korn
Qualifications
1 109 (11.23%) Degree
2 74 (7.62%) Security Cleared
3 46 (4.74%) SC Cleared
4 45 (4.63%) Computer Science Degree
5 33 (3.40%) Master's Degree
6 21 (2.16%) DV Cleared
6 21 (2.16%) Microsoft Certification
7 18 (1.85%) AWS Certification
7 18 (1.85%) Azure Certification
8 11 (1.13%) DBS Check
8 11 (1.13%) MCSE
9 10 (1.03%) CISSP
9 10 (1.03%) OCP
9 10 (1.03%) Oracle Certification
9 10 (1.03%) PhD
10 5 (0.51%) AWS Certified Solutions Architect
10 5 (0.51%) BPSS Clearance
10 5 (0.51%) CRISC
11 3 (0.31%) SnowPro
12 1 (0.10%) PMI Certification
Quality Assurance & Compliance
1 258 (26.57%) Data Quality
2 65 (6.69%) Accessibility
3 55 (5.66%) GDPR
4 12 (1.24%) ISO/IEC 27001
5 10 (1.03%) QA
6 9 (0.93%) GRC
7 8 (0.82%) SLA
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
1 100 (10.30%) Docker
2 10 (1.03%) Active Directory
3 7 (0.72%) HDFS
4 1 (0.10%) Apache ZooKeeper
4 1 (0.10%) Virtual Machines
Systems Management
1 80 (8.24%) Kubernetes
2 71 (7.31%) Terraform
3 10 (1.03%) Grafana
3 10 (1.03%) Prometheus
4 9 (0.93%) Argo
4 9 (0.93%) Single Sign-On
5 7 (0.72%) Control-M
6 6 (0.62%) Ansible
7 3 (0.31%) Active Directory Federation Services
7 3 (0.31%) Kubeflow
7 3 (0.31%) Microsoft Intune
7 3 (0.31%) SCCM
8 1 (0.10%) Istio
Vendors
1 236 (24.30%) Databricks
2 195 (20.08%) Microsoft
3 41 (4.22%) Google
3 41 (4.22%) Oracle
4 40 (4.12%) Palantir
5 39 (4.02%) Informatica
6 36 (3.71%) OpenAI
7 30 (3.09%) Foundry
7 30 (3.09%) Talend
8 13 (1.34%) Automation Anywhere
8 13 (1.34%) UiPath
9 12 (1.24%) Dell
9 12 (1.24%) SAP
10 9 (0.93%) NVIDIA
10 9 (0.93%) Salesforce
11 8 (0.82%) MuleSoft
12 7 (0.72%) Cloudera
13 5 (0.51%) Dataiku
13 5 (0.51%) Netezza
14 4 (0.41%) Confluent