Data Engineering Contract Job Trends in England

Data Engineering
UK > England

The table below provides summary statistics and contractor rates for jobs advertised in England requiring Data Engineering skills. It covers contract job vacancies from the 6 months leading up to 1 December 2025, with comparisons to the same periods in the previous two years.

6 months to
1 Dec 2025
Same period 2024 Same period 2023
Rank 126 173 231
Rank change year-on-year +47 +58 -6
Contract jobs citing Data Engineering 689 446 424
As % of all contract jobs in England 2.26% 1.46% 1.09%
As % of the Processes & Methodologies category 2.53% 1.66% 1.23%
Number of daily rates quoted 450 323 310
10th Percentile £362 £403 £413
25th Percentile £413 £468 £481
Median daily rate (50th Percentile) £525 £570 £589
Median % change year-on-year -7.89% -3.18% -1.88%
75th Percentile £638 £675 £700
90th Percentile £738 £785 £800
UK median daily rate £520 £550 £575
% change year-on-year -5.45% -4.35% -4.17%
Number of hourly rates quoted 3 8 10
10th Percentile £43.05 £21.25 £35.00
25th Percentile £54.76 £21.81 £36.68
Median hourly rate £74.26 £24.25 £53.65
Median % change year-on-year +206.23% -54.80% +7.31%
75th Percentile £92.13 £36.31 £74.75
90th Percentile £102.85 £65.00 £78.70
UK median hourly rate £79.63 £25.36 £53.65
% change year-on-year +214.00% -52.73% +7.31%

All Process and Methodology Skills
England

Data Engineering falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring process or methodology skills in England.

Contract vacancies with a requirement for process or methodology skills 27,266 26,819 34,391
As % of all contract IT jobs advertised in England 89.52% 87.66% 88.79%
Number of daily rates quoted 17,363 16,442 23,467
10th Percentile £300 £313 £313
25th Percentile £405 £418 £425
Median daily rate (50th Percentile) £500 £525 £548
Median % change year-on-year -4.76% -4.11% -0.45%
75th Percentile £625 £650 £650
90th Percentile £725 £750 £750
UK median daily rate £500 £525 £534
% change year-on-year -4.76% -1.59% -3.00%
Number of hourly rates quoted 1,775 968 1,450
10th Percentile £15.00 £15.22 £14.64
25th Percentile £17.87 £20.26 £19.06
Median hourly rate £25.15 £35.00 £44.50
Median % change year-on-year -28.14% -21.35% +19.14%
75th Percentile £50.00 £65.00 £65.00
90th Percentile £68.75 £75.00 £77.50
UK median hourly rate £25.15 £33.00 £43.42
% change year-on-year -23.79% -23.99% +24.04%

Data Engineering
Job Vacancy Trend in England

Historical trend showing the proportion of contract IT job postings citing Data Engineering relative to all contract IT jobs advertised in England.

Data Engineering job vacancy trend in England

Data Engineering
Daily Rate Trend in England

Contractor daily rate distribution trend for jobs in England citing Data Engineering.

Contractor daily rate distribution trend for jobs in England citing Data Engineering

Data Engineering
Daily Rate Histogram in England

Daily rate distribution for jobs citing Data Engineering in England over the 6 months to 1 December 2025.

Daily rate histogram for Data Engineering in England

Data Engineering
Hourly Rate Trend in England

Contractor hourly rate distribution trend for jobs in England citing Data Engineering.

Contractor hourly rate distribution trend for jobs in England citing Data Engineering

Data Engineering
Hourly Rate Histogram in England

Hourly rate distribution of jobs citing Data Engineering in England over the 6 months to 1 December 2025.

Hourly rate histogram for Data Engineering in England

Data Engineering
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Engineering within the England region over the 6 months to 1 December 2025. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
London +57 466 £550 -4.35% 199
North of England -10 73 £430 -14.00% 63
Midlands -13 54 £533 +7.73% 42
North West +1 40 £425 -12.37% 40
South East +4 38 £496 -6.59% 135
West Midlands -14 38 £550 +12.24% 30
South West -1 24 £550 -17.60% 21
Yorkshire -32 23 £500 - 15
East of England -4 17 £475 +48.44% 15
East Midlands +2 16 £429 -25.43% 12
North East -2 10 £400 -33.05% 8
Data Engineering
UK

Data Engineering
Co-Occurring Skills & Capabilities in England 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
1 113 (16.40%) Apache Airflow
2 98 (14.22%) Apache Spark
3 49 (7.11%) Apache
4 11 (1.60%) Confluence
5 4 (0.58%) SAS
6 3 (0.44%) SharePoint
7 2 (0.29%) Luigi
8 1 (0.15%) Apache Pig
8 1 (0.15%) ArcGIS
8 1 (0.15%) Jupyter
Applications
1 15 (2.18%) Microsoft Excel
2 9 (1.31%) Microsoft PowerPoint
3 6 (0.87%) Chatbot
4 2 (0.29%) Maple
5 1 (0.15%) Adobe XD
5 1 (0.15%) Microsoft Office
5 1 (0.15%) Microsoft Project
5 1 (0.15%) MS Visio
5 1 (0.15%) Trello
Business Applications
1 10 (1.45%) Aladdin
2 3 (0.44%) Dynamics CRM
3 2 (0.29%) Eagle PACE
3 2 (0.29%) Markit EDM
4 1 (0.15%) Actimize
4 1 (0.15%) Maximo
4 1 (0.15%) Misys Midas
4 1 (0.15%) Salesforce CRM
4 1 (0.15%) SAP BPC
4 1 (0.15%) SAP ERP
4 1 (0.15%) Workday HCM
Cloud Services
1 295 (42.82%) Azure
2 247 (35.85%) AWS
3 119 (17.27%) Power Platform
4 112 (16.26%) GCP
5 111 (16.11%) Azure Data Factory
6 98 (14.22%) Snowflake
7 82 (11.90%) GitHub
8 76 (11.03%) Amazon S3
9 72 (10.45%) Azure Synapse Analytics
10 71 (10.30%) Azure DevOps
10 71 (10.30%) dbt
11 63 (9.14%) Serverless
12 54 (7.84%) GitHub Actions
13 53 (7.69%) AWS Lambda
14 28 (4.06%) Azure Machine Learning
15 23 (3.34%) Amazon SageMaker
16 20 (2.90%) AWS CloudFormation
17 19 (2.76%) Amazon EMR
18 17 (2.47%) AWS Step Functions
19 15 (2.18%) Cloud Computing
Communications & Networking
1 6 (0.87%) TCP/IP
2 4 (0.58%) Cisco IPT
2 4 (0.58%) Network Security
2 4 (0.58%) SAN
3 3 (0.44%) SSH
3 3 (0.44%) SSL
4 2 (0.29%) DNS
4 2 (0.29%) Kerberos
4 2 (0.29%) VPN
5 1 (0.15%) Firewall
Database & Business Intelligence
1 132 (19.16%) Data Warehouse
2 114 (16.55%) Power BI
3 79 (11.47%) Data Lake
4 61 (8.85%) Metadata
5 59 (8.56%) Big Data
6 43 (6.24%) Relational Database
7 42 (6.10%) Delta Lake
8 37 (5.37%) NoSQL
8 37 (5.37%) Tableau
9 36 (5.22%) BigQuery
10 35 (5.08%) Amazon Redshift
10 35 (5.08%) Hadoop
11 32 (4.64%) Azure SQL Database
12 31 (4.50%) PostgreSQL
12 31 (4.50%) SQL Server
13 27 (3.92%) Snowflake Schema
14 21 (3.05%) Amazon Athena
15 17 (2.47%) Elasticsearch
16 16 (2.32%) RDBMS
17 15 (2.18%) Apache Hive
Development Applications
1 114 (16.55%) Git
2 33 (4.79%) Jenkins
3 25 (3.63%) JIRA
4 24 (3.48%) MLflow
5 21 (3.05%) GitLab
6 8 (1.16%) Visual Studio Code
7 6 (0.87%) SonarQube
8 4 (0.58%) Poetry
9 2 (0.29%) Cucumber
9 2 (0.29%) JUnit
9 2 (0.29%) Maven
9 2 (0.29%) Mockito
9 2 (0.29%) PyCharm
9 2 (0.29%) Selenium
9 2 (0.29%) Sonatype Nexus
9 2 (0.29%) TeamCity
9 2 (0.29%) TestRail
10 1 (0.15%) ERwin
10 1 (0.15%) Gemini Tracker
10 1 (0.15%) Rational DOORS
General
1 200 (29.03%) Social Skills
2 151 (21.92%) Finance
3 99 (14.37%) Analytical Skills
4 53 (7.69%) Public Sector
5 52 (7.55%) Banking
6 29 (4.21%) Investment Banking
7 21 (3.05%) Inclusion and Diversity
8 16 (2.32%) Retail
9 14 (2.03%) Pharmaceutical
10 13 (1.89%) Front Office
10 13 (1.89%) Influencing Skills
11 12 (1.74%) Marketing
12 11 (1.60%) Telecoms
13 10 (1.45%) Legal
14 9 (1.31%) Publishing
15 6 (0.87%) Military
15 6 (0.87%) Presentation Skills
16 5 (0.73%) Documentation Skills
16 5 (0.73%) Electronics
17 4 (0.58%) Manufacturing
Job Titles
1 282 (40.93%) Data Engineer
2 94 (13.64%) Senior
3 68 (9.87%) Developer
4 62 (9.00%) Lead
5 60 (8.71%) Architect
5 60 (8.71%) Senior Data Engineer
6 58 (8.42%) Azure Engineer
7 44 (6.39%) Azure Data Engineer
8 38 (5.52%) Analyst
9 31 (4.50%) AWS Engineer
10 30 (4.35%) Data Architect
10 30 (4.35%) Python Developer
11 29 (4.21%) Data Scientist
11 29 (4.21%) Snowflake Engineer
12 24 (3.48%) Artificial Intelligence Engineer
13 22 (3.19%) Python Engineer
13 22 (3.19%) Snowflake Data Engineer
14 20 (2.90%) AWS Data Engineer
15 19 (2.76%) Data Analyst
15 19 (2.76%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 108 (15.67%) PySpark
2 74 (10.74%) Kafka
3 45 (6.53%) Pandas
4 41 (5.95%) NumPy
5 32 (4.64%) PyTorch
6 31 (4.50%) FastAPI
7 30 (4.35%) Flask
8 27 (3.92%) scikit-learn
9 25 (3.63%) React
9 25 (3.63%) RESTful
9 25 (3.63%) TensorFlow
10 18 (2.61%) JSON
11 17 (2.47%) Vue
12 16 (2.32%) AngularJS
12 16 (2.32%) Polars
12 16 (2.32%) SciPy
13 14 (2.03%) LangChain
13 14 (2.03%) pytest
14 12 (1.74%) YAML
15 11 (1.60%) Spark Streaming
Miscellaneous
1 60 (8.71%) Cloud Native
2 35 (5.08%) Algorithms
3 23 (3.34%) Data Structures
4 22 (3.19%) Distributed Computing
4 22 (3.19%) Foreign Exchange (FX)
5 19 (2.76%) Hybrid Cloud
6 18 (2.61%) Data Protection Act
6 18 (2.61%) Hedge funds
7 15 (2.18%) Onboarding
7 15 (2.18%) Product Ownership
8 14 (2.03%) Distributed Systems
9 13 (1.89%) Fixed Income
10 9 (1.31%) AI Agents
10 9 (1.31%) Derivative
10 9 (1.31%) Enterprise Software
10 9 (1.31%) Genomics
10 9 (1.31%) Legacy Systems
10 9 (1.31%) Life Science
11 8 (1.16%) Reinsurance
11 8 (1.16%) Virtual Team
Operating Systems
1 35 (5.08%) Linux
2 6 (0.87%) Windows
3 4 (0.58%) Debian
3 4 (0.58%) Ubuntu
3 4 (0.58%) Windows Server
3 4 (0.58%) Windows Server 2016
4 3 (0.44%) Android
4 3 (0.44%) VMS
5 1 (0.15%) Unix
Processes & Methodologies
1 297 (43.11%) Data Pipeline
2 258 (37.45%) Data Modelling
3 256 (37.16%) ETL
4 250 (36.28%) CI/CD
5 244 (35.41%) Analytics
6 169 (24.53%) DevOps
7 164 (23.80%) Agile
8 153 (22.21%) Data Governance
8 153 (22.21%) Machine Learning
9 148 (21.48%) Problem-Solving
10 147 (21.34%) Data Science
11 145 (21.04%) AI
12 141 (20.46%) Business Intelligence
13 109 (15.82%) Data Architecture
14 84 (12.19%) Data Integration
15 83 (12.05%) Infrastructure as Code
16 79 (11.47%) Decision-Making
17 72 (10.45%) Containerisation
18 71 (10.30%) Data Transformation
19 68 (9.87%) Visualisation
Programming Languages
1 439 (63.72%) Python
2 353 (51.23%) SQL
3 49 (7.11%) Scala
4 46 (6.68%) Java
5 34 (4.93%) C#
6 31 (4.50%) JavaScript
7 27 (3.92%) C++
8 17 (2.47%) Bicep
8 17 (2.47%) PowerShell
8 17 (2.47%) Rust
9 16 (2.32%) Bash
9 16 (2.32%) R
10 15 (2.18%) TypeScript
11 12 (1.74%) T-SQL
12 11 (1.60%) Data Analysis Expressions
12 11 (1.60%) Go
12 11 (1.60%) Shell Script
13 9 (1.31%) PL/SQL
14 6 (0.87%) Korn
15 5 (0.73%) VBA
Qualifications
1 123 (17.85%) Security Cleared
2 99 (14.37%) SC Cleared
3 58 (8.42%) Degree
4 40 (5.81%) Azure Certification
5 30 (4.35%) Master's Degree
6 26 (3.77%) Computer Science Degree
7 18 (2.61%) DV Cleared
8 14 (2.03%) AWS Certification
9 7 (1.02%) PhD
10 5 (0.73%) BPSS Clearance
10 5 (0.73%) MCP
10 5 (0.73%) Microsoft Certification
11 4 (0.58%) SnowPro
12 3 (0.44%) Tableau Certification
13 2 (0.29%) AWS Certified Solutions Architect
13 2 (0.29%) DBS Check
13 2 (0.29%) ISTQB
14 1 (0.15%) CBAP
Quality Assurance & Compliance
1 163 (23.66%) Data Quality
2 53 (7.69%) GDPR
3 20 (2.90%) QA
4 15 (2.18%) Accessibility
5 8 (1.16%) HIPAA
6 7 (1.02%) ISO/IEC 27001
7 6 (0.87%) NIST
8 5 (0.73%) PERC
9 4 (0.58%) SOC 2
10 3 (0.44%) California Consumer Privacy Act
10 3 (0.44%) Sarbanes-Oxley
10 3 (0.44%) WCAG
11 2 (0.29%) HL7
11 2 (0.29%) NCSC
11 2 (0.29%) PMO
12 1 (0.15%) Dodd-Frank
12 1 (0.15%) EMIR
12 1 (0.15%) ISO/IEC 20000
12 1 (0.15%) MiFID
12 1 (0.15%) PCI DSS
System Software
1 107 (15.53%) Docker
2 13 (1.89%) HDFS
3 3 (0.44%) Active Directory
Systems Management
1 112 (16.26%) Terraform
2 94 (13.64%) Kubernetes
3 10 (1.45%) Hadoop YARN
4 9 (1.31%) Ansible
4 9 (1.31%) Grafana
5 6 (0.87%) Control-M
6 5 (0.73%) Kibana
6 5 (0.73%) logstash
6 5 (0.73%) Prometheus
6 5 (0.73%) Puppet
7 4 (0.58%) Argo
7 4 (0.58%) vCenter Server
8 3 (0.44%) Istio
8 3 (0.44%) Oozie
9 2 (0.29%) Single Sign-On
10 1 (0.15%) Kubeflow
Vendors
1 188 (27.29%) Databricks
2 84 (12.19%) Microsoft
3 46 (6.68%) Google
4 32 (4.64%) Oracle
5 22 (3.19%) Informatica
6 17 (2.47%) Talend
7 16 (2.32%) Palantir
8 14 (2.03%) Foundry
9 13 (1.89%) OpenAI
9 13 (1.89%) SAP
10 9 (1.31%) Salesforce
11 8 (1.16%) Cloudera
11 8 (1.16%) Virgin Media
11 8 (1.16%) VMware
12 6 (0.87%) Denodo
12 6 (0.87%) Murex
12 6 (0.87%) Red Hat
13 5 (0.73%) Guidewire
14 4 (0.58%) MicroStrategy
14 4 (0.58%) Sage