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 27 November 2025, with comparisons to the same periods in the previous two years.

6 months to
27 Nov 2025
Same period 2024 Same period 2023
Rank 124 172 228
Rank change year-on-year +48 +56 +1
Contract jobs citing Data Engineering 689 453 422
As % of all contract jobs in England 2.24% 1.45% 1.10%
As % of the Processes & Methodologies category 2.49% 1.66% 1.24%
Number of daily rates quoted 446 332 308
10th Percentile £362 £400 £411
25th Percentile £413 £468 £480
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 £749 £788 £804
UK median daily rate £520 £550 £575
% change year-on-year -5.45% -4.35% -4.17%
Number of hourly rates quoted 3 7 12
10th Percentile £43.05 £21.25 £35.06
25th Percentile £54.76 £21.63 £38.79
Median hourly rate £74.26 £26.50 £65.00
Median % change year-on-year +180.23% -59.23% +30.00%
75th Percentile £92.13 £45.88 £78.00
90th Percentile £102.85 £65.00 -
UK median hourly rate £79.63 £26.50 £65.00
% change year-on-year +200.49% -59.23% +30.00%

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 27,655 27,305 34,142
As % of all contract IT jobs advertised in England 89.92% 87.48% 88.72%
Number of daily rates quoted 17,548 16,677 23,333
10th Percentile £300 £313 £313
25th Percentile £405 £416 £425
Median daily rate (50th Percentile) £501 £525 £548
Median % change year-on-year -4.67% -4.11% -0.45%
75th Percentile £625 £648 £650
90th Percentile £725 £750 £750
UK median daily rate £500 £525 £533
% change year-on-year -4.76% -1.50% -3.09%
Number of hourly rates quoted 1,803 1,004 1,443
10th Percentile £15.00 £15.22 £14.80
25th Percentile £17.87 £20.29 £19.25
Median hourly rate £25.15 £35.43 £45.00
Median % change year-on-year -29.01% -21.27% +23.29%
75th Percentile £50.00 £65.00 £65.00
90th Percentile £68.75 £75.00 £77.50
UK median hourly rate £25.15 £34.75 £44.00
% change year-on-year -27.63% -21.02% +25.71%

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 27 November 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 27 November 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 27 November 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 +53 464 £550 -4.35% 252
North of England -3 75 £425 -15.00% 63
Midlands -6 55 £525 +5.00% 57
North West -2 39 £415 -14.43% 39
South East +4 38 £496 -5.48% 183
West Midlands -23 38 £550 +10.00% 40
Yorkshire -30 25 £500 - 17
South West -7 22 £550 -17.60% 25
East Midlands +3 17 £433 -24.78% 17
East of England -5 17 £475 +15.85% 16
North East -1 11 £400 -33.05% 7
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 95 (13.79%) Apache Spark
3 48 (6.97%) Apache
4 11 (1.60%) Confluence
5 3 (0.44%) SAS
5 3 (0.44%) SharePoint
6 2 (0.29%) ArcGIS
6 2 (0.29%) Luigi
7 1 (0.15%) Apache Pig
7 1 (0.15%) Jupyter
Applications
1 15 (2.18%) Microsoft Excel
2 8 (1.16%) 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%) MS Visio
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 ERP
4 1 (0.15%) Workday HCM
Cloud Services
1 292 (42.38%) Azure
2 249 (36.14%) AWS
3 126 (18.29%) Power Platform
4 119 (17.27%) GCP
5 112 (16.26%) Azure Data Factory
6 99 (14.37%) Snowflake
7 81 (11.76%) GitHub
8 76 (11.03%) Amazon S3
9 73 (10.60%) Azure Synapse Analytics
9 73 (10.60%) dbt
10 70 (10.16%) Azure DevOps
11 62 (9.00%) Serverless
12 53 (7.69%) GitHub Actions
13 52 (7.55%) AWS Lambda
14 27 (3.92%) Azure Machine Learning
15 23 (3.34%) Amazon SageMaker
16 21 (3.05%) Amazon EMR
17 18 (2.61%) AWS CloudFormation
18 16 (2.32%) 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
5 1 (0.15%) TETRA
Database & Business Intelligence
1 133 (19.30%) Data Warehouse
2 121 (17.56%) Power BI
3 80 (11.61%) Data Lake
4 59 (8.56%) Big Data
5 58 (8.42%) Metadata
6 43 (6.24%) BigQuery
7 42 (6.10%) Relational Database
8 40 (5.81%) Tableau
9 37 (5.37%) Delta Lake
9 37 (5.37%) Hadoop
10 35 (5.08%) NoSQL
11 34 (4.93%) Amazon Redshift
12 31 (4.50%) Azure SQL Database
13 30 (4.35%) SQL Server
14 29 (4.21%) PostgreSQL
15 27 (3.92%) Snowflake Schema
16 21 (3.05%) Amazon Athena
17 16 (2.32%) Elasticsearch
17 16 (2.32%) RDBMS
18 15 (2.18%) Apache Hive
Development Applications
1 115 (16.69%) Git
2 32 (4.64%) Jenkins
3 24 (3.48%) JIRA
4 22 (3.19%) MLflow
5 21 (3.05%) GitLab
6 7 (1.02%) Visual Studio Code
7 5 (0.73%) 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
1 199 (28.88%) Social Skills
2 149 (21.63%) Finance
3 104 (15.09%) Analytical Skills
4 56 (8.13%) Banking
5 55 (7.98%) Public Sector
6 33 (4.79%) Investment Banking
7 20 (2.90%) Inclusion and Diversity
8 18 (2.61%) Retail
9 14 (2.03%) Front Office
9 14 (2.03%) Pharmaceutical
10 13 (1.89%) Marketing
11 11 (1.60%) Influencing Skills
11 11 (1.60%) Telecoms
12 10 (1.45%) Legal
13 9 (1.31%) Publishing
14 6 (0.87%) Corporate Banking
14 6 (0.87%) Military
14 6 (0.87%) Presentation Skills
15 5 (0.73%) Documentation Skills
15 5 (0.73%) Retail Banking
Job Titles
1 278 (40.35%) Data Engineer
2 94 (13.64%) Senior
3 69 (10.01%) Developer
4 63 (9.14%) Lead
5 61 (8.85%) Architect
6 59 (8.56%) Senior Data Engineer
7 57 (8.27%) Azure Engineer
8 43 (6.24%) Azure Data Engineer
9 41 (5.95%) Analyst
10 31 (4.50%) Data Architect
10 31 (4.50%) Python Developer
11 30 (4.35%) AWS Engineer
12 29 (4.21%) Snowflake Engineer
13 28 (4.06%) Data Scientist
14 23 (3.34%) Artificial Intelligence Engineer
14 23 (3.34%) Snowflake Data Engineer
15 22 (3.19%) Python Engineer
16 21 (3.05%) Data Analyst
17 20 (2.90%) AWS Data Engineer
18 19 (2.76%) AWS Developer
Libraries, Frameworks & Software Standards
1 98 (14.22%) PySpark
2 73 (10.60%) Kafka
3 45 (6.53%) Pandas
4 42 (6.10%) NumPy
5 31 (4.50%) FastAPI
6 30 (4.35%) Flask
6 30 (4.35%) PyTorch
7 26 (3.77%) React
7 26 (3.77%) scikit-learn
8 24 (3.48%) RESTful
8 24 (3.48%) TensorFlow
9 18 (2.61%) JSON
9 18 (2.61%) Vue
10 17 (2.47%) AngularJS
10 17 (2.47%) Polars
10 17 (2.47%) SciPy
11 13 (1.89%) pytest
12 11 (1.60%) ARM Templates
12 11 (1.60%) LangChain
12 11 (1.60%) Spark Streaming
Miscellaneous
1 61 (8.85%) Cloud Native
2 33 (4.79%) Algorithms
3 23 (3.34%) Foreign Exchange (FX)
4 21 (3.05%) Distributed Computing
5 20 (2.90%) Data Structures
6 19 (2.76%) Hedge funds
7 18 (2.61%) Hybrid Cloud
8 17 (2.47%) Data Protection Act
9 15 (2.18%) Onboarding
10 14 (2.03%) Distributed Systems
10 14 (2.03%) Product Ownership
11 13 (1.89%) Fixed Income
12 10 (1.45%) Management Information System
13 9 (1.31%) Derivative
13 9 (1.31%) Equities
13 9 (1.31%) Genomics
13 9 (1.31%) Legacy Systems
13 9 (1.31%) Life Science
13 9 (1.31%) Virtual Team
14 8 (1.16%) AI Agents
Operating Systems
1 36 (5.22%) Linux
2 7 (1.02%) 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
5 2 (0.29%) Unix
5 2 (0.29%) VMS
Processes & Methodologies
1 293 (42.53%) Data Pipeline
2 260 (37.74%) Data Modelling
3 259 (37.59%) ETL
4 250 (36.28%) CI/CD
5 247 (35.85%) Analytics
6 165 (23.95%) Agile
6 165 (23.95%) DevOps
7 157 (22.79%) Machine Learning
8 152 (22.06%) Data Governance
9 150 (21.77%) Business Intelligence
10 148 (21.48%) Problem-Solving
11 147 (21.34%) Data Science
12 142 (20.61%) AI
13 106 (15.38%) Data Architecture
14 86 (12.48%) Decision-Making
15 83 (12.05%) Infrastructure as Code
16 80 (11.61%) Data Integration
17 72 (10.45%) Visualisation
18 70 (10.16%) Containerisation
18 70 (10.16%) Data Transformation
Programming Languages
1 437 (63.43%) Python
2 354 (51.38%) SQL
3 53 (7.69%) Java
4 46 (6.68%) Scala
5 35 (5.08%) C#
6 30 (4.35%) JavaScript
7 29 (4.21%) C++
8 18 (2.61%) Rust
9 17 (2.47%) Bicep
9 17 (2.47%) PowerShell
10 16 (2.32%) Bash
11 15 (2.18%) TypeScript
12 14 (2.03%) R
13 12 (1.74%) Data Analysis Expressions
13 12 (1.74%) T-SQL
14 11 (1.60%) Shell Script
15 10 (1.45%) Go
16 9 (1.31%) PL/SQL
17 6 (0.87%) Korn
18 5 (0.73%) VBA
Qualifications
1 123 (17.85%) Security Cleared
2 99 (14.37%) SC Cleared
3 59 (8.56%) Degree
4 40 (5.81%) Azure Certification
5 29 (4.21%) Master's Degree
6 26 (3.77%) Computer Science Degree
7 19 (2.76%) DV Cleared
8 15 (2.18%) AWS Certification
9 7 (1.02%) BPSS Clearance
10 6 (0.87%) Microsoft Certification
10 6 (0.87%) PhD
11 4 (0.58%) MCP
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
1 160 (23.22%) Data Quality
2 53 (7.69%) GDPR
3 23 (3.34%) QA
4 16 (2.32%) Accessibility
5 8 (1.16%) HIPAA
6 6 (0.87%) ISO/IEC 27001
6 6 (0.87%) NIST
7 5 (0.73%) PERC
8 4 (0.58%) SOC 2
9 3 (0.44%) California Consumer Privacy Act
9 3 (0.44%) Sarbanes-Oxley
9 3 (0.44%) WCAG
10 2 (0.29%) HL7
10 2 (0.29%) NCSC
10 2 (0.29%) PMO
11 1 (0.15%) Dodd-Frank
11 1 (0.15%) EMIR
11 1 (0.15%) ISO/IEC 20000
11 1 (0.15%) MiFID
11 1 (0.15%) PCI DSS
System Software
1 105 (15.24%) Docker
2 13 (1.89%) HDFS
3 4 (0.58%) Active Directory
Systems Management
1 111 (16.11%) Terraform
2 92 (13.35%) 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%) Kubeflow
9 2 (0.29%) Single Sign-On
Vendors
1 176 (25.54%) Databricks
2 89 (12.92%) Microsoft
3 49 (7.11%) Google
4 32 (4.64%) Oracle
5 21 (3.05%) Informatica
6 17 (2.47%) Palantir
6 17 (2.47%) Talend
7 15 (2.18%) Foundry
8 13 (1.89%) OpenAI
9 12 (1.74%) 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%) EMC
14 4 (0.58%) Sage