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 5 December 2025, with comparisons to the same periods in the previous two years.

6 months to
5 Dec 2025
Same period 2024 Same period 2023
Rank 125 167 227
Rank change year-on-year +42 +60 0
Contract jobs citing Data Engineering 709 455 420
As % of all contract jobs in England 2.28% 1.48% 1.10%
As % of the Processes & Methodologies category 2.54% 1.69% 1.24%
Number of daily rates quoted 466 328 307
10th Percentile £363 £402 £413
25th Percentile £425 £468 £481
Median daily rate (50th Percentile) £525 £575 £588
Median % change year-on-year -8.70% -2.13% -2.08%
75th Percentile £638 £675 £700
90th Percentile £738 £800 £800
UK median daily rate £520 £550 £575
% change year-on-year -5.45% -4.35% -4.17%
Number of hourly rates quoted 3 9 10
10th Percentile £43.05 £21.25 £35.00
25th Percentile £54.76 £22.00 £36.68
Median hourly rate £74.26 £25.43 £53.65
Median % change year-on-year +192.02% -52.60% +7.31%
75th Percentile £92.13 £28.15 £74.75
90th Percentile £102.85 £65.00 £78.70
UK median hourly rate £74.26 £25.40 £53.65
% change year-on-year +192.42% -52.67% +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 27,877 26,975 33,843
As % of all contract IT jobs advertised in England 89.47% 87.88% 88.73%
Number of daily rates quoted 17,778 16,586 23,069
10th Percentile £300 £313 £313
25th Percentile £405 £418 £425
Median daily rate (50th Percentile) £500 £525 £545
Median % change year-on-year -4.76% -3.67% -0.91%
75th Percentile £625 £649 £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 1,797 956 1,438
10th Percentile £15.00 £15.24 £14.72
25th Percentile £17.88 £20.23 £19.06
Median hourly rate £25.15 £35.00 £44.50
Median % change year-on-year -28.14% -21.35% +18.67%
75th Percentile £50.00 £65.00 £65.00
90th Percentile £68.04 £75.00 £77.50
UK median hourly rate £25.15 £32.75 £42.50
% change year-on-year -23.21% -22.94% +21.43%

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 5 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 5 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 5 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 +59 483 £550 -4.35% 192
North of England -13 73 £440 -12.00% 59
Midlands -5 55 £542 +9.39% 30
North West +2 42 £425 -12.37% 36
South East +4 40 £513 -3.53% 140
West Midlands -16 39 £550 +12.24% 19
South West -9 25 £550 -17.60% 18
Yorkshire -26 21 £500 - 15
East of England -6 17 £475 +48.44% 12
East Midlands 0 16 £429 -25.43% 11
North East 0 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
1 114 (16.08%) Apache Airflow
2 101 (14.25%) Apache Spark
3 51 (7.19%) Apache
4 11 (1.55%) Confluence
5 4 (0.56%) SAS
6 3 (0.42%) SharePoint
7 2 (0.28%) Luigi
8 1 (0.14%) Apache Pig
8 1 (0.14%) ArcGIS
8 1 (0.14%) Jupyter
Applications
1 15 (2.12%) Microsoft Excel
2 9 (1.27%) Microsoft PowerPoint
3 6 (0.85%) Chatbot
4 2 (0.28%) MS Visio
5 1 (0.14%) Adobe XD
5 1 (0.14%) Microsoft Office
5 1 (0.14%) Microsoft Project
5 1 (0.14%) Trello
Business Applications
1 9 (1.27%) Aladdin
2 3 (0.42%) Dynamics CRM
3 2 (0.28%) Eagle PACE
3 2 (0.28%) Markit EDM
4 1 (0.14%) Actimize
4 1 (0.14%) Maximo
4 1 (0.14%) Misys Midas
4 1 (0.14%) Salesforce CRM
4 1 (0.14%) SAP BPC
4 1 (0.14%) SAP ERP
4 1 (0.14%) Workday HCM
Cloud Services
1 310 (43.72%) Azure
2 252 (35.54%) AWS
3 124 (17.49%) Power Platform
4 115 (16.22%) Azure Data Factory
4 115 (16.22%) GCP
5 99 (13.96%) Snowflake
6 83 (11.71%) GitHub
7 79 (11.14%) Amazon S3
8 75 (10.58%) Azure Synapse Analytics
9 73 (10.30%) dbt
10 71 (10.01%) Azure DevOps
11 66 (9.31%) Serverless
12 55 (7.76%) GitHub Actions
13 53 (7.48%) AWS Lambda
14 30 (4.23%) Azure Machine Learning
15 23 (3.24%) Amazon SageMaker
16 22 (3.10%) AWS CloudFormation
17 19 (2.68%) Amazon EMR
18 17 (2.40%) AWS Step Functions
19 15 (2.12%) Cloud Computing
Communications & Networking
1 7 (0.99%) TCP/IP
2 5 (0.71%) SAN
3 4 (0.56%) Cisco IPT
3 4 (0.56%) Network Security
4 3 (0.42%) SSH
4 3 (0.42%) SSL
5 2 (0.28%) DNS
5 2 (0.28%) Kerberos
5 2 (0.28%) VPN
6 1 (0.14%) Firewall
Database & Business Intelligence
1 137 (19.32%) Data Warehouse
2 119 (16.78%) Power BI
3 85 (11.99%) Data Lake
4 63 (8.89%) Metadata
5 59 (8.32%) Big Data
6 44 (6.21%) Delta Lake
6 44 (6.21%) Relational Database
7 38 (5.36%) BigQuery
7 38 (5.36%) NoSQL
8 36 (5.08%) Tableau
9 35 (4.94%) Amazon Redshift
10 34 (4.80%) Azure SQL Database
10 34 (4.80%) Hadoop
11 33 (4.65%) PostgreSQL
12 32 (4.51%) SQL Server
13 29 (4.09%) Snowflake Schema
14 23 (3.24%) Amazon Athena
15 18 (2.54%) Elasticsearch
16 16 (2.26%) RDBMS
17 15 (2.12%) Apache Hive
Development Applications
1 117 (16.50%) Git
2 34 (4.80%) Jenkins
3 25 (3.53%) JIRA
3 25 (3.53%) MLflow
4 23 (3.24%) GitLab
5 8 (1.13%) Visual Studio Code
6 6 (0.85%) SonarQube
7 4 (0.56%) Poetry
8 2 (0.28%) Cucumber
8 2 (0.28%) JUnit
8 2 (0.28%) Maven
8 2 (0.28%) Mockito
8 2 (0.28%) PyCharm
8 2 (0.28%) Selenium
8 2 (0.28%) Sonatype Nexus
8 2 (0.28%) TeamCity
8 2 (0.28%) TestRail
9 1 (0.14%) ERwin
9 1 (0.14%) GoCD
9 1 (0.14%) Rational DOORS
General
1 201 (28.35%) Social Skills
2 154 (21.72%) Finance
3 101 (14.25%) Analytical Skills
4 52 (7.33%) Banking
4 52 (7.33%) Public Sector
5 29 (4.09%) Investment Banking
6 20 (2.82%) Inclusion and Diversity
7 16 (2.26%) Retail
8 14 (1.97%) Pharmaceutical
9 13 (1.83%) Front Office
9 13 (1.83%) Influencing Skills
10 12 (1.69%) Marketing
11 11 (1.55%) Telecoms
12 10 (1.41%) Legal
13 9 (1.27%) Publishing
14 6 (0.85%) Military
14 6 (0.85%) Presentation Skills
15 5 (0.71%) Documentation Skills
15 5 (0.71%) Electronics
16 4 (0.56%) Aviation
Job Titles
1 292 (41.18%) Data Engineer
2 97 (13.68%) Senior
3 69 (9.73%) Developer
4 64 (9.03%) Lead
5 63 (8.89%) Senior Data Engineer
6 62 (8.74%) Architect
7 58 (8.18%) Azure Engineer
8 44 (6.21%) Azure Data Engineer
9 40 (5.64%) Analyst
10 31 (4.37%) AWS Engineer
10 31 (4.37%) Data Architect
10 31 (4.37%) Data Scientist
10 31 (4.37%) Python Developer
11 30 (4.23%) Snowflake Engineer
12 24 (3.39%) Artificial Intelligence Engineer
13 23 (3.24%) Python Engineer
14 22 (3.10%) Snowflake Data Engineer
15 20 (2.82%) AWS Data Engineer
15 20 (2.82%) Data Analyst
16 19 (2.68%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 113 (15.94%) PySpark
2 78 (11.00%) Kafka
3 47 (6.63%) Pandas
4 43 (6.06%) NumPy
5 34 (4.80%) PyTorch
6 31 (4.37%) FastAPI
7 30 (4.23%) Flask
8 29 (4.09%) scikit-learn
9 27 (3.81%) TensorFlow
10 25 (3.53%) React
10 25 (3.53%) RESTful
11 18 (2.54%) JSON
12 17 (2.40%) Vue
13 16 (2.26%) AngularJS
13 16 (2.26%) LangChain
13 16 (2.26%) Polars
13 16 (2.26%) SciPy
14 14 (1.97%) pytest
15 13 (1.83%) YAML
16 12 (1.69%) Hugging Face
Miscellaneous
1 64 (9.03%) Cloud Native
2 35 (4.94%) Algorithms
3 24 (3.39%) Data Structures
4 23 (3.24%) Distributed Computing
5 21 (2.96%) Foreign Exchange (FX)
6 19 (2.68%) Hybrid Cloud
7 18 (2.54%) Data Protection Act
7 18 (2.54%) Hedge funds
8 16 (2.26%) Product Ownership
9 15 (2.12%) Onboarding
10 14 (1.97%) Distributed Systems
11 12 (1.69%) Fixed Income
12 10 (1.41%) AI Agents
12 10 (1.41%) Legacy Systems
13 9 (1.27%) Derivative
13 9 (1.27%) Enterprise Software
13 9 (1.27%) Genomics
13 9 (1.27%) Life Science
14 8 (1.13%) Clustering
14 8 (1.13%) Equities
Operating Systems
1 36 (5.08%) Linux
2 6 (0.85%) Windows
3 5 (0.71%) Debian
3 5 (0.71%) Ubuntu
4 4 (0.56%) Windows Server
4 4 (0.56%) Windows Server 2016
5 3 (0.42%) Android
5 3 (0.42%) VMS
6 1 (0.14%) Unix
Processes & Methodologies
1 307 (43.30%) Data Pipeline
2 269 (37.94%) ETL
3 268 (37.80%) Data Modelling
4 253 (35.68%) CI/CD
5 252 (35.54%) Analytics
6 175 (24.68%) DevOps
7 166 (23.41%) Agile
8 160 (22.57%) Machine Learning
9 158 (22.28%) Data Governance
10 153 (21.58%) AI
11 152 (21.44%) Data Science
12 148 (20.87%) Problem-Solving
13 146 (20.59%) Business Intelligence
14 114 (16.08%) Data Architecture
15 86 (12.13%) Data Integration
16 85 (11.99%) Infrastructure as Code
17 78 (11.00%) Decision-Making
18 73 (10.30%) Containerisation
19 71 (10.01%) Data Transformation
20 68 (9.59%) Visualisation
Programming Languages
1 453 (63.89%) Python
2 361 (50.92%) SQL
3 52 (7.33%) Scala
4 49 (6.91%) Java
5 36 (5.08%) C#
6 31 (4.37%) JavaScript
7 27 (3.81%) C++
8 18 (2.54%) PowerShell
9 17 (2.40%) Bash
9 17 (2.40%) Bicep
9 17 (2.40%) Rust
10 16 (2.26%) R
11 15 (2.12%) TypeScript
12 13 (1.83%) T-SQL
13 12 (1.69%) Data Analysis Expressions
13 12 (1.69%) Go
14 11 (1.55%) Shell Script
15 9 (1.27%) PL/SQL
16 6 (0.85%) Korn
17 5 (0.71%) VBA
Qualifications
1 131 (18.48%) Security Cleared
2 106 (14.95%) SC Cleared
3 60 (8.46%) Degree
4 43 (6.06%) Azure Certification
5 32 (4.51%) Master's Degree
6 26 (3.67%) Computer Science Degree
7 20 (2.82%) DV Cleared
8 14 (1.97%) AWS Certification
9 9 (1.27%) PhD
10 7 (0.99%) MCP
11 6 (0.85%) Microsoft Certification
12 5 (0.71%) BPSS Clearance
13 4 (0.56%) SnowPro
14 3 (0.42%) Tableau Certification
15 2 (0.28%) AWS Certified Solutions Architect
15 2 (0.28%) DBS Check
15 2 (0.28%) ISTQB
16 1 (0.14%) CBAP
Quality Assurance & Compliance
1 170 (23.98%) Data Quality
2 57 (8.04%) GDPR
3 20 (2.82%) QA
4 16 (2.26%) Accessibility
5 9 (1.27%) HIPAA
6 7 (0.99%) ISO/IEC 27001
7 6 (0.85%) NIST
8 5 (0.71%) PERC
9 4 (0.56%) Sarbanes-Oxley
9 4 (0.56%) SOC 2
10 3 (0.42%) California Consumer Privacy Act
10 3 (0.42%) WCAG
11 2 (0.28%) HL7
11 2 (0.28%) NCSC
11 2 (0.28%) PMO
12 1 (0.14%) GMP
12 1 (0.14%) ISO/IEC 20000
12 1 (0.14%) MiFID
12 1 (0.14%) PCI DSS
12 1 (0.14%) Solvency II
System Software
1 110 (15.51%) Docker
2 13 (1.83%) HDFS
3 3 (0.42%) Active Directory
Systems Management
1 116 (16.36%) Terraform
2 98 (13.82%) Kubernetes
3 10 (1.41%) Hadoop YARN
4 9 (1.27%) Ansible
4 9 (1.27%) Grafana
5 6 (0.85%) Control-M
6 5 (0.71%) Kibana
6 5 (0.71%) logstash
6 5 (0.71%) Prometheus
6 5 (0.71%) Puppet
7 4 (0.56%) Argo
7 4 (0.56%) vCenter Server
8 3 (0.42%) Istio
8 3 (0.42%) Oozie
9 2 (0.28%) Kubeflow
9 2 (0.28%) Single Sign-On
Vendors
1 197 (27.79%) Databricks
2 87 (12.27%) Microsoft
3 50 (7.05%) Google
4 31 (4.37%) Oracle
5 22 (3.10%) Informatica
6 18 (2.54%) Talend
7 16 (2.26%) Palantir
8 14 (1.97%) Foundry
9 13 (1.83%) OpenAI
9 13 (1.83%) SAP
10 9 (1.27%) Salesforce
10 9 (1.27%) VMware
11 8 (1.13%) Cloudera
11 8 (1.13%) Virgin Media
12 7 (0.99%) Red Hat
13 6 (0.85%) Denodo
13 6 (0.85%) Murex
14 5 (0.71%) Guidewire
15 4 (0.56%) EMC
15 4 (0.56%) StreamSets