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

6 months to
6 Dec 2025
Same period 2024 Same period 2023
Rank 123 173 225
Rank change year-on-year +50 +52 +1
Contract jobs citing Data Engineering 713 455 422
As % of all contract jobs in England 2.29% 1.49% 1.10%
As % of the Processes & Methodologies category 2.56% 1.69% 1.24%
Number of daily rates quoted 469 327 309
10th Percentile £363 £401 £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 £793 £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 27,812 26,873 34,017
As % of all contract IT jobs advertised in England 89.40% 87.89% 88.75%
Number of daily rates quoted 17,725 16,531 23,197
10th Percentile £300 £313 £313
25th Percentile £406 £415 £425
Median daily rate (50th Percentile) £503 £525 £548
Median % change year-on-year -4.29% -4.11% -0.45%
75th Percentile £625 £645 £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 1,799 953 1,442
10th Percentile £15.00 £15.23 £14.78
25th Percentile £17.87 £20.24 £19.06
Median hourly rate £25.15 £35.00 £44.25
Median % change year-on-year -28.14% -20.90% +18.00%
75th Percentile £50.00 £65.00 £65.00
90th Percentile £68.00 £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 6 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 6 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 6 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 +51 486 £550 -4.35% 196
North of England -16 73 £440 -12.00% 73
Midlands -11 56 £542 +9.39% 47
North West -2 42 £425 -12.37% 44
South East +9 40 £513 -3.53% 161
West Midlands -15 39 £550 +12.24% 26
South West -4 25 £550 -17.60% 29
Yorkshire -31 21 £500 - 21
East Midlands -1 17 £429 -25.43% 20
East of England -1 17 £475 +48.44% 25
North East +3 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 (15.85%) Apache Airflow
2 103 (14.45%) Apache Spark
3 50 (7.01%) Apache
4 12 (1.68%) 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 16 (2.24%) Microsoft Excel
2 9 (1.26%) Microsoft PowerPoint
3 6 (0.84%) Chatbot
4 3 (0.42%) MS Visio
5 2 (0.28%) Microsoft Office
6 1 (0.14%) Adobe XD
6 1 (0.14%) Microsoft Project
6 1 (0.14%) Trello
Business Applications
1 9 (1.26%) 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
1 313 (43.90%) Azure
2 251 (35.20%) AWS
3 124 (17.39%) Power Platform
4 118 (16.55%) Azure Data Factory
5 115 (16.13%) GCP
6 99 (13.88%) Snowflake
7 83 (11.64%) GitHub
8 79 (11.08%) Amazon S3
9 76 (10.66%) Azure Synapse Analytics
10 73 (10.24%) dbt
11 72 (10.10%) Azure DevOps
12 66 (9.26%) Serverless
13 55 (7.71%) GitHub Actions
14 53 (7.43%) AWS Lambda
15 30 (4.21%) Azure Machine Learning
16 23 (3.23%) Amazon SageMaker
17 21 (2.95%) AWS CloudFormation
18 19 (2.66%) Amazon EMR
19 17 (2.38%) AWS Step Functions
20 15 (2.10%) Cloud Computing
Communications & Networking
1 7 (0.98%) TCP/IP
2 5 (0.70%) 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
1 139 (19.50%) Data Warehouse
2 119 (16.69%) Power BI
3 86 (12.06%) Data Lake
4 64 (8.98%) Metadata
5 59 (8.27%) Big Data
6 44 (6.17%) Delta Lake
6 44 (6.17%) Relational Database
7 40 (5.61%) NoSQL
8 37 (5.19%) BigQuery
9 36 (5.05%) Azure SQL Database
9 36 (5.05%) Tableau
10 35 (4.91%) Amazon Redshift
11 33 (4.63%) Hadoop
11 33 (4.63%) PostgreSQL
12 32 (4.49%) SQL Server
13 30 (4.21%) Snowflake Schema
14 23 (3.23%) Amazon Athena
15 18 (2.52%) Elasticsearch
16 16 (2.24%) RDBMS
17 15 (2.10%) Apache Hive
Development Applications
1 118 (16.55%) Git
2 34 (4.77%) Jenkins
3 26 (3.65%) JIRA
4 25 (3.51%) MLflow
5 23 (3.23%) GitLab
6 8 (1.12%) Visual Studio Code
7 6 (0.84%) SonarQube
8 4 (0.56%) Poetry
9 2 (0.28%) Cucumber
9 2 (0.28%) JUnit
9 2 (0.28%) Maven
9 2 (0.28%) Mockito
9 2 (0.28%) PyCharm
9 2 (0.28%) Selenium
9 2 (0.28%) Sonatype Nexus
9 2 (0.28%) TeamCity
9 2 (0.28%) TestRail
10 1 (0.14%) ERwin
10 1 (0.14%) GoCD
10 1 (0.14%) Rational DOORS
General
1 203 (28.47%) Social Skills
2 155 (21.74%) Finance
3 102 (14.31%) Analytical Skills
4 52 (7.29%) Public Sector
5 51 (7.15%) Banking
6 28 (3.93%) Investment Banking
7 21 (2.95%) Inclusion and Diversity
8 16 (2.24%) Retail
9 14 (1.96%) Front Office
9 14 (1.96%) Pharmaceutical
10 13 (1.82%) Influencing Skills
11 12 (1.68%) Marketing
12 11 (1.54%) Telecoms
13 10 (1.40%) Legal
14 9 (1.26%) Publishing
15 6 (0.84%) Military
15 6 (0.84%) Presentation Skills
16 5 (0.70%) Documentation Skills
16 5 (0.70%) Electronics
17 4 (0.56%) Automotive
Job Titles
1 295 (41.37%) Data Engineer
2 96 (13.46%) Senior
3 68 (9.54%) Developer
4 65 (9.12%) Lead
5 63 (8.84%) Senior Data Engineer
6 61 (8.56%) Architect
7 59 (8.27%) Azure Engineer
8 45 (6.31%) Azure Data Engineer
9 41 (5.75%) Analyst
10 32 (4.49%) Data Scientist
11 31 (4.35%) AWS Engineer
11 31 (4.35%) Data Architect
12 30 (4.21%) Python Developer
12 30 (4.21%) Snowflake Engineer
13 24 (3.37%) Artificial Intelligence Engineer
14 23 (3.23%) Python Engineer
15 22 (3.09%) Snowflake Data Engineer
16 20 (2.81%) AWS Data Engineer
16 20 (2.81%) Data Analyst
16 20 (2.81%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 115 (16.13%) PySpark
2 79 (11.08%) Kafka
3 47 (6.59%) Pandas
4 42 (5.89%) NumPy
5 34 (4.77%) PyTorch
6 30 (4.21%) FastAPI
6 30 (4.21%) scikit-learn
7 29 (4.07%) Flask
8 28 (3.93%) TensorFlow
9 25 (3.51%) React
9 25 (3.51%) RESTful
10 18 (2.52%) JSON
11 16 (2.24%) LangChain
11 16 (2.24%) Vue
12 15 (2.10%) AngularJS
12 15 (2.10%) Polars
12 15 (2.10%) SciPy
13 14 (1.96%) pytest
14 13 (1.82%) YAML
15 12 (1.68%) Hugging Face
Miscellaneous
1 63 (8.84%) Cloud Native
2 35 (4.91%) Algorithms
3 24 (3.37%) Data Structures
4 23 (3.23%) Distributed Computing
5 20 (2.81%) Foreign Exchange (FX)
6 18 (2.52%) Data Protection Act
6 18 (2.52%) Hybrid Cloud
7 17 (2.38%) Hedge funds
7 17 (2.38%) Product Ownership
8 16 (2.24%) Onboarding
9 13 (1.82%) Distributed Systems
10 12 (1.68%) Fixed Income
11 10 (1.40%) AI Agents
12 9 (1.26%) Derivative
12 9 (1.26%) Enterprise Software
12 9 (1.26%) Genomics
12 9 (1.26%) Legacy Systems
12 9 (1.26%) Life Science
13 8 (1.12%) Clustering
13 8 (1.12%) Virtual Team
Operating Systems
1 35 (4.91%) Linux
2 6 (0.84%) Windows
3 5 (0.70%) Debian
3 5 (0.70%) 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
1 311 (43.62%) Data Pipeline
2 270 (37.87%) Data Modelling
3 268 (37.59%) ETL
4 255 (35.76%) Analytics
5 252 (35.34%) CI/CD
6 177 (24.82%) DevOps
7 170 (23.84%) Agile
8 163 (22.86%) Data Governance
9 160 (22.44%) Machine Learning
10 153 (21.46%) AI
10 153 (21.46%) Data Science
11 148 (20.76%) Problem-Solving
12 147 (20.62%) Business Intelligence
13 116 (16.27%) Data Architecture
14 88 (12.34%) Data Integration
15 85 (11.92%) Infrastructure as Code
16 78 (10.94%) Decision-Making
17 73 (10.24%) Containerisation
18 70 (9.82%) Data Transformation
19 69 (9.68%) Visualisation
Programming Languages
1 454 (63.67%) Python
2 365 (51.19%) SQL
3 53 (7.43%) Scala
4 49 (6.87%) Java
5 35 (4.91%) C#
6 30 (4.21%) JavaScript
7 26 (3.65%) C++
8 18 (2.52%) PowerShell
9 17 (2.38%) Bash
9 17 (2.38%) Bicep
9 17 (2.38%) R
10 16 (2.24%) Rust
11 15 (2.10%) TypeScript
12 13 (1.82%) Go
12 13 (1.82%) T-SQL
13 12 (1.68%) Data Analysis Expressions
14 11 (1.54%) Shell Script
15 9 (1.26%) PL/SQL
16 6 (0.84%) Korn
17 5 (0.70%) VBA
Qualifications
1 132 (18.51%) Security Cleared
2 107 (15.01%) SC Cleared
3 60 (8.42%) Degree
4 43 (6.03%) Azure Certification
5 32 (4.49%) Master's Degree
6 26 (3.65%) Computer Science Degree
7 20 (2.81%) DV Cleared
8 14 (1.96%) AWS Certification
9 9 (1.26%) PhD
10 7 (0.98%) MCP
11 6 (0.84%) Microsoft Certification
12 5 (0.70%) BPSS Clearance
13 4 (0.56%) SnowPro
14 3 (0.42%) DBS Check
14 3 (0.42%) Tableau Certification
15 2 (0.28%) AWS Certified Solutions Architect
15 2 (0.28%) ISTQB
16 1 (0.14%) CBAP
Quality Assurance & Compliance
1 172 (24.12%) Data Quality
2 58 (8.13%) GDPR
3 20 (2.81%) QA
4 16 (2.24%) Accessibility
5 9 (1.26%) HIPAA
6 7 (0.98%) ISO/IEC 27001
7 6 (0.84%) NIST
8 5 (0.70%) 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%) PCI DSS
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%) Solvency II
System Software
1 110 (15.43%) Docker
2 13 (1.82%) HDFS
3 3 (0.42%) Active Directory
Systems Management
1 116 (16.27%) Terraform
2 97 (13.60%) Kubernetes
3 10 (1.40%) Hadoop YARN
4 9 (1.26%) Ansible
4 9 (1.26%) Grafana
5 6 (0.84%) Control-M
6 5 (0.70%) Argo
6 5 (0.70%) Kibana
6 5 (0.70%) logstash
6 5 (0.70%) Prometheus
6 5 (0.70%) Puppet
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
1 202 (28.33%) Databricks
2 87 (12.20%) Microsoft
3 49 (6.87%) Google
4 31 (4.35%) Oracle
5 21 (2.95%) Informatica
6 18 (2.52%) Talend
7 16 (2.24%) Palantir
8 14 (1.96%) Foundry
9 13 (1.82%) OpenAI
9 13 (1.82%) SAP
10 9 (1.26%) Salesforce
10 9 (1.26%) VMware
11 8 (1.12%) Cloudera
11 8 (1.12%) Virgin Media
12 7 (0.98%) Red Hat
13 6 (0.84%) Denodo
13 6 (0.84%) Murex
14 5 (0.70%) Guidewire
15 4 (0.56%) EMC
15 4 (0.56%) StreamSets