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

6 months to
29 Nov 2025
Same period 2024 Same period 2023
Rank 127 174 222
Rank change year-on-year +47 +48 +9
Contract jobs citing Data Engineering 700 447 426
As % of all contract jobs in England 2.28% 1.44% 1.09%
As % of the Processes & Methodologies category 2.54% 1.65% 1.23%
Number of daily rates quoted 458 324 310
10th Percentile £362 £403 £412
25th Percentile £413 £468 £477
Median daily rate (50th Percentile) £525 £573 £588
Median % change year-on-year -8.30% -2.55% -2.08%
75th Percentile £638 £675 £700
90th Percentile £741 £788 £801
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 £25.93 £65.00
% change year-on-year +207.10% -60.11% +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 27,575 27,131 34,572
As % of all contract IT jobs advertised in England 89.77% 87.57% 88.74%
Number of daily rates quoted 17,561 16,585 23,601
10th Percentile £300 £313 £313
25th Percentile £405 £418 £425
Median daily rate (50th Percentile) £502 £525 £550
Median % change year-on-year -4.48% -4.55% -
75th Percentile £625 £650 £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 1,784 990 1,459
10th Percentile £15.00 £15.22 £14.63
25th Percentile £17.88 £20.27 £19.18
Median hourly rate £25.15 £35.02 £44.50
Median % change year-on-year -28.17% -21.31% +19.85%
75th Percentile £50.00 £65.00 £65.00
90th Percentile £68.75 £75.00 £77.50
UK median hourly rate £25.15 £33.04 £43.84
% change year-on-year -23.87% -24.65% +25.26%

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 29 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 29 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 29 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 +62 473 £550 -4.35% 221
North of England -10 76 £430 -14.00% 41
Midlands -13 55 £533 +6.65% 46
North West -5 40 £425 -12.37% 24
West Midlands -17 39 £550 +10.00% 32
South East +14 38 £496 -6.59% 175
Yorkshire -20 25 £500 - 10
South West +5 24 £550 -17.60% 21
East of England -5 17 £475 +48.44% 14
East Midlands +1 16 £429 -25.43% 14
North East 0 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
1 115 (16.43%) Apache Airflow
2 100 (14.29%) Apache Spark
3 49 (7.00%) Apache
4 11 (1.57%) Confluence
5 4 (0.57%) SAS
6 3 (0.43%) SharePoint
7 2 (0.29%) ArcGIS
7 2 (0.29%) Luigi
8 1 (0.14%) Apache Pig
8 1 (0.14%) Jupyter
Applications
1 16 (2.29%) Microsoft Excel
2 9 (1.29%) Microsoft PowerPoint
3 6 (0.86%) Chatbot
4 2 (0.29%) Maple
5 1 (0.14%) Adobe XD
5 1 (0.14%) Microsoft Office
5 1 (0.14%) MS Visio
Business Applications
1 10 (1.43%) Aladdin
2 3 (0.43%) Dynamics CRM
3 2 (0.29%) Eagle PACE
3 2 (0.29%) 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
1 301 (43.00%) Azure
2 253 (36.14%) AWS
3 123 (17.57%) Power Platform
4 121 (17.29%) GCP
5 115 (16.43%) Azure Data Factory
6 99 (14.14%) Snowflake
7 83 (11.86%) GitHub
8 76 (10.86%) Amazon S3
9 73 (10.43%) Azure Synapse Analytics
9 73 (10.43%) dbt
10 71 (10.14%) Azure DevOps
11 63 (9.00%) Serverless
12 54 (7.71%) GitHub Actions
13 53 (7.57%) AWS Lambda
14 28 (4.00%) Azure Machine Learning
15 23 (3.29%) Amazon SageMaker
16 20 (2.86%) AWS CloudFormation
17 19 (2.71%) Amazon EMR
18 17 (2.43%) AWS Step Functions
19 15 (2.14%) Cloud Computing
Communications & Networking
1 6 (0.86%) TCP/IP
2 4 (0.57%) Cisco IPT
2 4 (0.57%) Network Security
2 4 (0.57%) SAN
3 3 (0.43%) SSH
3 3 (0.43%) SSL
4 2 (0.29%) DNS
4 2 (0.29%) Kerberos
4 2 (0.29%) VPN
5 1 (0.14%) Firewall
5 1 (0.14%) TETRA
Database & Business Intelligence
1 134 (19.14%) Data Warehouse
2 118 (16.86%) Power BI
3 81 (11.57%) Data Lake
4 61 (8.71%) Big Data
4 61 (8.71%) Metadata
5 43 (6.14%) Relational Database
6 42 (6.00%) BigQuery
6 42 (6.00%) Delta Lake
7 40 (5.71%) Tableau
8 37 (5.29%) Hadoop
8 37 (5.29%) NoSQL
9 35 (5.00%) Amazon Redshift
10 32 (4.57%) Azure SQL Database
11 31 (4.43%) PostgreSQL
11 31 (4.43%) SQL Server
12 26 (3.71%) Snowflake Schema
13 21 (3.00%) Amazon Athena
14 17 (2.43%) Elasticsearch
15 16 (2.29%) RDBMS
16 15 (2.14%) Apache Hive
Development Applications
1 116 (16.57%) Git
2 33 (4.71%) Jenkins
3 25 (3.57%) MLflow
4 24 (3.43%) JIRA
5 22 (3.14%) GitLab
6 8 (1.14%) Visual Studio Code
7 6 (0.86%) SonarQube
8 4 (0.57%) 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 (0.14%) ERwin
10 1 (0.14%) GoCD
10 1 (0.14%) Rational DOORS
General
1 204 (29.14%) Social Skills
2 151 (21.57%) Finance
3 101 (14.43%) Analytical Skills
4 55 (7.86%) Public Sector
5 54 (7.71%) Banking
6 30 (4.29%) Investment Banking
7 20 (2.86%) Inclusion and Diversity
8 16 (2.29%) Retail
9 14 (2.00%) Front Office
9 14 (2.00%) Pharmaceutical
10 13 (1.86%) Influencing Skills
11 12 (1.71%) Marketing
12 11 (1.57%) Telecoms
13 10 (1.43%) Legal
14 9 (1.29%) Publishing
15 6 (0.86%) Military
15 6 (0.86%) Presentation Skills
16 5 (0.71%) Documentation Skills
16 5 (0.71%) Electronics
17 4 (0.57%) Automotive
Job Titles
1 286 (40.86%) Data Engineer
2 97 (13.86%) Senior
3 68 (9.71%) Developer
4 65 (9.29%) Lead
5 62 (8.86%) Senior Data Engineer
6 61 (8.71%) Azure Engineer
7 60 (8.57%) Architect
8 46 (6.57%) Azure Data Engineer
9 40 (5.71%) Analyst
10 31 (4.43%) AWS Engineer
10 31 (4.43%) Python Developer
11 30 (4.29%) Data Architect
11 30 (4.29%) Snowflake Engineer
12 29 (4.14%) Data Scientist
13 24 (3.43%) Artificial Intelligence Engineer
14 23 (3.29%) Python Engineer
14 23 (3.29%) Snowflake Data Engineer
15 20 (2.86%) AWS Data Engineer
15 20 (2.86%) Data Analyst
16 19 (2.71%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 107 (15.29%) PySpark
2 77 (11.00%) Kafka
3 46 (6.57%) Pandas
4 42 (6.00%) NumPy
5 32 (4.57%) PyTorch
6 31 (4.43%) FastAPI
7 30 (4.29%) Flask
8 27 (3.86%) scikit-learn
9 25 (3.57%) React
9 25 (3.57%) RESTful
9 25 (3.57%) TensorFlow
10 19 (2.71%) JSON
11 17 (2.43%) Vue
12 16 (2.29%) AngularJS
12 16 (2.29%) Polars
12 16 (2.29%) SciPy
13 14 (2.00%) LangChain
13 14 (2.00%) pytest
14 12 (1.71%) YAML
15 11 (1.57%) Spark Streaming
Miscellaneous
1 62 (8.86%) Cloud Native
2 35 (5.00%) Algorithms
3 23 (3.29%) Data Structures
3 23 (3.29%) Distributed Computing
4 22 (3.14%) Foreign Exchange (FX)
5 19 (2.71%) Hybrid Cloud
6 18 (2.57%) Data Protection Act
6 18 (2.57%) Hedge funds
7 15 (2.14%) Onboarding
7 15 (2.14%) Product Ownership
8 14 (2.00%) Distributed Systems
8 14 (2.00%) Fixed Income
9 9 (1.29%) AI Agents
9 9 (1.29%) Derivative
9 9 (1.29%) Enterprise Software
9 9 (1.29%) Equities
9 9 (1.29%) Genomics
9 9 (1.29%) Legacy Systems
9 9 (1.29%) Life Science
9 9 (1.29%) Virtual Team
Operating Systems
1 35 (5.00%) Linux
2 7 (1.00%) Windows
3 4 (0.57%) Debian
3 4 (0.57%) Ubuntu
3 4 (0.57%) Windows Server
3 4 (0.57%) Windows Server 2016
4 3 (0.43%) Android
4 3 (0.43%) VMS
5 2 (0.29%) Unix
Processes & Methodologies
1 302 (43.14%) Data Pipeline
2 263 (37.57%) Data Modelling
2 263 (37.57%) ETL
3 253 (36.14%) Analytics
3 253 (36.14%) CI/CD
4 172 (24.57%) DevOps
5 171 (24.43%) Agile
6 160 (22.86%) Machine Learning
7 155 (22.14%) Data Governance
8 151 (21.57%) Data Science
8 151 (21.57%) Problem-Solving
9 149 (21.29%) AI
10 145 (20.71%) Business Intelligence
11 109 (15.57%) Data Architecture
12 86 (12.29%) Decision-Making
13 85 (12.14%) Data Integration
14 84 (12.00%) Infrastructure as Code
15 73 (10.43%) Containerisation
16 72 (10.29%) Data Transformation
17 71 (10.14%) Visualisation
Programming Languages
1 447 (63.86%) Python
2 357 (51.00%) SQL
3 51 (7.29%) Java
3 51 (7.29%) Scala
4 34 (4.86%) C#
5 31 (4.43%) JavaScript
6 28 (4.00%) C++
7 17 (2.43%) Bicep
7 17 (2.43%) PowerShell
7 17 (2.43%) Rust
8 16 (2.29%) Bash
8 16 (2.29%) R
9 15 (2.14%) TypeScript
10 12 (1.71%) T-SQL
11 11 (1.57%) Data Analysis Expressions
11 11 (1.57%) Go
11 11 (1.57%) Shell Script
12 9 (1.29%) PL/SQL
13 6 (0.86%) Korn
14 5 (0.71%) VBA
Qualifications
1 126 (18.00%) Security Cleared
2 102 (14.57%) SC Cleared
3 60 (8.57%) Degree
4 41 (5.86%) Azure Certification
5 31 (4.43%) Master's Degree
6 27 (3.86%) Computer Science Degree
7 19 (2.71%) DV Cleared
8 15 (2.14%) AWS Certification
9 7 (1.00%) PhD
10 6 (0.86%) BPSS Clearance
11 5 (0.71%) MCP
11 5 (0.71%) Microsoft Certification
12 4 (0.57%) SnowPro
13 3 (0.43%) Tableau Certification
14 2 (0.29%) AWS Certified Solutions Architect
14 2 (0.29%) DBS Check
14 2 (0.29%) ISTQB
15 1 (0.14%) CBAP
Quality Assurance & Compliance
1 166 (23.71%) Data Quality
2 54 (7.71%) GDPR
3 23 (3.29%) QA
4 16 (2.29%) Accessibility
5 8 (1.14%) HIPAA
6 7 (1.00%) ISO/IEC 27001
7 6 (0.86%) NIST
8 5 (0.71%) PERC
9 4 (0.57%) SOC 2
10 3 (0.43%) California Consumer Privacy Act
10 3 (0.43%) Sarbanes-Oxley
10 3 (0.43%) WCAG
11 2 (0.29%) HL7
11 2 (0.29%) NCSC
11 2 (0.29%) PMO
12 1 (0.14%) Dodd-Frank
12 1 (0.14%) EMIR
12 1 (0.14%) ISO/IEC 20000
12 1 (0.14%) MiFID
12 1 (0.14%) Solvency II
System Software
1 108 (15.43%) Docker
2 13 (1.86%) HDFS
3 3 (0.43%) Active Directory
Systems Management
1 113 (16.14%) Terraform
2 95 (13.57%) Kubernetes
3 10 (1.43%) Hadoop YARN
4 9 (1.29%) Ansible
4 9 (1.29%) Grafana
5 6 (0.86%) Control-M
6 5 (0.71%) Kibana
6 5 (0.71%) logstash
6 5 (0.71%) Prometheus
6 5 (0.71%) Puppet
7 4 (0.57%) Argo
7 4 (0.57%) vCenter Server
8 3 (0.43%) Istio
8 3 (0.43%) Oozie
9 2 (0.29%) Kubeflow
9 2 (0.29%) Single Sign-On
Vendors
1 189 (27.00%) Databricks
2 87 (12.43%) Microsoft
3 50 (7.14%) Google
4 32 (4.57%) Oracle
5 22 (3.14%) Informatica
6 17 (2.43%) Palantir
6 17 (2.43%) Talend
7 15 (2.14%) Foundry
8 13 (1.86%) OpenAI
8 13 (1.86%) SAP
9 9 (1.29%) Salesforce
10 8 (1.14%) Cloudera
10 8 (1.14%) Virgin Media
10 8 (1.14%) VMware
11 6 (0.86%) Denodo
11 6 (0.86%) Murex
11 6 (0.86%) Red Hat
12 5 (0.71%) Guidewire
13 4 (0.57%) EMC
13 4 (0.57%) StreamSets