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

6 months to
20 Nov 2025
Same period 2024 Same period 2023
Rank 129 182 229
Rank change year-on-year +53 +47 +7
Contract jobs citing Data Engineering 674 435 417
As % of all contract jobs in England 2.21% 1.40% 1.07%
As % of the Processes & Methodologies category 2.45% 1.61% 1.20%
Number of daily rates quoted 436 317 302
10th Percentile £360 £413 £406
25th Percentile £413 £468 £475
Median daily rate (50th Percentile) £525 £575 £589
Median % change year-on-year -8.70% -2.34% -1.88%
75th Percentile £640 £676 £700
90th Percentile £749 £800 £824
UK median daily rate £520 £550 £575
% change year-on-year -5.45% -4.35% -4.17%
Number of hourly rates quoted 3 4 14
10th Percentile £43.05 £22.75 £35.19
25th Percentile £54.76 £25.00 £40.16
Median hourly rate £74.26 £26.50 £71.50
Median % change year-on-year +180.23% -62.94% +43.00%
75th Percentile £92.13 £35.06 £78.00
90th Percentile £102.85 £50.03 £88.50
UK median hourly rate £79.63 £26.50 £71.50
% change year-on-year +200.49% -62.94% +43.00%

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 27,490 26,978 34,630
As % of all contract IT jobs advertised in England 90.21% 86.87% 88.73%
Number of daily rates quoted 17,441 16,489 23,672
10th Percentile £300 £313 £313
25th Percentile £405 £413 £425
Median daily rate (50th Percentile) £505 £525 £545
Median % change year-on-year -3.81% -3.67% -0.91%
75th Percentile £625 £644 £650
90th Percentile £725 £750 £750
UK median daily rate £500 £525 £530
% change year-on-year -4.76% -0.94% -3.64%
Number of hourly rates quoted 1,813 961 1,464
10th Percentile £14.87 £15.10 £14.51
25th Percentile £17.87 £20.30 £19.06
Median hourly rate £25.15 £37.00 £45.00
Median % change year-on-year -32.03% -17.78% +26.90%
75th Percentile £48.75 £65.00 £65.00
90th Percentile £68.62 £74.75 £77.50
UK median hourly rate £25.15 £35.00 £43.95
% change year-on-year -28.14% -20.36% +25.57%

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 20 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 20 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 20 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 +55 451 £550 -6.78% 536
North of England -15 75 £425 -15.00% 96
Midlands -6 54 £525 +5.00% 80
South East +14 41 £475 -11.63% 137
North West -4 39 £415 -14.43% 60
West Midlands -25 38 £550 +10.00% 65
Yorkshire -29 26 £488 -2.50% 25
South West -11 19 £563 -15.73% 32
East of England -13 17 £475 +15.85% 28
East Midlands -5 16 £447 -22.26% 15
North East -4 10 £400 -33.05% 11
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 (16.91%) Apache Airflow
2 89 (13.20%) Apache Spark
3 50 (7.42%) Apache
4 11 (1.63%) Confluence
5 3 (0.45%) SAS
5 3 (0.45%) SharePoint
6 2 (0.30%) ArcGIS
6 2 (0.30%) Luigi
7 1 (0.15%) Apache Pig
7 1 (0.15%) Jupyter
Applications
1 16 (2.37%) Microsoft Excel
2 8 (1.19%) Microsoft PowerPoint
3 6 (0.89%) Chatbot
4 2 (0.30%) Maple
5 1 (0.15%) Adobe XD
5 1 (0.15%) Microsoft Office
5 1 (0.15%) MS Visio
Business Applications
1 10 (1.48%) Aladdin
2 3 (0.45%) Dynamics CRM
2 3 (0.45%) Payment Gateway
3 2 (0.30%) Eagle PACE
3 2 (0.30%) Markit EDM
4 1 (0.15%) Actimize
4 1 (0.15%) Maximo
4 1 (0.15%) Salesforce CRM
4 1 (0.15%) SAP ERP
4 1 (0.15%) Workday HCM
Cloud Services
1 283 (41.99%) Azure
2 245 (36.35%) AWS
3 123 (18.25%) Power Platform
4 119 (17.66%) GCP
5 109 (16.17%) Azure Data Factory
6 99 (14.69%) Snowflake
7 76 (11.28%) dbt
7 76 (11.28%) GitHub
8 74 (10.98%) Amazon S3
9 71 (10.53%) Azure Synapse Analytics
10 70 (10.39%) Azure DevOps
11 63 (9.35%) Serverless
12 53 (7.86%) AWS Lambda
13 48 (7.12%) GitHub Actions
14 27 (4.01%) Azure Machine Learning
15 24 (3.56%) Amazon EMR
16 23 (3.41%) Amazon SageMaker
17 18 (2.67%) Cloud Computing
18 17 (2.52%) Amazon Kinesis
18 17 (2.52%) AWS CloudFormation
Communications & Networking
1 6 (0.89%) TCP/IP
2 4 (0.59%) Cisco IPT
2 4 (0.59%) Network Security
2 4 (0.59%) SAN
3 3 (0.45%) SSH
3 3 (0.45%) SSL
4 2 (0.30%) DNS
4 2 (0.30%) Kerberos
4 2 (0.30%) VPN
5 1 (0.15%) Firewall
5 1 (0.15%) TETRA
Database & Business Intelligence
1 133 (19.73%) Data Warehouse
2 119 (17.66%) Power BI
3 77 (11.42%) Data Lake
4 58 (8.61%) Big Data
5 55 (8.16%) Metadata
6 43 (6.38%) BigQuery
7 42 (6.23%) Relational Database
8 39 (5.79%) Tableau
9 37 (5.49%) Delta Lake
9 37 (5.49%) Hadoop
10 34 (5.04%) Amazon Redshift
11 33 (4.90%) NoSQL
12 29 (4.30%) SQL Server
13 28 (4.15%) PostgreSQL
14 26 (3.86%) Azure SQL Database
14 26 (3.86%) Snowflake Schema
15 17 (2.52%) Amazon Athena
16 16 (2.37%) RDBMS
17 15 (2.23%) Apache Hive
17 15 (2.23%) Elasticsearch
Development Applications
1 110 (16.32%) Git
2 31 (4.60%) Jenkins
3 24 (3.56%) JIRA
4 19 (2.82%) MLflow
5 18 (2.67%) GitLab
6 7 (1.04%) Visual Studio Code
7 5 (0.74%) SonarQube
8 3 (0.45%) Poetry
9 2 (0.30%) Cucumber
9 2 (0.30%) JUnit
9 2 (0.30%) Maven
9 2 (0.30%) Mockito
9 2 (0.30%) PyCharm
9 2 (0.30%) Selenium
9 2 (0.30%) Sonatype Nexus
9 2 (0.30%) TeamCity
9 2 (0.30%) TestRail
10 1 (0.15%) ERwin
10 1 (0.15%) Gemini Tracker
10 1 (0.15%) Rational DOORS
General
1 197 (29.23%) Social Skills
2 145 (21.51%) Finance
3 101 (14.99%) Analytical Skills
4 59 (8.75%) Banking
5 52 (7.72%) Public Sector
6 34 (5.04%) Investment Banking
7 20 (2.97%) Inclusion and Diversity
8 18 (2.67%) Retail
9 14 (2.08%) Front Office
9 14 (2.08%) Pharmaceutical
10 13 (1.93%) Marketing
11 11 (1.63%) Influencing Skills
11 11 (1.63%) Telecoms
12 10 (1.48%) Legal
13 9 (1.34%) Presentation Skills
13 9 (1.34%) Publishing
14 6 (0.89%) Corporate Banking
15 5 (0.74%) Electronics
15 5 (0.74%) Military
15 5 (0.74%) Retail Banking
Job Titles
1 276 (40.95%) Data Engineer
2 93 (13.80%) Senior
3 66 (9.79%) Developer
4 65 (9.64%) Lead
5 63 (9.35%) Architect
6 58 (8.61%) Senior Data Engineer
7 56 (8.31%) Azure Engineer
8 42 (6.23%) Azure Data Engineer
9 36 (5.34%) Analyst
10 32 (4.75%) Data Architect
11 31 (4.60%) Python Developer
12 29 (4.30%) Snowflake Engineer
13 28 (4.15%) AWS Engineer
13 28 (4.15%) Data Scientist
14 23 (3.41%) Artificial Intelligence Engineer
14 23 (3.41%) Snowflake Data Engineer
15 22 (3.26%) Python Engineer
16 20 (2.97%) Lead Data Engineer
17 19 (2.82%) AWS Data Engineer
18 18 (2.67%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 87 (12.91%) PySpark
2 72 (10.68%) Kafka
3 43 (6.38%) Pandas
4 40 (5.93%) NumPy
5 31 (4.60%) FastAPI
6 30 (4.45%) PyTorch
7 29 (4.30%) Flask
8 27 (4.01%) scikit-learn
9 26 (3.86%) React
10 24 (3.56%) RESTful
10 24 (3.56%) TensorFlow
11 18 (2.67%) JSON
11 18 (2.67%) Vue
12 17 (2.52%) AngularJS
12 17 (2.52%) Polars
12 17 (2.52%) SciPy
13 12 (1.78%) pytest
14 11 (1.63%) ARM Templates
14 11 (1.63%) LangChain
15 10 (1.48%) Spark Streaming
Miscellaneous
1 61 (9.05%) Cloud Native
2 33 (4.90%) Algorithms
3 24 (3.56%) Foreign Exchange (FX)
4 19 (2.82%) Data Structures
4 19 (2.82%) Distributed Computing
4 19 (2.82%) Hedge funds
5 17 (2.52%) Data Protection Act
5 17 (2.52%) Hybrid Cloud
5 17 (2.52%) Product Ownership
6 14 (2.08%) Onboarding
7 13 (1.93%) Fixed Income
8 12 (1.78%) Distributed Systems
9 10 (1.48%) Management Information System
10 9 (1.34%) Derivative
10 9 (1.34%) Equities
10 9 (1.34%) Genomics
10 9 (1.34%) Life Science
10 9 (1.34%) Virtual Team
11 8 (1.19%) AI Agents
11 8 (1.19%) Greenfield Project
Operating Systems
1 37 (5.49%) Linux
2 7 (1.04%) Windows
3 4 (0.59%) Debian
3 4 (0.59%) Ubuntu
3 4 (0.59%) Windows Server
3 4 (0.59%) Windows Server 2016
4 3 (0.45%) Android
5 2 (0.30%) Unix
5 2 (0.30%) VMS
Processes & Methodologies
1 284 (42.14%) Data Pipeline
2 253 (37.54%) ETL
3 252 (37.39%) Data Modelling
4 246 (36.50%) CI/CD
5 242 (35.91%) Analytics
6 166 (24.63%) DevOps
7 161 (23.89%) Agile
8 155 (23.00%) Machine Learning
9 153 (22.70%) Business Intelligence
10 151 (22.40%) Data Governance
11 144 (21.36%) Problem-Solving
12 143 (21.22%) AI
12 143 (21.22%) Data Science
13 101 (14.99%) Data Architecture
14 83 (12.31%) Decision-Making
15 81 (12.02%) Infrastructure as Code
16 79 (11.72%) Data Integration
17 76 (11.28%) Visualisation
18 71 (10.53%) Containerisation
19 68 (10.09%) Data Transformation
Programming Languages
1 424 (62.91%) Python
2 346 (51.34%) SQL
3 55 (8.16%) Java
4 46 (6.82%) Scala
5 34 (5.04%) C#
6 29 (4.30%) C++
7 28 (4.15%) JavaScript
8 18 (2.67%) Rust
9 17 (2.52%) Bicep
9 17 (2.52%) PowerShell
10 15 (2.23%) Bash
11 14 (2.08%) R
11 14 (2.08%) TypeScript
12 13 (1.93%) Data Analysis Expressions
13 12 (1.78%) T-SQL
14 11 (1.63%) Shell Script
15 9 (1.34%) Go
15 9 (1.34%) PL/SQL
16 6 (0.89%) Korn
17 5 (0.74%) VBA
Qualifications
1 113 (16.77%) Security Cleared
2 94 (13.95%) SC Cleared
3 61 (9.05%) Degree
4 39 (5.79%) Azure Certification
5 29 (4.30%) Master's Degree
6 28 (4.15%) Computer Science Degree
7 18 (2.67%) AWS Certification
8 17 (2.52%) DV Cleared
9 7 (1.04%) BPSS Clearance
10 6 (0.89%) Microsoft Certification
10 6 (0.89%) PhD
11 5 (0.74%) AWS Certified Solutions Architect
12 4 (0.59%) MCP
12 4 (0.59%) SnowPro
13 3 (0.45%) Tableau Certification
14 2 (0.30%) DBS Check
14 2 (0.30%) ISTQB
15 1 (0.15%) CBAP
Quality Assurance & Compliance
1 157 (23.29%) Data Quality
2 51 (7.57%) GDPR
3 25 (3.71%) QA
4 15 (2.23%) Accessibility
5 8 (1.19%) HIPAA
6 6 (0.89%) ISO/IEC 27001
6 6 (0.89%) NIST
7 5 (0.74%) PERC
8 4 (0.59%) SOC 2
9 3 (0.45%) California Consumer Privacy Act
10 2 (0.30%) HL7
10 2 (0.30%) NCSC
10 2 (0.30%) PMO
10 2 (0.30%) Sarbanes-Oxley
10 2 (0.30%) WCAG
11 1 (0.15%) GMP
11 1 (0.15%) ISO/IEC 20000
11 1 (0.15%) MiFID
11 1 (0.15%) PCI DSS
11 1 (0.15%) Solvency II
System Software
1 104 (15.43%) Docker
2 13 (1.93%) HDFS
3 4 (0.59%) Active Directory
Systems Management
1 110 (16.32%) Terraform
2 91 (13.50%) Kubernetes
3 10 (1.48%) Hadoop YARN
4 9 (1.34%) Ansible
4 9 (1.34%) Grafana
5 6 (0.89%) Control-M
6 5 (0.74%) Kibana
6 5 (0.74%) logstash
6 5 (0.74%) Prometheus
6 5 (0.74%) Puppet
7 4 (0.59%) Argo
7 4 (0.59%) vCenter Server
8 3 (0.45%) Istio
8 3 (0.45%) Oozie
9 2 (0.30%) Single Sign-On
10 1 (0.15%) Kubeflow
Vendors
1 169 (25.07%) Databricks
2 86 (12.76%) Microsoft
3 49 (7.27%) Google
4 31 (4.60%) Oracle
5 22 (3.26%) Informatica
6 18 (2.67%) Talend
7 14 (2.08%) Palantir
8 13 (1.93%) OpenAI
9 12 (1.78%) Foundry
9 12 (1.78%) SAP
10 9 (1.34%) Salesforce
11 8 (1.19%) Cloudera
11 8 (1.19%) VMware
12 7 (1.04%) Virgin Media
13 6 (0.89%) Denodo
13 6 (0.89%) Murex
13 6 (0.89%) Red Hat
14 5 (0.74%) Guidewire
15 4 (0.59%) EMC
15 4 (0.59%) Sage