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

6 months to
14 Nov 2025
Same period 2024 Same period 2023
Rank 130 189 226
Rank change year-on-year +59 +37 +9
Contract jobs citing Data Engineering 667 428 422
As % of all contract jobs in England 2.21% 1.37% 1.07%
As % of the Processes & Methodologies category 2.44% 1.58% 1.20%
Number of daily rates quoted 432 313 306
10th Percentile £360 £413 £410
25th Percentile £413 £475 £475
Median daily rate (50th Percentile) £525 £575 £600
Median % change year-on-year -8.70% -4.17% -
75th Percentile £638 £675 £700
90th Percentile £750 £788 £825
UK median daily rate £520 £550 £575
% change year-on-year -5.45% -4.35% -4.17%
Number of hourly rates quoted 3 5 14
10th Percentile £43.05 £23.25 £35.19
25th Percentile £54.76 £26.25 £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 £60.00 £78.00
90th Percentile £102.85 - £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 27,324 27,092 35,025
As % of all contract IT jobs advertised in England 90.37% 86.76% 88.71%
Number of daily rates quoted 17,372 16,558 24,038
10th Percentile £300 £313 £313
25th Percentile £405 £418 £425
Median daily rate (50th Percentile) £507 £525 £545
Median % change year-on-year -3.43% -3.67% -0.91%
75th Percentile £625 £640 £650
90th Percentile £725 £750 £750
UK median daily rate £500 £525 £533
% change year-on-year -4.76% -1.41% -3.18%
Number of hourly rates quoted 1,791 983 1,478
10th Percentile £14.75 £15.10 £14.36
25th Percentile £17.87 £20.22 £19.06
Median hourly rate £25.15 £36.17 £44.50
Median % change year-on-year -30.46% -18.73% +27.14%
75th Percentile £46.38 £65.00 £65.00
90th Percentile £68.00 £74.00 £77.50
UK median hourly rate £25.15 £35.00 £43.50
% change year-on-year -28.14% -19.54% +24.29%

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 14 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 14 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 14 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 +67 446 £550 -6.14% 533
North of England -6 76 £425 -15.00% 87
Midlands -10 54 £525 +5.00% 80
South East +14 41 £475 -11.63% 135
North West +2 40 £405 -16.49% 54
West Midlands -26 36 £550 +10.00% 63
Yorkshire -26 26 £488 -2.50% 25
South West -12 18 £575 -13.86% 31
East of England -10 17 £475 -5.00% 18
East Midlands -1 16 £447 -22.26% 16
North East -5 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
1 112 (16.79%) Apache Airflow
2 89 (13.34%) Apache Spark
3 49 (7.35%) Apache
4 10 (1.50%) 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 (2.40%) Microsoft Excel
2 7 (1.05%) Microsoft PowerPoint
3 5 (0.75%) 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 (1.50%) 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%) Maximo
4 1 (0.15%) Salesforce CRM
4 1 (0.15%) SAP ERP
4 1 (0.15%) Workday HCM
Cloud Services
1 279 (41.83%) Azure
2 246 (36.88%) AWS
3 122 (18.29%) Power Platform
4 118 (17.69%) GCP
5 106 (15.89%) Azure Data Factory
6 95 (14.24%) Snowflake
7 74 (11.09%) dbt
8 73 (10.94%) GitHub
9 71 (10.64%) Amazon S3
9 71 (10.64%) Azure DevOps
10 68 (10.19%) Azure Synapse Analytics
11 61 (9.15%) Serverless
12 50 (7.50%) AWS Lambda
13 45 (6.75%) GitHub Actions
14 26 (3.90%) Azure Machine Learning
15 23 (3.45%) Amazon EMR
15 23 (3.45%) Amazon SageMaker
16 18 (2.70%) Cloud Computing
17 17 (2.55%) Amazon Kinesis
18 16 (2.40%) AWS CloudFormation
Communications & Networking
1 6 (0.90%) TCP/IP
2 4 (0.60%) Cisco IPT
2 4 (0.60%) Network Security
2 4 (0.60%) SAN
3 3 (0.45%) SSH
3 3 (0.45%) SSL
4 2 (0.30%) DNS
4 2 (0.30%) Firewall
4 2 (0.30%) VPN
5 1 (0.15%) Kerberos
5 1 (0.15%) TETRA
Database & Business Intelligence
1 129 (19.34%) Data Warehouse
2 118 (17.69%) Power BI
3 74 (11.09%) Data Lake
4 56 (8.40%) Big Data
5 55 (8.25%) Metadata
6 42 (6.30%) BigQuery
6 42 (6.30%) Relational Database
7 39 (5.85%) Tableau
8 38 (5.70%) Delta Lake
9 37 (5.55%) Hadoop
10 33 (4.95%) Amazon Redshift
10 33 (4.95%) NoSQL
11 28 (4.20%) SQL Server
12 26 (3.90%) PostgreSQL
13 24 (3.60%) Azure SQL Database
13 24 (3.60%) Snowflake Schema
14 17 (2.55%) Amazon Athena
15 16 (2.40%) RDBMS
16 14 (2.10%) Apache Hive
16 14 (2.10%) Elasticsearch
Development Applications
1 111 (16.64%) Git
2 29 (4.35%) Jenkins
3 23 (3.45%) JIRA
4 19 (2.85%) MLflow
5 17 (2.55%) GitLab
6 7 (1.05%) Visual Studio Code
7 5 (0.75%) 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%) PROIV
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%) Rational DOORS
General
1 196 (29.39%) Social Skills
2 137 (20.54%) Finance
3 97 (14.54%) Analytical Skills
4 58 (8.70%) Banking
5 54 (8.10%) Public Sector
6 35 (5.25%) Investment Banking
7 19 (2.85%) Inclusion and Diversity
8 18 (2.70%) Retail
9 14 (2.10%) Front Office
9 14 (2.10%) Marketing
9 14 (2.10%) Pharmaceutical
10 11 (1.65%) Influencing Skills
10 11 (1.65%) Telecoms
11 10 (1.50%) Legal
12 9 (1.35%) Presentation Skills
12 9 (1.35%) Publishing
13 6 (0.90%) Corporate Banking
14 5 (0.75%) Electronics
14 5 (0.75%) Military
14 5 (0.75%) Retail Banking
Job Titles
1 272 (40.78%) Data Engineer
2 92 (13.79%) Senior
3 67 (10.04%) Developer
4 65 (9.75%) Lead
5 64 (9.60%) Architect
6 57 (8.55%) Azure Engineer
6 57 (8.55%) Senior Data Engineer
7 43 (6.45%) Azure Data Engineer
8 37 (5.55%) Analyst
9 32 (4.80%) Python Developer
10 31 (4.65%) Data Architect
11 29 (4.35%) Data Scientist
12 28 (4.20%) AWS Engineer
13 26 (3.90%) Snowflake Engineer
14 21 (3.15%) Artificial Intelligence Engineer
14 21 (3.15%) Python Engineer
14 21 (3.15%) Snowflake Data Engineer
15 20 (3.00%) Lead Data Engineer
16 19 (2.85%) AWS Data Engineer
16 19 (2.85%) Data Analyst
Libraries, Frameworks & Software Standards
1 87 (13.04%) PySpark
2 71 (10.64%) Kafka
3 44 (6.60%) Pandas
4 41 (6.15%) NumPy
5 31 (4.65%) FastAPI
6 30 (4.50%) Flask
6 30 (4.50%) PyTorch
7 27 (4.05%) React
7 27 (4.05%) scikit-learn
8 24 (3.60%) TensorFlow
9 22 (3.30%) RESTful
10 19 (2.85%) Vue
11 18 (2.70%) AngularJS
11 18 (2.70%) Polars
11 18 (2.70%) SciPy
12 16 (2.40%) JSON
13 11 (1.65%) LangChain
13 11 (1.65%) pytest
13 11 (1.65%) Spark Streaming
14 10 (1.50%) ARM Templates
Miscellaneous
1 59 (8.85%) Cloud Native
2 32 (4.80%) Algorithms
3 27 (4.05%) Foreign Exchange (FX)
4 20 (3.00%) Hedge funds
5 18 (2.70%) Data Structures
5 18 (2.70%) Distributed Computing
6 17 (2.55%) Data Protection Act
6 17 (2.55%) Product Ownership
7 16 (2.40%) Hybrid Cloud
8 13 (1.95%) Fixed Income
8 13 (1.95%) Onboarding
9 12 (1.80%) Distributed Systems
10 9 (1.35%) Derivative
10 9 (1.35%) Equities
10 9 (1.35%) Genomics
10 9 (1.35%) Life Science
10 9 (1.35%) Management Information System
11 8 (1.20%) AI Agents
11 8 (1.20%) Clustering
11 8 (1.20%) Enterprise Software
Operating Systems
1 39 (5.85%) Linux
2 7 (1.05%) Windows
3 4 (0.60%) Debian
3 4 (0.60%) Ubuntu
3 4 (0.60%) Windows Server
3 4 (0.60%) Windows Server 2016
4 3 (0.45%) Android
5 2 (0.30%) Unix
5 2 (0.30%) VMS
Processes & Methodologies
1 277 (41.53%) Data Pipeline
2 248 (37.18%) ETL
3 244 (36.58%) Data Modelling
4 241 (36.13%) CI/CD
5 234 (35.08%) Analytics
6 167 (25.04%) DevOps
7 161 (24.14%) Agile
8 154 (23.09%) Machine Learning
9 152 (22.79%) Business Intelligence
10 147 (22.04%) Data Governance
11 143 (21.44%) Data Science
12 141 (21.14%) Problem-Solving
13 140 (20.99%) AI
14 98 (14.69%) Data Architecture
15 83 (12.44%) Decision-Making
16 79 (11.84%) Data Integration
17 78 (11.69%) Infrastructure as Code
18 76 (11.39%) Visualisation
19 73 (10.94%) Containerisation
20 66 (9.90%) Data Transformation
Programming Languages
1 417 (62.52%) Python
2 339 (50.82%) SQL
3 55 (8.25%) Java
4 47 (7.05%) Scala
5 35 (5.25%) C#
6 31 (4.65%) C++
7 29 (4.35%) JavaScript
8 19 (2.85%) Rust
9 18 (2.70%) Bicep
10 15 (2.25%) Bash
10 15 (2.25%) PowerShell
10 15 (2.25%) R
11 14 (2.10%) TypeScript
12 12 (1.80%) Data Analysis Expressions
12 12 (1.80%) Shell Script
13 11 (1.65%) T-SQL
14 9 (1.35%) PL/SQL
15 8 (1.20%) Go
16 6 (0.90%) Korn
17 5 (0.75%) VBA
Qualifications
1 113 (16.94%) Security Cleared
2 92 (13.79%) SC Cleared
3 60 (9.00%) Degree
4 40 (6.00%) Azure Certification
5 28 (4.20%) Master's Degree
6 27 (4.05%) Computer Science Degree
7 18 (2.70%) AWS Certification
8 17 (2.55%) DV Cleared
9 7 (1.05%) BPSS Clearance
10 6 (0.90%) Microsoft Certification
10 6 (0.90%) PhD
11 5 (0.75%) AWS Certified Solutions Architect
12 4 (0.60%) MCP
12 4 (0.60%) SnowPro
13 3 (0.45%) Tableau Certification
14 2 (0.30%) ISTQB
15 1 (0.15%) CBAP
15 1 (0.15%) DBS Check
Quality Assurance & Compliance
1 156 (23.39%) Data Quality
2 49 (7.35%) GDPR
3 25 (3.75%) QA
4 15 (2.25%) Accessibility
5 8 (1.20%) HIPAA
6 6 (0.90%) ISO/IEC 27001
6 6 (0.90%) NIST
7 5 (0.75%) PERC
8 4 (0.60%) 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%) Dodd-Frank
11 1 (0.15%) EMIR
11 1 (0.15%) GMP
11 1 (0.15%) ISO/IEC 20000
11 1 (0.15%) Solvency II
System Software
1 106 (15.89%) Docker
2 12 (1.80%) HDFS
3 5 (0.75%) Active Directory
Systems Management
1 108 (16.19%) Terraform
2 94 (14.09%) Kubernetes
3 10 (1.50%) Hadoop YARN
4 9 (1.35%) Ansible
4 9 (1.35%) Grafana
5 6 (0.90%) Control-M
6 5 (0.75%) Kibana
6 5 (0.75%) logstash
6 5 (0.75%) Prometheus
6 5 (0.75%) Puppet
7 4 (0.60%) Argo
7 4 (0.60%) vCenter Server
8 3 (0.45%) Istio
8 3 (0.45%) Oozie
8 3 (0.45%) Single Sign-On
9 1 (0.15%) Kubeflow
Vendors
1 163 (24.44%) Databricks
2 85 (12.74%) Microsoft
3 49 (7.35%) Google
4 31 (4.65%) Oracle
5 22 (3.30%) Informatica
6 18 (2.70%) Talend
7 14 (2.10%) Palantir
8 13 (1.95%) OpenAI
9 12 (1.80%) Foundry
10 11 (1.65%) SAP
11 9 (1.35%) Salesforce
12 8 (1.20%) VMware
13 7 (1.05%) Cloudera
13 7 (1.05%) Virgin Media
14 6 (0.90%) Denodo
14 6 (0.90%) Murex
14 6 (0.90%) Red Hat
15 5 (0.75%) Guidewire
16 4 (0.60%) EMC
16 4 (0.60%) Sage