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

6 months to
25 Dec 2025
Same period 2024 Same period 2023
Rank 116 180 216
Rank change year-on-year +64 +36 +16
Contract jobs citing Data Engineering 756 423 405
As % of all contract jobs in England 2.38% 1.47% 1.10%
As % of the Processes & Methodologies category 2.69% 1.66% 1.25%
Number of daily rates quoted 502 303 302
10th Percentile £363 £401 £413
25th Percentile £420 £468 £475
Median daily rate (50th Percentile) £520 £575 £575
Median % change year-on-year -9.57% - -4.17%
75th Percentile £625 £676 £688
90th Percentile £738 £823 £788
UK median daily rate £513 £550 £550
% change year-on-year -6.82% - -8.33%
Number of hourly rates quoted 3 10 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% -23.08%
75th Percentile £92.13 £28.15 £74.75
90th Percentile £102.85 £65.00 £78.70
UK median hourly rate £74.26 £25.43 £53.65
% change year-on-year +192.02% -52.60% -23.08%

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 28,083 25,497 32,413
As % of all contract IT jobs advertised in England 88.56% 88.71% 88.35%
Number of daily rates quoted 17,857 15,730 22,001
10th Percentile £300 £311 £308
25th Percentile £406 £413 £425
Median daily rate (50th Percentile) £501 £525 £540
Median % change year-on-year -4.67% -2.78% -1.82%
75th Percentile £625 £648 £650
90th Percentile £725 £750 £750
UK median daily rate £500 £525 £525
% change year-on-year -4.76% - -4.55%
Number of hourly rates quoted 1,811 841 1,406
10th Percentile £15.18 £15.62 £14.75
25th Percentile £17.89 £20.30 £19.25
Median hourly rate £25.15 £35.00 £45.00
Median % change year-on-year -28.14% -22.22% +22.56%
75th Percentile £55.00 £65.00 £65.00
90th Percentile £69.45 £75.00 £77.50
UK median hourly rate £25.15 £32.50 £44.50
% change year-on-year -22.62% -26.97% +27.14%

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 25 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 25 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 25 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 +67 523 £550 -4.35% 322
North of England -20 72 £450 -18.18% 233
Midlands -3 61 £533 +7.73% 148
North West -7 46 £440 -10.66% 131
West Midlands -9 43 £550 +12.24% 75
South East -14 35 £480 -11.93% 271
South West -9 30 £550 -17.60% 113
East Midlands -5 18 £429 -25.43% 63
Yorkshire -37 15 £500 -9.09% 76
East of England -16 13 £500 +29.87% 120
North East -1 11 £400 -33.05% 26
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 (15.08%) Apache Spark
2 108 (14.29%) Apache Airflow
3 55 (7.28%) Apache
4 12 (1.59%) Confluence
5 4 (0.53%) SAS
6 2 (0.26%) SharePoint
7 1 (0.13%) Apache Pig
7 1 (0.13%) Appian
7 1 (0.13%) ArcGIS
7 1 (0.13%) CMS
7 1 (0.13%) Jupyter
7 1 (0.13%) Luigi
Applications
1 17 (2.25%) Microsoft Excel
2 9 (1.19%) Microsoft PowerPoint
3 6 (0.79%) Chatbot
4 3 (0.40%) MS Visio
5 2 (0.26%) Microsoft Office
5 2 (0.26%) Microsoft Project
5 2 (0.26%) Trello
6 1 (0.13%) Adobe XD
Business Applications
1 7 (0.93%) Aladdin
2 3 (0.40%) Dynamics CRM
3 2 (0.26%) Eagle PACE
3 2 (0.26%) Markit EDM
4 1 (0.13%) Actimize
4 1 (0.13%) Maximo
4 1 (0.13%) Misys Midas
4 1 (0.13%) Salesforce CRM
4 1 (0.13%) SAP BPC
4 1 (0.13%) SAP ERP
4 1 (0.13%) Workday HCM
Cloud Services
1 342 (45.24%) Azure
2 262 (34.66%) AWS
3 138 (18.25%) Power Platform
4 132 (17.46%) Azure Data Factory
5 114 (15.08%) GCP
6 96 (12.70%) Snowflake
7 91 (12.04%) GitHub
8 89 (11.77%) Azure Synapse Analytics
9 85 (11.24%) Amazon S3
10 75 (9.92%) dbt
11 74 (9.79%) Azure DevOps
12 71 (9.39%) Serverless
13 63 (8.33%) GitHub Actions
14 57 (7.54%) AWS Lambda
15 27 (3.57%) Azure Machine Learning
16 24 (3.17%) AWS CloudFormation
17 22 (2.91%) Amazon SageMaker
18 21 (2.78%) AWS Step Functions
19 18 (2.38%) Amazon EMR
19 18 (2.38%) Amazon Kinesis
Communications & Networking
1 4 (0.53%) Cisco IPT
1 4 (0.53%) Kerberos
1 4 (0.53%) Network Security
1 4 (0.53%) TCP/IP
2 3 (0.40%) SSH
2 3 (0.40%) SSL
2 3 (0.40%) VPN
3 2 (0.26%) DNS
4 1 (0.13%) Firewall
4 1 (0.13%) SAN
4 1 (0.13%) SMS
Database & Business Intelligence
1 140 (18.52%) Data Warehouse
2 133 (17.59%) Power BI
3 98 (12.96%) Data Lake
4 67 (8.86%) Metadata
5 57 (7.54%) Big Data
6 45 (5.95%) Azure SQL Database
7 44 (5.82%) Delta Lake
7 44 (5.82%) NoSQL
8 42 (5.56%) Relational Database
9 40 (5.29%) SQL Server
10 38 (5.03%) BigQuery
11 35 (4.63%) PostgreSQL
11 35 (4.63%) Snowflake Schema
12 34 (4.50%) Amazon Redshift
12 34 (4.50%) Tableau
13 33 (4.37%) Hadoop
14 30 (3.97%) Amazon Athena
15 19 (2.51%) Elasticsearch
16 16 (2.12%) Apache Hive
16 16 (2.12%) SQL Server Integration Services
Development Applications
1 124 (16.40%) Git
2 37 (4.89%) Jenkins
3 30 (3.97%) GitLab
4 24 (3.17%) JIRA
4 24 (3.17%) MLflow
5 8 (1.06%) Visual Studio Code
6 6 (0.79%) SonarQube
7 4 (0.53%) Poetry
8 3 (0.40%) Selenium
9 2 (0.26%) Cucumber
9 2 (0.26%) JUnit
9 2 (0.26%) Maven
9 2 (0.26%) Mockito
9 2 (0.26%) PyCharm
9 2 (0.26%) Sonatype Nexus
9 2 (0.26%) TeamCity
9 2 (0.26%) TestRail
10 1 (0.13%) Gemini Tracker
10 1 (0.13%) Postman
10 1 (0.13%) Terragrunt
General
1 211 (27.91%) Social Skills
2 166 (21.96%) Finance
3 107 (14.15%) Analytical Skills
4 55 (7.28%) Public Sector
5 50 (6.61%) Banking
6 24 (3.17%) Investment Banking
7 21 (2.78%) Inclusion and Diversity
8 15 (1.98%) Front Office
8 15 (1.98%) Retail
9 14 (1.85%) Marketing
9 14 (1.85%) Pharmaceutical
10 12 (1.59%) Influencing Skills
11 11 (1.46%) Legal
12 9 (1.19%) Publishing
13 8 (1.06%) Military
14 7 (0.93%) Presentation Skills
15 6 (0.79%) Telecoms
16 5 (0.66%) Electronics
17 4 (0.53%) Back Office
17 4 (0.53%) Corporate Banking
Job Titles
1 323 (42.72%) Data Engineer
2 96 (12.70%) Senior
3 74 (9.79%) Lead
4 67 (8.86%) Senior Data Engineer
5 65 (8.60%) Developer
6 62 (8.20%) Azure Engineer
7 56 (7.41%) Architect
8 47 (6.22%) Azure Data Engineer
9 37 (4.89%) Analyst
10 33 (4.37%) AWS Engineer
11 32 (4.23%) Data Scientist
11 32 (4.23%) Snowflake Engineer
12 28 (3.70%) Data Architect
13 25 (3.31%) Artificial Intelligence Engineer
14 24 (3.17%) Snowflake Data Engineer
15 23 (3.04%) DevOps Engineer
15 23 (3.04%) Python Developer
16 22 (2.91%) Python Engineer
17 20 (2.65%) AWS Data Engineer
18 18 (2.38%) Data Analyst
Libraries, Frameworks & Software Standards
1 133 (17.59%) PySpark
2 89 (11.77%) Kafka
3 49 (6.48%) Pandas
4 41 (5.42%) NumPy
5 37 (4.89%) PyTorch
6 32 (4.23%) scikit-learn
7 30 (3.97%) TensorFlow
8 29 (3.84%) FastAPI
9 28 (3.70%) Flask
10 26 (3.44%) RESTful
11 24 (3.17%) React
12 21 (2.78%) JSON
13 18 (2.38%) LangChain
14 16 (2.12%) pytest
15 14 (1.85%) Vue
15 14 (1.85%) YAML
16 13 (1.72%) AngularJS
16 13 (1.72%) Polars
16 13 (1.72%) SciPy
16 13 (1.72%) Spark Streaming
Miscellaneous
1 69 (9.13%) Cloud Native
2 34 (4.50%) Algorithms
3 24 (3.17%) Distributed Computing
4 21 (2.78%) Data Structures
5 19 (2.51%) Product Ownership
6 18 (2.38%) Foreign Exchange (FX)
6 18 (2.38%) Hybrid Cloud
7 17 (2.25%) Data Protection Act
8 16 (2.12%) Onboarding
9 15 (1.98%) Hedge funds
10 14 (1.85%) Distributed Systems
11 10 (1.32%) Analytical Mindset
12 9 (1.19%) AI Agents
12 9 (1.19%) Clustering
12 9 (1.19%) Data Fabric
12 9 (1.19%) Derivative
12 9 (1.19%) Genomics
12 9 (1.19%) Legacy Systems
12 9 (1.19%) Life Science
13 8 (1.06%) Management Information System
Operating Systems
1 30 (3.97%) Linux
2 3 (0.40%) Android
2 3 (0.40%) VMS
3 2 (0.26%) Ubuntu
3 2 (0.26%) Windows
4 1 (0.13%) CentOS
4 1 (0.13%) Debian
Processes & Methodologies
1 324 (42.86%) Data Pipeline
2 280 (37.04%) ETL
3 275 (36.38%) Analytics
4 273 (36.11%) Data Modelling
5 266 (35.19%) CI/CD
6 188 (24.87%) DevOps
7 177 (23.41%) Agile
8 174 (23.02%) Data Governance
9 169 (22.35%) AI
10 164 (21.69%) Business Intelligence
10 164 (21.69%) Machine Learning
11 155 (20.50%) Data Science
11 155 (20.50%) Problem-Solving
12 131 (17.33%) Data Architecture
13 93 (12.30%) Infrastructure as Code
14 87 (11.51%) Data Integration
15 76 (10.05%) Decision-Making
16 72 (9.52%) Data Transformation
17 70 (9.26%) Containerisation
17 70 (9.26%) Visualisation
Programming Languages
1 474 (62.70%) Python
2 387 (51.19%) SQL
3 56 (7.41%) Scala
4 46 (6.08%) Java
5 37 (4.89%) C#
6 30 (3.97%) JavaScript
7 24 (3.17%) C++
8 19 (2.51%) Bicep
8 19 (2.51%) PowerShell
9 18 (2.38%) Bash
10 16 (2.12%) R
11 15 (1.98%) Go
11 15 (1.98%) T-SQL
11 15 (1.98%) TypeScript
12 14 (1.85%) Rust
13 13 (1.72%) Data Analysis Expressions
14 11 (1.46%) Shell Script
15 10 (1.32%) PL/SQL
16 6 (0.79%) Korn
17 5 (0.66%) VBA
Qualifications
1 150 (19.84%) Security Cleared
2 124 (16.40%) SC Cleared
3 56 (7.41%) Degree
4 48 (6.35%) Azure Certification
5 29 (3.84%) Master's Degree
6 25 (3.31%) Computer Science Degree
7 18 (2.38%) DV Cleared
8 15 (1.98%) AWS Certification
9 10 (1.32%) PhD
10 9 (1.19%) Microsoft Certification
11 8 (1.06%) MCP
12 5 (0.66%) BPSS Clearance
12 5 (0.66%) DBS Check
13 3 (0.40%) SnowPro
13 3 (0.40%) Tableau Certification
14 2 (0.26%) AWS Certified Solutions Architect
14 2 (0.26%) ISTQB
15 1 (0.13%) CBAP
15 1 (0.13%) OCP
15 1 (0.13%) Oracle Certification
Quality Assurance & Compliance
1 187 (24.74%) Data Quality
2 63 (8.33%) GDPR
3 21 (2.78%) QA
4 15 (1.98%) Accessibility
5 9 (1.19%) HIPAA
6 7 (0.93%) ISO/IEC 27001
6 7 (0.93%) Sarbanes-Oxley
7 5 (0.66%) PERC
8 4 (0.53%) NIST
8 4 (0.53%) SOC 2
9 3 (0.40%) California Consumer Privacy Act
9 3 (0.40%) WCAG
10 2 (0.26%) HL7
10 2 (0.26%) PCI DSS
10 2 (0.26%) PMO
11 1 (0.13%) Dodd-Frank
11 1 (0.13%) EMIR
11 1 (0.13%) GRC
11 1 (0.13%) ISO/IEC 20000
11 1 (0.13%) NCSC
System Software
1 112 (14.81%) Docker
2 15 (1.98%) HDFS
3 3 (0.40%) Active Directory
4 1 (0.13%) Apache ZooKeeper
4 1 (0.13%) Virtual Machines
Systems Management
1 127 (16.80%) Terraform
2 100 (13.23%) Kubernetes
3 11 (1.46%) Hadoop YARN
4 10 (1.32%) Ansible
4 10 (1.32%) Grafana
5 6 (0.79%) Argo
5 6 (0.79%) Control-M
5 6 (0.79%) Prometheus
6 5 (0.66%) Kibana
6 5 (0.66%) logstash
6 5 (0.66%) Puppet
7 4 (0.53%) vCenter Server
8 3 (0.40%) Istio
8 3 (0.40%) Oozie
9 2 (0.26%) Kubeflow
9 2 (0.26%) Single Sign-On
10 1 (0.13%) Apache Ranger
Vendors
1 222 (29.37%) Databricks
2 93 (12.30%) Microsoft
3 47 (6.22%) Google
4 26 (3.44%) Oracle
5 18 (2.38%) Informatica
6 17 (2.25%) Palantir
7 15 (1.98%) Foundry
7 15 (1.98%) OpenAI
7 15 (1.98%) Talend
8 13 (1.72%) SAP
9 9 (1.19%) Cloudera
9 9 (1.19%) Salesforce
10 8 (1.06%) Virgin Media
11 6 (0.79%) Denodo
12 5 (0.66%) Guidewire
12 5 (0.66%) VMware
13 4 (0.53%) EMC
13 4 (0.53%) IBM
13 4 (0.53%) MicroStrategy
13 4 (0.53%) Red Hat