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 21 February 2026, with comparisons to the same periods in the previous two years.

6 months to
21 Feb 2026
Same period 2025 Same period 2024
Rank 93 152 220
Rank change year-on-year +59 +68 -1
Contract jobs citing Data Engineering 979 460 424
As % of all contract jobs in England 2.80% 1.78% 1.12%
As % of the Processes & Methodologies category 3.21% 1.98% 1.28%
Number of daily rates quoted 674 323 318
10th Percentile £363 £400 £411
25th Percentile £434 £463 £463
Median daily rate (50th Percentile) £525 £550 £550
Median % change year-on-year -4.55% - -8.33%
75th Percentile £625 £676 £675
90th Percentile £738 £838 £739
UK median daily rate £521 £550 £550
% change year-on-year -5.23% - -8.33%
Number of hourly rates quoted 8 11 9
10th Percentile £50.30 £22.00 £32.35
25th Percentile £62.94 £22.36 £35.00
Median hourly rate £70.00 £26.50 £42.31
Median % change year-on-year +164.15% -37.36% -14.96%
75th Percentile £77.19 £29.38 £65.00
90th Percentile £85.63 £65.00 £78.00
UK median hourly rate £66.50 £25.97 £42.31
% change year-on-year +156.11% -38.62% +20.87%

All Process & 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 30,524 23,282 33,155
As % of all contract IT jobs advertised in England 87.36% 90.06% 87.36%
Number of daily rates quoted 19,511 14,543 22,029
10th Percentile £313 £308 £300
25th Percentile £413 £413 £413
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £618 £638 £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 1,903 748 2,025
10th Percentile £15.22 £15.62 £13.41
25th Percentile £18.28 £21.25 £16.30
Median hourly rate £26.61 £35.00 £35.00
Median % change year-on-year -23.99% - -
75th Percentile £63.05 £65.00 £60.00
90th Percentile £72.00 £75.08 £73.35
UK median hourly rate £25.77 £32.50 £35.00
% change year-on-year -20.71% -7.14% -

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 21 February 2026.

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 21 February 2026.

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 21 February 2026. 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 +54 651 £550 -4.35% 201
North of England -1 102 £450 -10.00% 96
Midlands +11 89 £510 +2.00% 54
West Midlands -1 68 £519 +3.85% 42
North West -1 56 £448 +0.85% 51
South West +3 53 £550 -15.38% 32
South East -17 41 £538 -0.46% 98
Yorkshire -47 27 £500 -16.67% 35
East Midlands -9 21 £447 -12.78% 12
North East -4 19 £450 -23.08% 11
East of England -21 15 £551 +72.45% 13
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
1 149 (15.22%) Apache Spark
2 104 (10.62%) Apache Airflow
3 67 (6.84%) Apache
4 18 (1.84%) Palantir Foundry
5 14 (1.43%) SAS
6 11 (1.12%) Confluence
7 8 (0.82%) Appian
8 3 (0.31%) Apache Superset
8 3 (0.31%) Microsoft Exchange
9 2 (0.20%) Jupyter
9 2 (0.20%) SharePoint
10 1 (0.10%) Apache Synapse
10 1 (0.10%) ArcGIS
10 1 (0.10%) Camunda
10 1 (0.10%) CMS
10 1 (0.10%) IBM HTTP Server
10 1 (0.10%) Luigi
Applications
1 18 (1.84%) Microsoft Excel
2 10 (1.02%) Microsoft PowerPoint
3 6 (0.61%) Chatbot
4 5 (0.51%) Microsoft Office
5 4 (0.41%) MS Visio
6 3 (0.31%) Microsoft Project
6 3 (0.31%) Trello
7 2 (0.20%) Spreadsheet
8 1 (0.10%) Adobe XD
Business Applications
1 4 (0.41%) Aladdin
2 3 (0.31%) SAP BPC
3 2 (0.20%) Dynamics CRM
3 2 (0.20%) Salesforce CRM
4 1 (0.10%) Actimize
4 1 (0.10%) Markit EDM
4 1 (0.10%) Maximo
4 1 (0.10%) Misys Midas
4 1 (0.10%) SAP ERP
4 1 (0.10%) SAP S/4HANA
4 1 (0.10%) Workday HCM
Cloud Services
1 467 (47.70%) Azure
2 348 (35.55%) AWS
3 220 (22.47%) Power Platform
4 185 (18.90%) Azure Data Factory
5 147 (15.02%) GCP
6 121 (12.36%) Snowflake
7 109 (11.13%) Azure Synapse Analytics
8 106 (10.83%) Amazon S3
9 104 (10.62%) GitHub
10 93 (9.50%) Serverless
11 90 (9.19%) dbt
12 84 (8.58%) Azure DevOps
13 76 (7.76%) AWS Lambda
14 71 (7.25%) GitHub Actions
15 41 (4.19%) AWS CloudFormation
16 26 (2.66%) AWS Step Functions
16 26 (2.66%) Azure Machine Learning
17 23 (2.35%) Amazon EMR
17 23 (2.35%) Amazon SageMaker
18 22 (2.25%) Amazon Kinesis
Communications & Networking
1 5 (0.51%) Network Security
2 4 (0.41%) Cisco IPT
2 4 (0.41%) Kerberos
3 3 (0.31%) RTP
3 3 (0.31%) VPN
4 1 (0.10%) 4G
4 1 (0.10%) 5G
4 1 (0.10%) Firewall
4 1 (0.10%) SAN
4 1 (0.10%) SMS
4 1 (0.10%) TCP/IP
Database & Business Intelligence
1 200 (20.43%) Power BI
2 192 (19.61%) Data Warehouse
3 139 (14.20%) Data Lake
4 83 (8.48%) Metadata
5 68 (6.95%) SQL Server
6 65 (6.64%) Big Data
7 62 (6.33%) NoSQL
8 60 (6.13%) Delta Lake
9 54 (5.52%) Azure SQL Database
9 54 (5.52%) Snowflake Schema
10 52 (5.31%) Amazon Redshift
11 51 (5.21%) Relational Database
12 45 (4.60%) BigQuery
13 40 (4.09%) Tableau
14 39 (3.98%) PostgreSQL
15 38 (3.88%) Amazon Athena
16 33 (3.37%) Hadoop
17 32 (3.27%) SQL Server Integration Services
18 27 (2.76%) Spark SQL
19 23 (2.35%) Elasticsearch
Development Applications
1 140 (14.30%) Git
2 46 (4.70%) GitLab
3 41 (4.19%) Jenkins
4 39 (3.98%) MLflow
5 21 (2.15%) JIRA
6 6 (0.61%) Visual Studio Code
7 5 (0.51%) Selenium
7 5 (0.51%) SonarQube
8 3 (0.31%) JUnit
8 3 (0.31%) Maven
8 3 (0.31%) Postman
8 3 (0.31%) Robot Framework
8 3 (0.31%) Terragrunt
9 2 (0.20%) Cucumber
9 2 (0.20%) ERwin
9 2 (0.20%) Mockito
9 2 (0.20%) Poetry
9 2 (0.20%) TeamCity
9 2 (0.20%) Visual Studio
10 1 (0.10%) SoapUI
General
1 272 (27.78%) Social Skills
2 229 (23.39%) Finance
3 143 (14.61%) Analytical Skills
4 83 (8.48%) Public Sector
5 62 (6.33%) Banking
6 23 (2.35%) Inclusion and Diversity
7 17 (1.74%) Investment Banking
7 17 (1.74%) Retail
8 16 (1.63%) Influencing Skills
9 14 (1.43%) Front Office
10 13 (1.33%) Marketing
11 11 (1.12%) Documentation Skills
12 10 (1.02%) Publishing
13 9 (0.92%) Legal
13 9 (0.92%) Pharmaceutical
14 8 (0.82%) Financial Institution
15 6 (0.61%) Back Office
15 6 (0.61%) Military
15 6 (0.61%) Presentation Skills
15 6 (0.61%) Telecoms
Job Titles
1 451 (46.07%) Data Engineer
2 127 (12.97%) Lead
3 121 (12.36%) Senior
4 85 (8.68%) Senior Data Engineer
5 74 (7.56%) Azure Engineer
6 71 (7.25%) Architect
7 64 (6.54%) Developer
8 57 (5.82%) Azure Data Engineer
9 50 (5.11%) Analyst
10 44 (4.49%) Snowflake Engineer
11 42 (4.29%) Lead Data Engineer
12 41 (4.19%) Data Scientist
13 40 (4.09%) AWS Engineer
14 36 (3.68%) Data Architect
14 36 (3.68%) Snowflake Data Engineer
15 34 (3.47%) Artificial Intelligence Engineer
16 28 (2.86%) Data Analyst
17 27 (2.76%) AWS Data Engineer
17 27 (2.76%) Python Engineer
18 24 (2.45%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 165 (16.85%) PySpark
2 126 (12.87%) Kafka
3 53 (5.41%) Pandas
4 52 (5.31%) PyTorch
5 44 (4.49%) scikit-learn
6 41 (4.19%) NumPy
6 41 (4.19%) TensorFlow
7 31 (3.17%) FastAPI
8 30 (3.06%) RESTful
9 29 (2.96%) JSON
10 28 (2.86%) Flask
10 28 (2.86%) pytest
11 24 (2.45%) YAML
12 23 (2.35%) React
13 22 (2.25%) LangChain
14 19 (1.94%) REST
15 16 (1.63%) Hugging Face
16 15 (1.53%) Django
16 15 (1.53%) Great Expectations
17 13 (1.33%) OAuth
Miscellaneous
1 114 (11.64%) Cloud Native
2 34 (3.47%) Product Ownership
3 33 (3.37%) Algorithms
4 31 (3.17%) Distributed Computing
5 28 (2.86%) Distributed Systems
6 23 (2.35%) Data Structures
7 21 (2.15%) Hybrid Cloud
8 19 (1.94%) Data Protection Act
8 19 (1.94%) Legacy Systems
9 17 (1.74%) AI Agents
9 17 (1.74%) Onboarding
10 16 (1.63%) Analytical Mindset
11 13 (1.33%) Clustering
12 11 (1.12%) Fixed Income
13 10 (1.02%) Foreign Exchange (FX)
13 10 (1.02%) Greenfield Project
13 10 (1.02%) NHS
14 9 (0.92%) Derivative
14 9 (0.92%) Enterprise Software
14 9 (0.92%) Management Information System
Operating Systems
1 23 (2.35%) Linux
2 6 (0.61%) VMS
3 5 (0.51%) Unix
4 2 (0.20%) Ubuntu
5 1 (0.10%) CentOS
5 1 (0.10%) Debian
5 1 (0.10%) Windows
Processes & Methodologies
1 442 (45.15%) Data Pipeline
2 441 (45.05%) Analytics
3 392 (40.04%) ETL
4 382 (39.02%) Data Modelling
5 345 (35.24%) CI/CD
6 255 (26.05%) Agile
7 254 (25.94%) AI
8 253 (25.84%) DevOps
9 242 (24.72%) Business Intelligence
10 240 (24.51%) Data Governance
11 215 (21.96%) Machine Learning
12 204 (20.84%) Data Science
13 202 (20.63%) Problem-Solving
14 155 (15.83%) Data Architecture
15 124 (12.67%) Infrastructure as Code
16 106 (10.83%) Decision-Making
17 100 (10.21%) Validation
17 100 (10.21%) Visualisation
18 98 (10.01%) Data Integration
19 97 (9.91%) Data Transformation
Programming Languages
1 600 (61.29%) Python
2 525 (53.63%) SQL
3 70 (7.15%) Java
4 62 (6.33%) Scala
5 44 (4.49%) C#
6 30 (3.06%) JavaScript
7 28 (2.86%) Data Analysis Expressions
8 26 (2.66%) PowerShell
9 24 (2.45%) Bicep
10 22 (2.25%) Bash
11 20 (2.04%) T-SQL
12 19 (1.94%) TypeScript
13 17 (1.74%) R
14 15 (1.53%) C++
14 15 (1.53%) Go
15 11 (1.12%) PL/SQL
16 8 (0.82%) Korn
16 8 (0.82%) Rust
17 6 (0.61%) Shell Script
18 2 (0.20%) SAS Macro
Qualifications
1 198 (20.22%) Security Cleared
2 163 (16.65%) SC Cleared
3 79 (8.07%) Degree
4 49 (5.01%) Azure Certification
5 36 (3.68%) Computer Science Degree
5 36 (3.68%) Master's Degree
6 21 (2.15%) DV Cleared
7 13 (1.33%) AWS Certification
7 13 (1.33%) BPSS Clearance
8 11 (1.12%) Microsoft Certification
8 11 (1.12%) PhD
9 4 (0.41%) DBS Check
9 4 (0.41%) Microsoft Certified Professional
10 2 (0.20%) SnowPro
11 1 (0.10%) (ISC)2 CCSP
11 1 (0.10%) CCSP
11 1 (0.10%) Cisco Certification
11 1 (0.10%) CISSP
11 1 (0.10%) OCP
11 1 (0.10%) Oracle Certification
Quality Assurance & Compliance
1 267 (27.27%) Data Quality
2 81 (8.27%) GDPR
3 35 (3.58%) QA
4 13 (1.33%) Accessibility
5 12 (1.23%) Sarbanes-Oxley
6 9 (0.92%) HIPAA
7 6 (0.61%) California Consumer Privacy Act
7 6 (0.61%) ISO/IEC 27001
8 5 (0.51%) PERC
8 5 (0.51%) SOC 2
9 3 (0.31%) GRC
9 3 (0.31%) WCAG
10 2 (0.20%) HL7
10 2 (0.20%) MiFID
10 2 (0.20%) NIST
10 2 (0.20%) PCI DSS
10 2 (0.20%) Solvency II
11 1 (0.10%) Actionable Recommendations
11 1 (0.10%) NCSC
11 1 (0.10%) PMO
System Software
1 138 (14.10%) Docker
2 8 (0.82%) HDFS
3 2 (0.20%) Active Directory
3 2 (0.20%) Virtual Machines
4 1 (0.10%) Apache ZooKeeper
Systems Management
1 162 (16.55%) Terraform
2 136 (13.89%) Kubernetes
3 25 (2.55%) Prometheus
4 13 (1.33%) Grafana
5 6 (0.61%) Ansible
6 5 (0.51%) Argo
7 4 (0.41%) Hadoop YARN
8 3 (0.31%) Control-M
8 3 (0.31%) Kubeflow
9 2 (0.20%) Kibana
9 2 (0.20%) logstash
9 2 (0.20%) Nagios
9 2 (0.20%) Oozie
9 2 (0.20%) Single Sign-On
10 1 (0.10%) Apache Ranger
10 1 (0.10%) HP Fortify
10 1 (0.10%) Puppet
10 1 (0.10%) Rancher
Vendors
1 286 (29.21%) Databricks
2 131 (13.38%) Microsoft
3 49 (5.01%) Google
4 29 (2.96%) Informatica
4 29 (2.96%) Oracle
5 22 (2.25%) Palantir
5 22 (2.25%) Talend
6 21 (2.15%) Foundry
6 21 (2.15%) OpenAI
7 15 (1.53%) SAP
8 12 (1.23%) Splunk
9 11 (1.12%) Salesforce
10 10 (1.02%) Cloudera
11 8 (0.82%) Automation Anywhere
11 8 (0.82%) UiPath
11 8 (0.82%) Virgin Media
12 7 (0.72%) Denodo
13 6 (0.61%) MicroStrategy
13 6 (0.61%) ServiceNow
14 5 (0.51%) Guidewire