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 11 April 2026, with comparisons to the same periods in the previous two years.

6 months to
11 Apr 2026
Same period 2025 Same period 2024
Rank 85 156 210
Rank change year-on-year +71 +54 -12
Contract jobs citing Data Engineering 1,160 453 418
As % of all contract jobs in England 2.96% 1.86% 1.12%
As % of the Processes & Methodologies category 3.46% 2.05% 1.29%
Number of daily rates quoted 810 317 312
10th Percentile £400 £400 £413
25th Percentile £450 £459 £475
Median daily rate (50th Percentile) £525 £550 £550
Median % change year-on-year -4.55% - -8.33%
75th Percentile £625 £688 £675
90th Percentile £750 £838 £750
UK median daily rate £525 £525 £550
% change year-on-year - -4.55% -8.33%
Number of hourly rates quoted 15 12 11
10th Percentile £53.45 £22.00 £30.37
25th Percentile £65.00 £22.38 £33.13
Median hourly rate £70.00 £25.97 £35.00
Median % change year-on-year +169.59% -25.81% -53.33%
75th Percentile £80.88 £35.94 £55.13
90th Percentile £89.00 £63.88 £60.00
UK median hourly rate £70.00 £25.97 £35.00
% change year-on-year +169.59% -25.81% -1.41%

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 33,512 22,139 32,406
As % of all contract IT jobs advertised in England 85.65% 90.95% 86.64%
Number of daily rates quoted 21,469 14,586 21,356
10th Percentile £313 £313 £300
25th Percentile £413 £413 £413
Median daily rate (50th Percentile) £505 £525 £525
Median % change year-on-year -3.81% - -4.55%
75th Percentile £613 £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 2,076 869 2,188
10th Percentile £15.44 £14.84 £12.86
25th Percentile £19.91 £18.87 £15.85
Median hourly rate £40.52 £32.05 £33.78
Median % change year-on-year +26.43% -5.11% -9.93%
75th Percentile £66.00 £64.52 £58.69
90th Percentile £78.50 £76.25 £71.25
UK median hourly rate £36.71 £31.04 £33.07
% change year-on-year +18.27% -6.12% -8.15%

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 11 April 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 11 April 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 11 April 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 +55 739 £550 -4.35% 253
North of England +5 122 £475 -5.00% 110
Midlands +23 120 £517 +3.35% 51
West Midlands +15 94 £525 -2.78% 36
South West +16 71 £525 -14.29% 49
Yorkshire -12 54 £480 -16.52% 40
North West -8 48 £480 +1.05% 59
South East -33 48 £550 +10.00% 111
East of England -18 23 £575 +54.08% 34
East Midlands -23 23 £449 -5.58% 15
North East +4 22 £450 -5.26% 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
1 173 (14.91%) Apache Spark
2 115 (9.91%) Apache Airflow
3 75 (6.47%) Apache
4 27 (2.33%) SAS
5 18 (1.55%) Palantir Foundry
6 10 (0.86%) Confluence
7 8 (0.69%) Appian
8 7 (0.60%) Apache Superset
9 5 (0.43%) Jupyter
10 4 (0.34%) Microsoft Exchange
11 2 (0.17%) Apache Synapse
11 2 (0.17%) SharePoint
12 1 (0.086%) ArcGIS
12 1 (0.086%) Camunda
12 1 (0.086%) CICS
12 1 (0.086%) CMS
12 1 (0.086%) IBM HTTP Server
Applications
1 23 (1.98%) Microsoft Excel
2 9 (0.78%) Microsoft PowerPoint
3 7 (0.60%) Microsoft Office
4 6 (0.52%) Spreadsheet
5 4 (0.34%) MS Visio
6 3 (0.26%) Microsoft Project
6 3 (0.26%) Trello
7 2 (0.17%) Chatbot
Business Applications
1 5 (0.43%) BambooHR
2 4 (0.34%) Aladdin
2 4 (0.34%) Dynamics CRM
3 3 (0.26%) Salesforce CRM
3 3 (0.26%) SAP BPC
4 2 (0.17%) SAP S/4HANA
5 1 (0.086%) Actimize
5 1 (0.086%) Markit EDM
5 1 (0.086%) Maximo
5 1 (0.086%) Misys Midas
5 1 (0.086%) SAP ECC
Cloud Services
1 544 (46.90%) Azure
2 410 (35.34%) AWS
3 266 (22.93%) Power Platform
4 189 (16.29%) Azure Data Factory
5 161 (13.88%) GCP
6 140 (12.07%) Azure Synapse Analytics
7 136 (11.72%) Snowflake
8 127 (10.95%) GitHub
9 124 (10.69%) Amazon S3
10 106 (9.14%) dbt
11 97 (8.36%) Azure DevOps
12 96 (8.28%) Serverless
13 78 (6.72%) AWS Lambda
14 76 (6.55%) GitHub Actions
15 46 (3.97%) AWS CloudFormation
16 27 (2.33%) Dagster
17 26 (2.24%) AWS Step Functions
17 26 (2.24%) Collibra
18 23 (1.98%) Amazon Kinesis
19 22 (1.90%) Amazon SageMaker
Communications & Networking
1 5 (0.43%) RTP
2 4 (0.34%) Cisco IPT
2 4 (0.34%) Kerberos
2 4 (0.34%) Network Security
3 3 (0.26%) VPN
4 1 (0.086%) 4G
4 1 (0.086%) 5G
4 1 (0.086%) Firewall
4 1 (0.086%) MIMO
4 1 (0.086%) SAN
4 1 (0.086%) SMS
4 1 (0.086%) TCP/IP
Database & Business Intelligence
1 241 (20.78%) Power BI
2 230 (19.83%) Data Warehouse
3 182 (15.69%) Data Lake
4 107 (9.22%) Metadata
5 79 (6.81%) SQL Server
6 77 (6.64%) NoSQL
7 76 (6.55%) Delta Lake
8 74 (6.38%) Big Data
9 66 (5.69%) Amazon Redshift
10 64 (5.52%) Azure SQL Database
11 63 (5.43%) Tableau
12 61 (5.26%) Snowflake Schema
13 60 (5.17%) BigQuery
14 54 (4.66%) Relational Database
15 52 (4.48%) Amazon Athena
16 45 (3.88%) PostgreSQL
17 38 (3.28%) Hadoop
17 38 (3.28%) SQL Server Integration Services
18 33 (2.84%) Spark SQL
19 23 (1.98%) Star Schema
Development Applications
1 149 (12.84%) Git
2 48 (4.14%) GitLab
3 40 (3.45%) MLflow
4 36 (3.10%) Jenkins
5 33 (2.84%) JIRA
6 7 (0.60%) Selenium
6 7 (0.60%) SonarQube
7 3 (0.26%) JUnit
7 3 (0.26%) Maven
7 3 (0.26%) Postman
7 3 (0.26%) Robot Framework
7 3 (0.26%) Snyk
7 3 (0.26%) Terragrunt
8 2 (0.17%) Artifactory
8 2 (0.17%) Bitbucket
8 2 (0.17%) Cucumber
8 2 (0.17%) Mockito
8 2 (0.17%) Visual Studio
8 2 (0.17%) Visual Studio Code
9 1 (0.086%) Octopus Deploy
General
1 294 (25.34%) Finance
2 282 (24.31%) Social Skills
3 180 (15.52%) Analytical Skills
4 99 (8.53%) Public Sector
5 63 (5.43%) Banking
6 28 (2.41%) Inclusion and Diversity
7 21 (1.81%) Retail
8 16 (1.38%) Documentation Skills
8 16 (1.38%) Front Office
8 16 (1.38%) Influencing Skills
8 16 (1.38%) Marketing
9 15 (1.29%) Telecoms
10 14 (1.21%) Investment Banking
11 13 (1.12%) Legal
12 12 (1.03%) Financial Institution
13 7 (0.60%) Pharmaceutical
14 6 (0.52%) Back Office
14 6 (0.52%) Law
14 6 (0.52%) Military
14 6 (0.52%) Publishing
Job Titles
1 553 (47.67%) Data Engineer
2 157 (13.53%) Senior
3 131 (11.29%) Lead
4 110 (9.48%) Architect
5 105 (9.05%) Senior Data Engineer
6 72 (6.21%) Azure Engineer
7 70 (6.03%) Developer
8 59 (5.09%) Azure Data Engineer
9 57 (4.91%) Data Architect
10 55 (4.74%) Analyst
11 54 (4.66%) Lead Data Engineer
12 47 (4.05%) AWS Engineer
13 46 (3.97%) Snowflake Engineer
14 43 (3.71%) Data Scientist
15 38 (3.28%) Snowflake Data Engineer
16 35 (3.02%) Consultant
17 33 (2.84%) AWS Data Engineer
18 32 (2.76%) Data Analyst
19 31 (2.67%) Artificial Intelligence Engineer
20 30 (2.59%) Solutions Architect
Libraries, Frameworks & Software Standards
1 183 (15.78%) PySpark
2 141 (12.16%) Kafka
3 56 (4.83%) Pandas
4 42 (3.62%) scikit-learn
5 41 (3.53%) PyTorch
6 37 (3.19%) NumPy
7 32 (2.76%) TensorFlow
8 29 (2.50%) JSON
9 24 (2.07%) REST
10 23 (1.98%) Spring
10 23 (1.98%) YAML
11 22 (1.90%) pytest
11 22 (1.90%) React
12 20 (1.72%) LangChain
12 20 (1.72%) RESTful
13 19 (1.64%) FastAPI
14 18 (1.55%) Great Expectations
15 17 (1.47%) Flask
16 16 (1.38%) Spring Boot
17 14 (1.21%) OAuth
Miscellaneous
1 149 (12.84%) Cloud Native
2 38 (3.28%) Distributed Systems
3 37 (3.19%) Product Ownership
4 36 (3.10%) Legacy Systems
5 31 (2.67%) Data Structures
6 28 (2.41%) Distributed Computing
7 26 (2.24%) Algorithms
8 22 (1.90%) Onboarding
9 21 (1.81%) AI Agents
9 21 (1.81%) Greenfield Project
9 21 (1.81%) Hybrid Cloud
10 17 (1.47%) Analytical Mindset
10 17 (1.47%) Data Protection Act
11 15 (1.29%) Clustering
12 14 (1.21%) NHS
13 12 (1.03%) Fixed Income
14 10 (0.86%) Management Information System
14 10 (0.86%) Self-Motivation
15 8 (0.69%) Replication
15 8 (0.69%) Virtual Team
Operating Systems
1 28 (2.41%) Linux
2 16 (1.38%) Unix
3 8 (0.69%) VMS
4 3 (0.26%) Windows
5 2 (0.17%) Ubuntu
5 2 (0.17%) Windows Server
6 1 (0.086%) CentOS
6 1 (0.086%) Debian
Processes & Methodologies
1 590 (50.86%) Analytics
2 526 (45.34%) Data Pipeline
3 463 (39.91%) ETL
4 456 (39.31%) Data Modelling
5 393 (33.88%) CI/CD
6 302 (26.03%) AI
7 301 (25.95%) Business Intelligence
8 297 (25.60%) DevOps
9 291 (25.09%) Agile
10 278 (23.97%) Data Governance
11 226 (19.48%) Machine Learning
12 223 (19.22%) Problem-Solving
13 217 (18.71%) Data Science
14 190 (16.38%) Data Architecture
15 146 (12.59%) Decision-Making
16 136 (11.72%) Infrastructure as Code
17 132 (11.38%) Validation
18 124 (10.69%) Data Transformation
19 121 (10.43%) Migration
20 111 (9.57%) Performance Tuning
Programming Languages
1 648 (55.86%) Python
2 623 (53.71%) SQL
3 101 (8.71%) Java
4 68 (5.86%) Scala
5 42 (3.62%) C#
6 39 (3.36%) Data Analysis Expressions
7 27 (2.33%) Bash
7 27 (2.33%) PowerShell
8 23 (1.98%) JavaScript
9 21 (1.81%) R
9 21 (1.81%) T-SQL
10 19 (1.64%) Bicep
11 14 (1.21%) Go
12 11 (0.95%) TypeScript
13 10 (0.86%) Shell Script
14 9 (0.78%) PL/SQL
15 6 (0.52%) Korn
16 5 (0.43%) C++
16 5 (0.43%) SAS Macro
17 3 (0.26%) Rust
Qualifications
1 235 (20.26%) Security Cleared
2 203 (17.50%) SC Cleared
3 79 (6.81%) Degree
4 45 (3.88%) Azure Certification
5 38 (3.28%) Computer Science Degree
6 29 (2.50%) Master's Degree
7 16 (1.38%) BPSS Clearance
8 15 (1.29%) DV Cleared
9 11 (0.95%) AWS Certification
10 8 (0.69%) Microsoft Certification
11 7 (0.60%) PhD
12 4 (0.34%) DBS Check
12 4 (0.34%) Microsoft Certified Professional
13 3 (0.26%) SnowPro
14 2 (0.17%) AWS Certified Solutions Architect
14 2 (0.17%) Tableau Certification
15 1 (0.086%) (ISC)2 CCSP
15 1 (0.086%) CCSP
15 1 (0.086%) OCP
15 1 (0.086%) Oracle Certification
Quality Assurance & Compliance
1 323 (27.84%) Data Quality
2 89 (7.67%) GDPR
3 42 (3.62%) QA
4 13 (1.12%) Sarbanes-Oxley
5 8 (0.69%) Accessibility
6 5 (0.43%) ISO/IEC 27001
6 5 (0.43%) PERC
7 4 (0.34%) HIPAA
7 4 (0.34%) SLA
7 4 (0.34%) SOC 2
7 4 (0.34%) Solvency II
8 3 (0.26%) California Consumer Privacy Act
8 3 (0.26%) GRC
8 3 (0.26%) WCAG
9 2 (0.17%) HL7
9 2 (0.17%) MiFID
9 2 (0.17%) NIST
9 2 (0.17%) PCI DSS
9 2 (0.17%) PMO
10 1 (0.086%) NCSC
System Software
1 124 (10.69%) Docker
2 5 (0.43%) HDFS
3 3 (0.26%) Virtual Machines
4 1 (0.086%) Active Directory
4 1 (0.086%) Apache ZooKeeper
Systems Management
1 166 (14.31%) Terraform
2 124 (10.69%) Kubernetes
3 26 (2.24%) Prometheus
4 14 (1.21%) Grafana
5 5 (0.43%) Ansible
5 5 (0.43%) Argo
6 4 (0.34%) Kubeflow
7 3 (0.26%) Nagios
7 3 (0.26%) Rancher
8 2 (0.17%) Hadoop YARN
8 2 (0.17%) Kibana
8 2 (0.17%) Thomson Reuters DACS
9 1 (0.086%) Apache Ranger
9 1 (0.086%) Control-M
9 1 (0.086%) HP Fortify
9 1 (0.086%) IBM Guardium
9 1 (0.086%) Oozie
Vendors
1 332 (28.62%) Databricks
2 179 (15.43%) Microsoft
3 60 (5.17%) Google
4 47 (4.05%) Informatica
5 34 (2.93%) Oracle
6 25 (2.16%) Foundry
6 25 (2.16%) Talend
7 21 (1.81%) OpenAI
8 20 (1.72%) Palantir
9 19 (1.64%) Splunk
10 18 (1.55%) SAP
11 15 (1.29%) Cloudera
12 14 (1.21%) ServiceNow
13 11 (0.95%) Denodo
14 9 (0.78%) Salesforce
14 9 (0.78%) UiPath
15 8 (0.69%) Automation Anywhere
16 6 (0.52%) IBM
16 6 (0.52%) MicroStrategy
17 5 (0.43%) Workday