Data Engineering Contract Job Trends

Data Engineering
UK

The table below provides summary statistics and contractor rates for jobs requiring Data Engineering skills. It covers contract job vacancies from the 6 months leading up to 24 August 2026, with comparisons to the same periods in the previous two years.

6 months to
24 Aug 2026
Same period 2025 Same period 2024
Rank 94 165 213
Rank change year-on-year +71 +48 -1
Contract jobs citing Data Engineering 1,533 580 468
As % of all contract jobs in the UK 2.86% 1.76% 1.20%
As % of the Processes & Methodologies category 3.38% 1.94% 1.41%
Number of daily rates quoted 1,057 361 347
10th Percentile £396 £363 £370
25th Percentile £449 £427 £463
Median daily rate (50th Percentile) £525 £513 £575
Median % change year-on-year +2.44% -10.87% -8.00%
75th Percentile £638 £638 £675
90th Percentile £747 £775 £775
UK excluding London median daily rate £500 £475 £516
% change year-on-year +5.26% -7.86% -9.21%
Number of hourly rates quoted 22 8 12
10th Percentile £21.25 £31.43 £30.46
25th Percentile £24.69 £38.03 £31.25
Median hourly rate £67.00 £52.50 £47.50
Median % change year-on-year +27.62% +10.53% -39.10%
75th Percentile £75.00 £70.63 £60.00
90th Percentile £87.11 £94.25 -
UK excluding London median hourly rate £48.50 £31.98 £60.00
% change year-on-year +51.66% -46.70% -23.08%

All Process & Methodology Skills
UK

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.

Contract vacancies with a requirement for process or methodology skills 45,360 29,849 33,165
As % of all contract IT jobs advertised in the UK 84.57% 90.48% 85.38%
Number of daily rates quoted 27,797 18,603 21,010
10th Percentile £325 £300 £310
25th Percentile £425 £402 £413
Median daily rate (50th Percentile) £525 £500 £525
Median % change year-on-year +5.00% -4.76% -3.67%
75th Percentile £625 £625 £638
90th Percentile £725 £725 £750
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -
Number of hourly rates quoted 2,875 1,763 1,706
10th Percentile £14.22 £14.20 £13.87
25th Percentile £18.27 £17.30 £18.13
Median hourly rate £42.00 £25.15 £40.94
Median % change year-on-year +67.00% -38.57% -3.67%
75th Percentile £67.89 £47.81 £65.00
90th Percentile £80.00 £67.50 £75.00
UK excluding London median hourly rate £43.96 £22.74 £42.50
% change year-on-year +93.36% -46.51% +7.39%

Data Engineering
Job Vacancy Trend

Historical trend showing the proportion of contract IT job postings citing Data Engineering relative to all contract IT jobs advertised.

Data Engineering job vacancy trend in the UK

Data Engineering
Daily Rate Trend

Contractor daily rate distribution trend for jobs in the UK citing Data Engineering.

Contractor daily rate distribution trend for jobs in the UK citing Data Engineering

Data Engineering
Daily Rate Histogram

Daily rate distribution for jobs citing Data Engineering over the 6 months to 24 August 2026.

Daily rate histogram for Data Engineering in the UK

Data Engineering
Hourly Rate Trend

Contractor hourly rate distribution trend for jobs in the UK citing Data Engineering.

Contractor hourly rate distribution trend for jobs in the UK citing Data Engineering

Data Engineering
Hourly Rate Histogram

Hourly rate distribution of jobs citing Data Engineering over the 6 months to 24 August 2026.

Hourly rate histogram for Data Engineering in the UK

Data Engineering
Top 17 Contract Job Locations

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 UK over the 6 months to 24 August 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
England +66 1,377 £525 - 416
London +47 833 £550 - 211
UK excluding London +71 549 £500 +5.26% 314
Work from Home +66 502 £525 +5.00% 217
North of England +33 176 £469 -3.85% 90
Midlands +42 140 £484 +5.91% 25
West Midlands +37 116 £475 -6.31% 22
South East -17 91 £525 +12.18% 119
Yorkshire +27 85 £475 +11.76% 22
South West +12 71 £524 -3.68% 45
North West -16 56 £525 +5.00% 45
Scotland -2 45 £500 +7.53% 19
North East -8 37 £425 -20.93% 25
East of England -8 28 £575 -4.17% 11
East Midlands -1 21 £525 +16.54% 3
Wales - 7 £450 - 5
Northern Ireland +6 4 £334 - 3

Data Engineering
Co-Occurring Skills & Capabilities 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
1 179 (11.68%) Apache Airflow
2 170 (11.09%) Apache Spark
3 121 (7.89%) Apache
4 41 (2.67%) SAS
5 38 (2.48%) Confluence
6 22 (1.44%) Jupyter
7 18 (1.17%) Palantir Foundry
8 13 (0.85%) SharePoint
9 6 (0.39%) Apache Superset
10 5 (0.33%) Apache Solr
10 5 (0.33%) ArcGIS
11 3 (0.20%) PowerExchange
12 2 (0.13%) Microsoft Exchange
13 1 (0.065%) Apache Synapse
13 1 (0.065%) CICS
13 1 (0.065%) Ethereum
13 1 (0.065%) GeoServer
13 1 (0.065%) Hyperledger
13 1 (0.065%) nginx
Applications
1 19 (1.24%) Microsoft Excel
2 7 (0.46%) Spreadsheet
3 6 (0.39%) Microsoft Office
4 5 (0.33%) Chatbot
5 4 (0.26%) Microsoft PowerPoint
6 2 (0.13%) MS Visio
7 1 (0.065%) Notion
Business Applications
1 12 (0.78%) Aladdin
2 6 (0.39%) Dynamics CRM
3 5 (0.33%) BambooHR
4 4 (0.26%) NetSuite
4 4 (0.26%) Sage X3
4 4 (0.26%) Salesforce CRM
4 4 (0.26%) SAP S/4HANA
5 3 (0.20%) Workday HCM
6 2 (0.13%) Endur
6 2 (0.13%) Oracle Assets
6 2 (0.13%) Sparx Enterprise Architect
6 2 (0.13%) Temenos T24
7 1 (0.065%) Distributed Ledger
7 1 (0.065%) FIS Private Capital Suite
7 1 (0.065%) MIS ActiveH
7 1 (0.065%) R3 Corda
7 1 (0.065%) SAP ECC
Cloud Services
1 649 (42.34%) Azure
2 568 (37.05%) AWS
3 309 (20.16%) Power Platform
4 251 (16.37%) Snowflake
5 209 (13.63%) GCP
6 202 (13.18%) dbt
7 167 (10.89%) Amazon S3
8 165 (10.76%) Azure Data Factory
9 137 (8.94%) Azure Synapse Analytics
10 135 (8.81%) Azure DevOps
11 129 (8.41%) Serverless
12 122 (7.96%) GitHub
13 108 (7.05%) AWS Lambda
14 63 (4.11%) GitHub Actions
15 51 (3.33%) Amazon EMR
16 34 (2.22%) Amazon CloudWatch
17 31 (2.02%) Amazon Bedrock
18 30 (1.96%) Azure AI
19 27 (1.76%) AWS CloudFormation
19 27 (1.76%) Microsoft Purview
Communications & Networking
1 5 (0.33%) Firewall
2 3 (0.20%) Broadband
2 3 (0.20%) DNS
2 3 (0.20%) Network Security
3 2 (0.13%) RTP
4 1 (0.065%) Internet
4 1 (0.065%) MIMO
4 1 (0.065%) MQTT
Database & Business Intelligence
1 308 (20.09%) Data Warehouse
2 295 (19.24%) Power BI
3 210 (13.70%) Data Lake
4 164 (10.70%) Metadata
5 112 (7.31%) BigQuery
6 110 (7.18%) Amazon Redshift
7 98 (6.39%) Delta Lake
8 96 (6.26%) Big Data
9 82 (5.35%) Tableau
10 75 (4.89%) Amazon Athena
11 67 (4.37%) SQL Server
12 63 (4.11%) Snowflake Schema
13 57 (3.72%) NoSQL
14 56 (3.65%) Relational Database
15 52 (3.39%) PostgreSQL
16 46 (3.00%) Azure SQL Database
17 38 (2.48%) Looker
18 36 (2.35%) Star Schema
19 34 (2.22%) Data Vault
20 30 (1.96%) Semantic Layer
Development Applications
1 160 (10.44%) Git
2 85 (5.54%) GitLab
3 70 (4.57%) JIRA
4 26 (1.70%) Jenkins
5 25 (1.63%) MLflow
6 7 (0.46%) ERwin
7 6 (0.39%) Bitbucket
7 6 (0.39%) RStudio
7 6 (0.39%) Terragrunt
8 5 (0.33%) Claude Code
8 5 (0.33%) SonarQube
9 4 (0.26%) Selenium
10 3 (0.20%) Artifactory
10 3 (0.20%) ER Studio
10 3 (0.20%) Snyk
10 3 (0.20%) Sonatype Nexus
11 2 (0.13%) Atlassian Bamboo
11 2 (0.13%) Postman
11 2 (0.13%) Yeoman
12 1 (0.065%) TeamCity
General
1 377 (24.59%) Social Skills
2 351 (22.90%) Finance
3 245 (15.98%) Analytical Skills
4 160 (10.44%) Public Sector
5 117 (7.63%) Banking
6 48 (3.13%) Marketing
7 41 (2.67%) Inclusion and Diversity
8 33 (2.15%) Retail
9 27 (1.76%) Documentation Skills
10 24 (1.57%) Investment Banking
11 22 (1.44%) Front Office
11 22 (1.44%) Telecoms
12 16 (1.04%) Manufacturing
13 14 (0.91%) Law
13 14 (0.91%) Pharmaceutical
14 13 (0.85%) Financial Institution
15 12 (0.78%) Billing
15 12 (0.78%) Influencing Skills
16 10 (0.65%) Legal
17 9 (0.59%) Publishing
Job Titles
1 710 (46.31%) Data Engineer
2 228 (14.87%) Senior
3 180 (11.74%) Architect
4 168 (10.96%) Lead
5 137 (8.94%) Senior Data Engineer
6 99 (6.46%) Data Architect
7 89 (5.81%) Developer
8 77 (5.02%) AWS Engineer
9 69 (4.50%) Analyst
10 65 (4.24%) Snowflake Engineer
11 64 (4.17%) AWS Data Engineer
12 59 (3.85%) Azure Engineer
13 56 (3.65%) Lead Data Engineer
14 49 (3.20%) Snowflake Data Engineer
15 48 (3.13%) Python Engineer
16 46 (3.00%) Azure Data Engineer
16 46 (3.00%) Consultant
17 43 (2.80%) Artificial Intelligence Engineer
17 43 (2.80%) Solutions Architect
18 39 (2.54%) Data Analyst
Libraries, Frameworks & Software Standards
1 233 (15.20%) PySpark
2 204 (13.31%) Terraform
3 124 (8.09%) Kafka
4 52 (3.39%) REST
5 30 (1.96%) JSON
5 30 (1.96%) React
6 27 (1.76%) Pandas
7 21 (1.37%) .NET
7 21 (1.37%) PyTorch
8 19 (1.24%) TensorFlow
9 18 (1.17%) scikit-learn
10 17 (1.11%) Spring
11 16 (1.04%) NumPy
12 12 (0.78%) FastAPI
12 12 (0.78%) pytest
13 11 (0.72%) Microsoft Graph
13 11 (0.72%) RESTful
13 11 (0.72%) Spring Boot
13 11 (0.72%) Streamlit
14 10 (0.65%) LangChain
Miscellaneous
1 202 (13.18%) Cloud Native
2 70 (4.57%) Data Structures
3 64 (4.17%) Legacy Systems
4 57 (3.72%) Distributed Systems
4 57 (3.72%) Product Ownership
5 53 (3.46%) Onboarding
6 39 (2.54%) AI Agents
7 25 (1.63%) Data Protection Act
8 22 (1.44%) Greenfield Project
9 19 (1.24%) Distributed Computing
10 18 (1.17%) NHS
11 17 (1.11%) Algorithms
12 16 (1.04%) Clustering
12 16 (1.04%) Life Science
12 16 (1.04%) Virtual Team
13 15 (0.98%) Enterprise Software
14 14 (0.91%) Analytical Mindset
14 14 (0.91%) Management Information System
15 12 (0.78%) Reference Data
16 10 (0.65%) Self-Motivation
Operating Systems
1 37 (2.41%) Linux
2 31 (2.02%) Unix
3 8 (0.52%) Windows
4 2 (0.13%) Windows Server
5 1 (0.065%) Red Hat Enterprise Linux
5 1 (0.065%) Robot Operating System
5 1 (0.065%) Ubuntu
5 1 (0.065%) VMS
Processes & Methodologies
1 752 (49.05%) Analytics
2 733 (47.81%) Data Pipeline
3 580 (37.83%) Data Modelling
4 531 (34.64%) CI/CD
5 527 (34.38%) ETL
6 451 (29.42%) AI
7 385 (25.11%) Business Intelligence
8 384 (25.05%) Agile
9 356 (23.22%) DevOps
10 352 (22.96%) Data Governance
11 269 (17.55%) Machine Learning
12 248 (16.18%) Problem-Solving
13 237 (15.46%) Migration
14 231 (15.07%) Data Transformation
15 229 (14.94%) Data Science
16 226 (14.74%) Decision-Making
17 225 (14.68%) Data Architecture
18 224 (14.61%) Stakeholder Management
18 224 (14.61%) Validation
19 202 (13.18%) Infrastructure as Code
Programming Languages
1 827 (53.95%) SQL
2 778 (50.75%) Python
3 112 (7.31%) Java
4 43 (2.80%) Data Analysis Expressions
5 40 (2.61%) Scala
6 39 (2.54%) Bash
7 37 (2.41%) PowerShell
8 30 (1.96%) C#
9 25 (1.63%) JavaScript
10 24 (1.57%) R
11 21 (1.37%) T-SQL
12 20 (1.30%) PL/SQL
13 16 (1.04%) Shell Script
14 15 (0.98%) Bicep
15 10 (0.65%) SAS Macro
15 10 (0.65%) TypeScript
16 8 (0.52%) Kusto Query Language
16 8 (0.52%) SPARQL
17 6 (0.39%) Cypher
17 6 (0.39%) Go
Qualifications
1 293 (19.11%) Security Cleared
2 250 (16.31%) SC Cleared
3 91 (5.94%) Degree
4 48 (3.13%) Computer Science Degree
5 31 (2.02%) Azure Certification
6 28 (1.83%) BPSS Clearance
7 25 (1.63%) DV Cleared
8 22 (1.44%) Master's Degree
9 21 (1.37%) AWS Certification
10 14 (0.91%) DBS Check
11 12 (0.78%) SnowPro
12 11 (0.72%) AWS Certified Cloud Practitioner
13 8 (0.52%) Microsoft Certification
14 6 (0.39%) AWS Certified Solutions Architect
15 5 (0.33%) CSPO
15 5 (0.33%) Tableau Certification
16 3 (0.20%) PhD
16 3 (0.20%) PMI Certification
17 2 (0.13%) PMP
18 1 (0.065%) CCSP
Quality Assurance & Compliance
1 473 (30.85%) Data Quality
2 76 (4.96%) GDPR
3 74 (4.83%) QA
4 26 (1.70%) Accessibility
5 15 (0.98%) SLA
6 4 (0.26%) Disclosure Scotland
6 4 (0.26%) Sarbanes-Oxley
7 3 (0.20%) Actionable Recommendations
7 3 (0.20%) GxP
7 3 (0.20%) ISO/IEC 27001
7 3 (0.20%) ISO/IEC 42001
7 3 (0.20%) MiFID
7 3 (0.20%) NIST
7 3 (0.20%) PMO
7 3 (0.20%) Solvency II
8 2 (0.13%) California Consumer Privacy Act
8 2 (0.13%) COPPA
8 2 (0.13%) GRC
8 2 (0.13%) IFRS
8 2 (0.13%) IFRS 9
System Software
1 131 (8.55%) Docker
2 5 (0.33%) Active Directory
3 2 (0.13%) Virtual Machines
4 1 (0.065%) Oracle RAC
Systems Management
1 105 (6.85%) Kubernetes
2 27 (1.76%) Grafana
3 20 (1.30%) Ansible
4 9 (0.59%) Prometheus
5 7 (0.46%) Control-M
6 5 (0.33%) Kibana
7 3 (0.20%) logstash
8 2 (0.13%) Argo
8 2 (0.13%) Puppet
8 2 (0.13%) Single Sign-On
8 2 (0.13%) Thomson Reuters DACS
9 1 (0.065%) Cilium
9 1 (0.065%) Data Guard
9 1 (0.065%) IBM Guardium
9 1 (0.065%) Kubeflow
9 1 (0.065%) Kustomize
9 1 (0.065%) Nagios
9 1 (0.065%) Oracle Enterprise Manager
9 1 (0.065%) Oracle RMAN
9 1 (0.065%) QRadar
Vendors
1 412 (26.88%) Databricks
2 271 (17.68%) Microsoft
3 80 (5.22%) Informatica
4 71 (4.63%) Google
5 69 (4.50%) Oracle
6 33 (2.15%) SAP
7 29 (1.89%) Talend
8 28 (1.83%) Foundry
9 27 (1.76%) Salesforce
10 26 (1.70%) Palantir
11 16 (1.04%) Cloudera
11 16 (1.04%) OpenAI
12 14 (0.91%) ServiceNow
13 13 (0.85%) Teradata
14 12 (0.78%) Trend Micro
15 10 (0.65%) Splunk
16 9 (0.59%) Workday
17 8 (0.52%) Adobe
17 8 (0.52%) Denodo
18 7 (0.46%) Hitachi