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 14 October 2026, with comparisons to the same periods in the previous two years.

6 months to
14 Oct 2026
Same period 2025 Same period 2024
Rank 92 141 188
Rank change year-on-year +49 +47 +42
Contract jobs citing Data Engineering 1,646 675 485
As % of all contract jobs in the UK 2.98% 2.03% 1.29%
As % of the Processes & Methodologies category 3.52% 2.25% 1.50%
Number of daily rates quoted 1,136 418 358
10th Percentile £400 £338 £400
25th Percentile £438 £413 £468
Median daily rate (50th Percentile) £525 £525 £560
Median % change year-on-year - -6.25% -6.67%
75th Percentile £644 £644 £663
90th Percentile £738 £761 £775
UK excluding London median daily rate £500 £463 £550
% change year-on-year +8.11% -15.91% -1.88%
Number of hourly rates quoted 22 6 6
10th Percentile £21.25 £37.11 £23.31
25th Percentile £24.75 £42.03 £25.65
Median hourly rate £59.95 £58.75 £43.25
Median % change year-on-year +2.04% +35.84% -44.55%
75th Percentile £71.13 £81.88 £60.00
90th Percentile £82.63 £98.75 -
UK excluding London median hourly rate £62.40 £38.96 £60.00
% change year-on-year +60.16% -35.07% -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 46,826 30,024 32,246
As % of all contract IT jobs advertised in the UK 84.73% 90.50% 86.04%
Number of daily rates quoted 28,144 18,679 19,408
10th Percentile £325 £294 £308
25th Percentile £425 £404 £413
Median daily rate (50th Percentile) £525 £500 £525
Median % change year-on-year +5.00% -4.76% -2.42%
75th Percentile £638 £623 £638
90th Percentile £737 £725 £750
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -
Number of hourly rates quoted 3,407 1,886 1,245
10th Percentile £13.64 £14.38 £15.00
25th Percentile £17.00 £17.30 £20.12
Median hourly rate £37.50 £25.15 £40.00
Median % change year-on-year +49.11% -37.13% -10.11%
75th Percentile £65.00 £42.50 £65.00
90th Percentile £78.72 £65.07 £73.75
UK excluding London median hourly rate £37.50 £22.27 £40.33
% change year-on-year +68.43% -44.79% -8.14%

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 14 October 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 14 October 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 14 October 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 +51 1,455 £525 - 1,617
London +34 879 £550 - 1,035
UK excluding London +79 603 £500 +8.11% 644
Work from Home +44 528 £523 +1.46% 737
North of England +37 201 £475 +6.15% 236
Midlands +29 132 £475 -2.01% 71
West Midlands +31 111 £475 -13.64% 49
South East -7 99 £525 +17.98% 130
South West +38 92 £525 -19.23% 61
Yorkshire +34 92 £500 +5.26% 56
North West -16 72 £500 +14.94% 143
Scotland +3 59 £519 +25.19% 66
North East -9 37 £425 -5.56% 37
East Midlands -6 21 £481 +10.51% 22
East of England -23 20 £538 +13.16% 39
Wales -7 8 £450 -9.09% 15
Northern Ireland +10 5 £467 - 28

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
1 205 (12.45%) Apache Airflow
2 184 (11.18%) Apache Spark
3 164 (9.96%) Apache
4 40 (2.43%) Confluence
5 37 (2.25%) SAS
6 20 (1.22%) Jupyter
7 16 (0.97%) Palantir Foundry
8 15 (0.91%) SharePoint
9 6 (0.36%) ArcGIS
10 5 (0.30%) Apache Solr
11 4 (0.24%) nginx
12 3 (0.18%) Apache Superset
12 3 (0.18%) PowerExchange
13 2 (0.12%) GeoServer
14 1 (0.061%) Apache Pulsar
14 1 (0.061%) Ethereum
14 1 (0.061%) Hyperledger
14 1 (0.061%) Microsoft Exchange
14 1 (0.061%) Oracle Workflow
14 1 (0.061%) SugarCRM
Applications
1 13 (0.79%) Microsoft Excel
2 7 (0.43%) Chatbot
2 7 (0.43%) Spreadsheet
3 3 (0.18%) Microsoft Office
4 2 (0.12%) MS Visio
5 1 (0.061%) Microsoft PowerPoint
5 1 (0.061%) Notion
Business Applications
1 11 (0.67%) Aladdin
2 5 (0.30%) Dynamics CRM
2 5 (0.30%) SAP S/4HANA
3 4 (0.24%) NetSuite
3 4 (0.24%) Sage X3
4 3 (0.18%) Cloudability
4 3 (0.18%) Salesforce CRM
4 3 (0.18%) Workday HCM
5 2 (0.12%) Endur
5 2 (0.12%) Oracle Assets
5 2 (0.12%) Sparx Enterprise Architect
5 2 (0.12%) Temenos T24
6 1 (0.061%) Distributed Ledger
6 1 (0.061%) FIS Private Capital Suite
6 1 (0.061%) Markit EDM
6 1 (0.061%) MIS ActiveH
6 1 (0.061%) Oracle EBS
6 1 (0.061%) R3 Corda
6 1 (0.061%) SAP ECC
6 1 (0.061%) SAP Oil and Gas
Cloud Services
1 687 (41.74%) Azure
2 609 (37.00%) AWS
3 309 (18.77%) Power Platform
4 279 (16.95%) Snowflake
5 256 (15.55%) GCP
6 246 (14.95%) dbt
7 192 (11.66%) Amazon S3
8 188 (11.42%) Azure Data Factory
9 148 (8.99%) Serverless
10 139 (8.44%) Azure DevOps
11 129 (7.84%) Azure Synapse Analytics
12 124 (7.53%) GitHub
13 122 (7.41%) AWS Lambda
14 85 (5.16%) Azure Databricks
15 63 (3.83%) GitHub Actions
16 54 (3.28%) Amazon EMR
17 43 (2.61%) Amazon CloudWatch
18 41 (2.49%) Amazon Bedrock
19 35 (2.13%) Microsoft Purview
20 33 (2.00%) Azure AI
Communications & Networking
1 8 (0.49%) Network Security
2 7 (0.43%) Broadband
2 7 (0.43%) DNS
3 5 (0.30%) Firewall
4 1 (0.061%) HTTP
4 1 (0.061%) HTTPS
4 1 (0.061%) Internet
4 1 (0.061%) MQTT
4 1 (0.061%) Radio Access Network
4 1 (0.061%) Reverse Proxy
4 1 (0.061%) SMS
4 1 (0.061%) SSL
4 1 (0.061%) TCP/IP
4 1 (0.061%) tcpdump
4 1 (0.061%) Wireshark
Database & Business Intelligence
1 340 (20.66%) Data Warehouse
2 297 (18.04%) Power BI
3 207 (12.58%) Data Lake
4 196 (11.91%) Metadata
5 127 (7.72%) BigQuery
6 115 (6.99%) Amazon Redshift
7 112 (6.80%) Delta Lake
8 83 (5.04%) Big Data
9 79 (4.80%) Amazon Athena
10 68 (4.13%) Tableau
11 62 (3.77%) Snowflake Schema
12 58 (3.52%) SQL Server
13 50 (3.04%) Relational Database
14 48 (2.92%) PostgreSQL
15 47 (2.86%) NoSQL
16 40 (2.43%) Looker
17 37 (2.25%) Azure SQL Database
18 35 (2.13%) Amazon RDS
18 35 (2.13%) Pentaho
19 32 (1.94%) Semantic Layer
Development Applications
1 194 (11.79%) Git
2 105 (6.38%) GitLab
3 63 (3.83%) JIRA
4 39 (2.37%) Jenkins
5 27 (1.64%) MLflow
6 9 (0.55%) Claude Code
7 8 (0.49%) Bitbucket
7 8 (0.49%) ERwin
7 8 (0.49%) RStudio
7 8 (0.49%) Terragrunt
8 7 (0.43%) Selenium
9 4 (0.24%) ER Studio
9 4 (0.24%) Postman
10 3 (0.18%) Atlassian Bamboo
10 3 (0.18%) Cucumber
10 3 (0.18%) TeamCity
11 2 (0.12%) Applitools
11 2 (0.12%) Artifactory
11 2 (0.12%) JMeter
11 2 (0.12%) Yeoman
General
1 432 (26.25%) Social Skills
2 369 (22.42%) Finance
3 253 (15.37%) Analytical Skills
4 166 (10.09%) Public Sector
5 144 (8.75%) Banking
6 53 (3.22%) Marketing
7 36 (2.19%) Inclusion and Diversity
8 32 (1.94%) Retail
9 29 (1.76%) Investment Banking
10 26 (1.58%) Front Office
11 22 (1.34%) Law
11 22 (1.34%) Pharmaceutical
12 20 (1.22%) Documentation Skills
13 18 (1.09%) Manufacturing
14 15 (0.91%) Billing
15 14 (0.85%) Police
15 14 (0.85%) Publishing
16 13 (0.79%) Aerospace
16 13 (0.79%) Back Office
16 13 (0.79%) Financial Institution
Job Titles
1 790 (48.00%) Data Engineer
2 256 (15.55%) Senior
3 191 (11.60%) Lead
4 169 (10.27%) Senior Data Engineer
5 160 (9.72%) Architect
6 96 (5.83%) Developer
7 86 (5.22%) Data Architect
8 83 (5.04%) Databricks Engineer
9 76 (4.62%) Analyst
9 76 (4.62%) AWS Engineer
9 76 (4.62%) Snowflake Engineer
10 69 (4.19%) Azure Engineer
11 65 (3.95%) AWS Data Engineer
12 64 (3.89%) Databricks Data Engineer
13 59 (3.58%) Snowflake Data Engineer
14 58 (3.52%) Lead Data Engineer
15 53 (3.22%) Artificial Intelligence Engineer
16 51 (3.10%) Python Engineer
17 47 (2.86%) Azure Data Engineer
18 45 (2.73%) Data Analyst
Libraries, Frameworks & Software Standards
1 250 (15.19%) PySpark
2 238 (14.46%) Terraform
3 119 (7.23%) Kafka
4 68 (4.13%) REST
5 34 (2.07%) JSON
6 31 (1.88%) .NET
6 31 (1.88%) React
7 24 (1.46%) LangChain
7 24 (1.46%) Pandas
8 18 (1.09%) pytest
9 17 (1.03%) FastAPI
9 17 (1.03%) PyTorch
10 15 (0.91%) LangGraph
11 14 (0.85%) RabbitMQ
11 14 (0.85%) scikit-learn
11 14 (0.85%) TensorFlow
11 14 (0.85%) XML
12 13 (0.79%) LlamaIndex
12 13 (0.79%) NumPy
13 12 (0.73%) Streamlit
Miscellaneous
1 223 (13.55%) Cloud Native
2 83 (5.04%) Onboarding
3 82 (4.98%) Data Structures
4 70 (4.25%) Product Ownership
5 60 (3.65%) AI Agents
6 53 (3.22%) Legacy Systems
7 51 (3.10%) Distributed Systems
8 30 (1.82%) Data Protection Act
9 24 (1.46%) Enterprise Software
10 22 (1.34%) Algorithms
11 21 (1.28%) Distributed Computing
11 21 (1.28%) Management Information System
12 20 (1.22%) Life Science
12 20 (1.22%) Virtual Team
13 18 (1.09%) Data Fabric
14 16 (0.97%) Clustering
15 15 (0.91%) Marketing Technology
16 14 (0.85%) Reference Data
17 13 (0.79%) Greenfield Project
17 13 (0.79%) Taxonomies
Operating Systems
1 33 (2.00%) Linux
2 23 (1.40%) Unix
3 9 (0.55%) Windows
4 1 (0.061%) Red Hat Enterprise Linux
4 1 (0.061%) Robot Operating System
4 1 (0.061%) Ubuntu
4 1 (0.061%) Windows Server
Processes & Methodologies
1 825 (50.12%) Data Pipeline
2 756 (45.93%) Analytics
3 657 (39.91%) Data Modelling
4 613 (37.24%) CI/CD
5 580 (35.24%) ETL
6 528 (32.08%) AI
7 436 (26.49%) Agile
8 409 (24.85%) DevOps
9 388 (23.57%) Business Intelligence
10 371 (22.54%) Data Governance
11 301 (18.29%) Stakeholder Management
12 294 (17.86%) Machine Learning
13 276 (16.77%) Validation
14 272 (16.52%) Data Transformation
15 263 (15.98%) Data Integration
16 262 (15.92%) Migration
17 252 (15.31%) Problem-Solving
18 251 (15.25%) Infrastructure as Code
19 238 (14.46%) Data Architecture
20 234 (14.22%) Decision-Making
Programming Languages
1 916 (55.65%) SQL
2 889 (54.01%) Python
3 104 (6.32%) Java
4 45 (2.73%) Data Analysis Expressions
4 45 (2.73%) Scala
5 44 (2.67%) PowerShell
6 41 (2.49%) C#
7 35 (2.13%) Bash
8 30 (1.82%) JavaScript
9 24 (1.46%) R
10 20 (1.22%) PL/SQL
10 20 (1.22%) T-SQL
11 17 (1.03%) TypeScript
12 16 (0.97%) Bicep
13 14 (0.85%) Kusto Query Language
14 13 (0.79%) Shell Script
15 10 (0.61%) Go
15 10 (0.61%) SPARQL
16 9 (0.55%) Korn
17 8 (0.49%) SAS Macro
Qualifications
1 319 (19.38%) Security Cleared
2 263 (15.98%) SC Cleared
3 90 (5.47%) Degree
4 50 (3.04%) AWS Certification
5 44 (2.67%) DV Cleared
6 43 (2.61%) Computer Science Degree
7 41 (2.49%) Azure Certification
8 34 (2.07%) BPSS Clearance
9 19 (1.15%) Master's Degree
10 14 (0.85%) DBS Check
11 12 (0.73%) AWS Certified Cloud Practitioner
11 12 (0.73%) SnowPro
12 9 (0.55%) AWS Certified Solutions Architect
13 8 (0.49%) Microsoft Certification
14 7 (0.43%) TOGAF Certification
15 6 (0.36%) Microsoft Certified Professional
15 6 (0.36%) PMI Certification
15 6 (0.36%) PMP
16 5 (0.30%) CSPO
17 4 (0.24%) PhD
Quality Assurance & Compliance
1 569 (34.57%) Data Quality
2 84 (5.10%) QA
3 68 (4.13%) GDPR
4 33 (2.00%) Accessibility
5 11 (0.67%) SLA
6 7 (0.43%) Disclosure Scotland
7 6 (0.36%) GRC
8 5 (0.30%) NCSC
9 4 (0.24%) California Consumer Privacy Act
9 4 (0.24%) EU AI Act
9 4 (0.24%) NIST
9 4 (0.24%) PMO
10 3 (0.18%) Actionable Recommendations
10 3 (0.18%) IFRS
10 3 (0.18%) IFRS 9
10 3 (0.18%) ISO/IEC 27001
10 3 (0.18%) MiFID
10 3 (0.18%) Sarbanes-Oxley
11 2 (0.12%) 21 CFR Part 11
11 2 (0.12%) GxP
System Software
1 138 (8.38%) Docker
2 5 (0.30%) Active Directory
3 1 (0.061%) Oracle RAC
3 1 (0.061%) Virtual Machines
Systems Management
1 130 (7.90%) Kubernetes
2 34 (2.07%) Grafana
3 29 (1.76%) Ansible
4 17 (1.03%) Prometheus
5 8 (0.49%) Control-M
5 8 (0.49%) Kibana
6 3 (0.18%) logstash
7 2 (0.12%) Progress Chef
7 2 (0.12%) Puppet
7 2 (0.12%) Single Sign-On
8 1 (0.061%) Argo
8 1 (0.061%) Cilium
8 1 (0.061%) Data Guard
8 1 (0.061%) HAProxy
8 1 (0.061%) Kubeflow
8 1 (0.061%) Kustomize
8 1 (0.061%) Oracle Enterprise Manager
8 1 (0.061%) Oracle RMAN
8 1 (0.061%) QRadar
Vendors
1 480 (29.16%) Databricks
2 282 (17.13%) Microsoft
3 102 (6.20%) Google
4 83 (5.04%) Oracle
5 58 (3.52%) Informatica
6 35 (2.13%) Talend
7 34 (2.07%) SAP
8 31 (1.88%) Salesforce
9 27 (1.64%) Foundry
10 25 (1.52%) Palantir
11 23 (1.40%) OpenAI
12 17 (1.03%) Denodo
13 16 (0.97%) Teradata
14 15 (0.91%) Cloudera
15 12 (0.73%) Trend Micro
16 11 (0.67%) Adobe
17 9 (0.55%) ServiceNow
17 9 (0.55%) Splunk
18 8 (0.49%) Dynatrace
19 7 (0.43%) Hitachi