ETL Contract Job Trends

Extract, Transform and Load (ETL)
UK

The table below provides summary statistics and contractor rates for jobs requiring ETL skills. It covers contract job vacancies from the 6 months leading up to 3 June 2026, with comparisons to the same periods in the previous two years.

6 months to
3 Jun 2026
Same period 2025 Same period 2024
Rank 68 76 95
Rank change year-on-year +8 +19 +2
Contract jobs citing ETL 1,627 898 1,005
As % of all contract jobs in the UK 3.33% 3.12% 2.33%
As % of the Processes & Methodologies category 3.93% 3.43% 2.73%
Number of daily rates quoted 1,187 612 742
10th Percentile £358 £355 £375
25th Percentile £413 £419 £425
Median daily rate (50th Percentile) £500 £500 £519
Median % change year-on-year - -3.65% -1.16%
75th Percentile £588 £613 £613
90th Percentile £688 £700 £725
UK excluding London median daily rate £469 £470 £500
% change year-on-year -0.21% -6.00% -
Number of hourly rates quoted 17 11 11
10th Percentile £36.07 - £30.37
25th Percentile £51.21 £36.69 £35.00
Median hourly rate £59.50 £52.50 £48.50
Median % change year-on-year +13.33% +8.25% -28.15%
75th Percentile £69.00 £58.75 £51.75
90th Percentile £74.03 £78.70 £53.75
UK excluding London median hourly rate £59.50 £70.60 £26.05
% change year-on-year -15.72% +171.02% -59.30%

All Process & Methodology Skills
UK

ETL 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 41,363 26,184 36,825
As % of all contract IT jobs advertised in the UK 84.68% 91.01% 85.46%
Number of daily rates quoted 25,810 16,717 23,641
10th Percentile £325 £300 £300
25th Percentile £413 £408 £413
Median daily rate (50th Percentile) £513 £513 £525
Median % change year-on-year - -2.38% -4.55%
75th Percentile £613 £625 £638
90th Percentile £725 £738 £750
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -
Number of hourly rates quoted 2,496 1,118 2,535
10th Percentile £14.64 £14.20 £12.75
25th Percentile £19.98 £17.87 £16.00
Median hourly rate £42.69 £27.85 £36.50
Median % change year-on-year +53.27% -23.70% +1.39%
75th Percentile £67.84 £57.19 £60.75
90th Percentile £81.14 £73.75 £72.50
UK excluding London median hourly rate £45.00 £25.15 £38.12
% change year-on-year +78.93% -34.02% +8.91%

ETL
Job Vacancy Trend

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

ETL job vacancy trend in the UK

ETL
Daily Rate Trend

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

Contractor daily rate distribution trend for jobs in the UK citing ETL

ETL
Daily Rate Histogram

Daily rate distribution for jobs citing ETL over the 6 months to 3 June 2026.

Daily rate histogram for ETL in the UK

ETL
Hourly Rate Trend

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

Contractor hourly rate distribution trend for jobs in the UK citing ETL

ETL
Hourly Rate Histogram

Hourly rate distribution of jobs citing ETL over the 6 months to 3 June 2026.

Hourly rate histogram for ETL in the UK

ETL
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 ETL within the UK over the 6 months to 3 June 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 +11 1,454 £500 -2.91% 390
London +15 753 £511 -7.11% 194
UK excluding London +12 715 £469 -0.21% 243
Work from Home +20 507 £500 - 212
Midlands +27 249 £463 +4.73% 41
West Midlands +37 220 £459 -1.29% 29
North of England -20 177 £460 -3.16% 64
South East +4 131 £459 -8.20% 74
North West -13 90 £450 -10.00% 37
Yorkshire -26 70 £500 +20.48% 20
South West -24 59 £525 +10.53% 35
Scotland 0 54 £450 +4.41% 9
East of England -9 44 £494 - 10
East Midlands -26 28 £525 +23.67% 12
North East -22 17 £538 +19.44% 8
Wales -8 8 £313 -26.04% 6
Northern Ireland +4 4 £415 -17.00% 9

ETL
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
1 148 (9.10%) Apache Spark
2 125 (7.68%) Apache Airflow
3 88 (5.41%) Apache
4 74 (4.55%) SAS
5 60 (3.69%) Confluence
6 17 (1.04%) SharePoint
7 15 (0.92%) Oracle Application Server
8 12 (0.74%) Tomcat
9 11 (0.68%) nginx
10 10 (0.61%) Oracle Workflow
11 9 (0.55%) Appian
12 8 (0.49%) Oracle SOA Suite
13 7 (0.43%) ArcGIS
14 5 (0.31%) Microsoft Exchange
15 4 (0.25%) Camunda
15 4 (0.25%) Jupyter
15 4 (0.25%) WebLogic
16 3 (0.18%) WebSphere
17 2 (0.12%) Alfresco
17 2 (0.12%) Palantir Foundry
Applications
1 40 (2.46%) Microsoft Excel
2 9 (0.55%) Spreadsheet
3 7 (0.43%) Notepad++
4 6 (0.37%) Microsoft Project
4 6 (0.37%) MS Visio
5 2 (0.12%) Chatbot
5 2 (0.12%) Trello
6 1 (0.061%) Microsoft Office
6 1 (0.061%) Microsoft PowerPoint
6 1 (0.061%) Oracle Smart View
Business Applications
1 14 (0.86%) Oracle ERP
2 13 (0.80%) Oracle Payables
2 13 (0.80%) Oracle Subledger Accounting
2 13 (0.80%) SAP S/4HANA
3 8 (0.49%) Dynamics CRM
3 8 (0.49%) Oracle EBS
3 8 (0.49%) Oracle General Ledger
3 8 (0.49%) Oracle Receivables
4 7 (0.43%) Aladdin
4 7 (0.43%) Oracle Assets
5 6 (0.37%) Oracle Procure-to-Pay
5 6 (0.37%) Sage X3
6 5 (0.31%) BambooHR
6 5 (0.31%) Oracle 11i
7 4 (0.25%) Salesforce CRM
8 3 (0.18%) Actimize
8 3 (0.18%) Oracle EBS R12
8 3 (0.18%) SimCorp Dimension
9 2 (0.12%) NetSuite
9 2 (0.12%) SAP ERP
Cloud Services
1 680 (41.79%) Azure
2 505 (31.04%) AWS
3 420 (25.81%) Power Platform
4 241 (14.81%) Azure Data Factory
5 193 (11.86%) GCP
6 166 (10.20%) Azure Synapse Analytics
6 166 (10.20%) Snowflake
7 155 (9.53%) Azure DevOps
8 150 (9.22%) Amazon S3
9 143 (8.79%) Serverless
10 111 (6.82%) GitHub
11 108 (6.64%) AWS Lambda
12 97 (5.96%) dbt
13 55 (3.38%) GitHub Actions
14 54 (3.32%) Collibra
15 40 (2.46%) Amazon EMR
16 37 (2.27%) Amazon CloudWatch
17 34 (2.09%) AWS CloudFormation
18 33 (2.03%) SaaS
19 28 (1.72%) Power Automate
Communications & Networking
1 12 (0.74%) HTTP
2 11 (0.68%) Firewall
3 7 (0.43%) PuTTY
3 7 (0.43%) WinSCP
4 6 (0.37%) VPN
5 1 (0.061%) 4G
5 1 (0.061%) 5G
5 1 (0.061%) BIG-IP
5 1 (0.061%) DHCP
5 1 (0.061%) DNS
5 1 (0.061%) F5 BIG-IP GTM
5 1 (0.061%) SSL
Database & Business Intelligence
1 482 (29.63%) Data Warehouse
2 396 (24.34%) Power BI
3 277 (17.03%) Data Lake
4 192 (11.80%) SQL Server
5 152 (9.34%) Metadata
6 108 (6.64%) Big Data
7 100 (6.15%) SQL Server Integration Services
7 100 (6.15%) Tableau
8 94 (5.78%) Delta Lake
9 92 (5.65%) Amazon Redshift
10 89 (5.47%) Azure SQL Database
11 84 (5.16%) NoSQL
12 81 (4.98%) Pentaho
13 78 (4.79%) Relational Database
14 72 (4.43%) PostgreSQL
15 69 (4.24%) BigQuery
15 69 (4.24%) Snowflake Schema
16 62 (3.81%) Amazon Athena
17 61 (3.75%) Oracle Reports
18 47 (2.89%) Star Schema
Development Applications
1 193 (11.86%) Git
2 151 (9.28%) JIRA
3 101 (6.21%) GitLab
4 75 (4.61%) Jenkins
5 49 (3.01%) Postman
6 38 (2.34%) Zephyr
7 24 (1.48%) MLflow
8 19 (1.17%) Selenium
9 10 (0.61%) ERwin
10 7 (0.43%) JMeter
11 6 (0.37%) REST Assured
12 5 (0.31%) Cucumber
12 5 (0.31%) TestRail
13 4 (0.25%) Artifactory
13 4 (0.25%) ER Studio
13 4 (0.25%) Flyway
13 4 (0.25%) Gatling
13 4 (0.25%) MSTest
13 4 (0.25%) NeoLoad
13 4 (0.25%) Robot Framework
General
1 420 (25.81%) Social Skills
2 405 (24.89%) Finance
3 265 (16.29%) Analytical Skills
4 150 (9.22%) Public Sector
5 123 (7.56%) Banking
6 47 (2.89%) Documentation Skills
7 32 (1.97%) Marketing
8 27 (1.66%) Retail
9 26 (1.60%) Financial Institution
10 21 (1.29%) Legal
11 15 (0.92%) Inclusion and Diversity
12 13 (0.80%) Telecoms
13 11 (0.68%) Manufacturing
14 10 (0.61%) Investment Banking
14 10 (0.61%) Law
15 9 (0.55%) Pharmaceutical
15 9 (0.55%) Presentation Skills
16 8 (0.49%) Influencing Skills
17 7 (0.43%) General Ledger
17 7 (0.43%) Publishing
Job Titles
1 674 (41.43%) Data Engineer
2 199 (12.23%) Developer
3 188 (11.56%) Senior
4 186 (11.43%) Architect
5 175 (10.76%) Lead
6 127 (7.81%) Analyst
7 126 (7.74%) Senior Data Engineer
8 109 (6.70%) Data Architect
9 75 (4.61%) Data Analyst
10 50 (3.07%) Business Intelligence Developer
11 49 (3.01%) Azure Engineer
12 48 (2.95%) AWS Engineer
13 43 (2.64%) AWS Data Engineer
13 43 (2.64%) Python Engineer
14 37 (2.27%) Snowflake Engineer
15 36 (2.21%) Integration Engineer
16 35 (2.15%) Azure Data Engineer
17 34 (2.09%) Senior Developer
18 33 (2.03%) Data Migration Lead
19 32 (1.97%) SQL Developer
Libraries, Frameworks & Software Standards
1 195 (11.99%) PySpark
2 137 (8.42%) Kafka
3 96 (5.90%) REST
4 56 (3.44%) Pandas
5 45 (2.77%) .NET
6 39 (2.40%) JSON
7 35 (2.15%) XML
8 33 (2.03%) Middleware
9 27 (1.66%) PyTorch
10 24 (1.48%) OAuth
10 24 (1.48%) Oracle Fusion
10 24 (1.48%) RESTful
11 23 (1.41%) NumPy
11 23 (1.41%) Spring
12 22 (1.35%) pytest
13 20 (1.23%) Spring Boot
14 19 (1.17%) TensorFlow
15 18 (1.11%) Great Expectations
15 18 (1.11%) scikit-learn
16 17 (1.04%) Web Services
Miscellaneous
1 149 (9.16%) Cloud Native
2 109 (6.70%) Data Structures
3 86 (5.29%) Legacy Systems
4 51 (3.13%) Onboarding
5 46 (2.83%) Product Ownership
6 27 (1.66%) Distributed Computing
7 26 (1.60%) Distributed Systems
8 24 (1.48%) Management Information System
9 22 (1.35%) Data Protection Act
9 22 (1.35%) Greenfield Project
9 22 (1.35%) Reference Data
10 21 (1.29%) AI Agents
11 16 (0.98%) Analytical Mindset
11 16 (0.98%) Clustering
11 16 (0.98%) Replication
12 15 (0.92%) Algorithms
13 14 (0.86%) NHS
14 13 (0.80%) IoT
14 13 (0.80%) Public Cloud
14 13 (0.80%) Virtual Team
Operating Systems
1 36 (2.21%) Linux
1 36 (2.21%) Unix
2 21 (1.29%) Windows
3 12 (0.74%) Windows Server
4 11 (0.68%) Solaris
4 11 (0.68%) Windows Server 2008
5 10 (0.61%) Windows Server 2019
6 9 (0.55%) Red Hat Enterprise Linux
7 7 (0.43%) Windows Server 2016
8 3 (0.18%) VMS
9 2 (0.12%) HPUX
Processes & Methodologies
1 763 (46.90%) Data Modelling
2 631 (38.78%) Data Pipeline
3 630 (38.72%) Analytics
4 503 (30.92%) Business Intelligence
5 492 (30.24%) Data Engineering
6 475 (29.19%) CI/CD
7 410 (25.20%) Agile
8 379 (23.29%) DevOps
9 378 (23.23%) Migration
10 334 (20.53%) Data Governance
11 302 (18.56%) Problem-Solving
11 302 (18.56%) Validation
12 267 (16.41%) AI
13 261 (16.04%) Data Integration
14 243 (14.94%) Data Architecture
15 234 (14.38%) Data Migration
16 213 (13.09%) Test Automation
17 210 (12.91%) Decision-Making
18 175 (10.76%) Machine Learning
19 174 (10.69%) Stakeholder Management
Programming Languages
1 1,108 (68.10%) SQL
2 695 (42.72%) Python
3 147 (9.04%) Java
4 86 (5.29%) T-SQL
5 75 (4.61%) PL/SQL
6 72 (4.43%) Data Analysis Expressions
7 65 (4.00%) C#
8 52 (3.20%) Scala
9 40 (2.46%) JavaScript
10 32 (1.97%) PowerShell
11 25 (1.54%) Bash
12 21 (1.29%) Shell Script
13 20 (1.23%) TypeScript
14 18 (1.11%) R
15 15 (0.92%) Bicep
16 8 (0.49%) Kotlin
17 7 (0.43%) SAS Macro
17 7 (0.43%) VBA
18 6 (0.37%) Cypher
19 5 (0.31%) PHP
Qualifications
1 421 (25.88%) Security Cleared
2 350 (21.51%) SC Cleared
3 100 (6.15%) Degree
4 46 (2.83%) Computer Science Degree
5 39 (2.40%) Azure Certification
6 37 (2.27%) Master's Degree
7 36 (2.21%) BPSS Clearance
8 30 (1.84%) ISTQB
9 25 (1.54%) AWS Certification
10 11 (0.68%) DV Cleared
10 11 (0.68%) Microsoft Certification
11 9 (0.55%) SnowPro
12 6 (0.37%) TOGAF Certification
13 4 (0.25%) AWS Certified Cloud Practitioner
13 4 (0.25%) AWS Certified Solutions Architect
13 4 (0.25%) DBS Check
13 4 (0.25%) PMP
14 3 (0.18%) IBM Certification
14 3 (0.18%) ISTQB Advanced Certification
15 2 (0.12%) Tableau Certification
Quality Assurance & Compliance
1 536 (32.94%) Data Quality
2 154 (9.47%) QA
3 102 (6.27%) GDPR
4 22 (1.35%) Sarbanes-Oxley
5 19 (1.17%) IFRS
6 16 (0.98%) IFRS 17
7 15 (0.92%) Accessibility
8 12 (0.74%) PMO
8 12 (0.74%) SLA
9 8 (0.49%) California Consumer Privacy Act
9 8 (0.49%) FATCA
10 7 (0.43%) GRC
11 5 (0.31%) Actionable Recommendations
11 5 (0.31%) GAAP
11 5 (0.31%) IFRS 9
11 5 (0.31%) ISO/IEC 27001
12 4 (0.25%) HIPAA
12 4 (0.25%) HL7
12 4 (0.25%) SNOMED CT
13 3 (0.18%) Basel III
System Software
1 113 (6.95%) Docker
2 8 (0.49%) Oracle RAC
2 8 (0.49%) VMware ESXi
3 7 (0.43%) VMware Infrastructure
4 5 (0.31%) Active Directory Lightweight Directory Services
4 5 (0.31%) HDFS
5 4 (0.25%) Active Directory
6 1 (0.061%) Apache Flume
6 1 (0.061%) RACF
6 1 (0.061%) Virtual Machines
Systems Management
1 149 (9.16%) Terraform
2 118 (7.25%) Kubernetes
3 39 (2.40%) Grafana
4 18 (1.11%) Ansible
4 18 (1.11%) Prometheus
5 8 (0.49%) Control-M
6 6 (0.37%) Oracle RMAN
7 3 (0.18%) Foglight
8 2 (0.12%) SCCM
9 1 (0.061%) HP ALM
9 1 (0.061%) HP Fortify
9 1 (0.061%) HP Quality Center
9 1 (0.061%) IBM Guardium
9 1 (0.061%) Kibana
9 1 (0.061%) logstash
Vendors
1 341 (20.96%) Databricks
2 300 (18.44%) Microsoft
3 289 (17.76%) Oracle
4 157 (9.65%) Informatica
5 138 (8.48%) Talend
6 65 (4.00%) SAP
7 62 (3.81%) Denodo
8 58 (3.56%) Google
9 51 (3.13%) ServiceNow
10 36 (2.21%) IBM
11 24 (1.48%) MuleSoft
12 22 (1.35%) Salesforce
13 19 (1.17%) Alteryx
14 18 (1.11%) Splunk
15 17 (1.04%) OpenAI
15 17 (1.04%) Sage
15 17 (1.04%) Workday
16 11 (0.68%) Red Hat
17 10 (0.61%) Cloudera
18 9 (0.55%) ESRI