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 23 May 2026, with comparisons to the same periods in the previous two years.

6 months to
23 May 2026
Same period 2025 Same period 2024
Rank 67 77 91
Rank change year-on-year +10 +14 +6
Contract jobs citing ETL 1,620 883 1,014
As % of all contract jobs in the UK 3.33% 3.09% 2.39%
As % of the Processes & Methodologies category 3.95% 3.39% 2.78%
Number of daily rates quoted 1,186 597 750
10th Percentile £358 £350 £375
25th Percentile £413 £425 £425
Median daily rate (50th Percentile) £500 £501 £510
Median % change year-on-year -0.10% -1.86% -2.86%
75th Percentile £588 £619 £614
90th Percentile £688 £700 £733
UK excluding London median daily rate £469 £475 £500
% change year-on-year -1.17% -5.00% -
Number of hourly rates quoted 17 11 13
10th Percentile £36.07 - £28.27
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% -19.17%
75th Percentile £69.00 £58.75 £51.75
90th Percentile £74.03 £78.70 £62.38
UK excluding London median hourly rate £59.50 £70.60 £30.37
% change year-on-year -15.72% +132.47% -42.15%

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 41,015 26,042 36,506
As % of all contract IT jobs advertised in the UK 84.42% 91.03% 86.05%
Number of daily rates quoted 25,698 16,721 23,544
10th Percentile £325 £303 £300
25th Percentile £413 £409 £413
Median daily rate (50th Percentile) £510 £513 £525
Median % change year-on-year -0.49% -2.38% -4.55%
75th Percentile £613 £625 £638
90th Percentile £725 £738 £750
UK excluding London median daily rate £497 £475 £500
% change year-on-year +4.59% -5.00% -
Number of hourly rates quoted 2,419 1,056 2,449
10th Percentile £14.79 £14.25 £12.75
25th Percentile £19.91 £18.13 £16.00
Median hourly rate £42.50 £27.97 £36.05
Median % change year-on-year +51.98% -22.42% -2.58%
75th Percentile £67.50 £58.70 £60.00
90th Percentile £80.00 £75.00 £72.50
UK excluding London median hourly rate £44.50 £25.15 £38.00
% change year-on-year +76.94% -33.82% +8.57%

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 23 May 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 23 May 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 23 May 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 +12 1,447 £500 -4.76% 310
London +21 766 £505 -8.18% 168
UK excluding London +6 697 £469 -1.17% 184
Work from Home +19 492 £500 - 136
Midlands +21 240 £468 +1.96% 31
West Midlands +34 211 £459 -8.88% 22
North of England -19 176 £463 -1.91% 56
South East -12 121 £459 -8.20% 51
North West -16 92 £450 -10.00% 25
Yorkshire -26 67 £500 +21.95% 23
South West -24 61 £525 +7.69% 23
Scotland -2 54 £450 +5.88% 6
East of England -12 44 £494 -1.25% 9
East Midlands -27 28 £525 +22.38% 9
North East -18 17 £538 +23.56% 10
Wales -9 8 £313 -17.76% 7
Northern Ireland +1 4 £415 -17.00% 4

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 (9.14%) Apache Spark
2 123 (7.59%) Apache Airflow
3 90 (5.56%) Apache
4 70 (4.32%) SAS
5 54 (3.33%) Confluence
6 17 (1.05%) SharePoint
7 15 (0.93%) Oracle Application Server
8 11 (0.68%) Tomcat
9 10 (0.62%) nginx
9 10 (0.62%) Oracle Workflow
10 9 (0.56%) Appian
11 8 (0.49%) Oracle SOA Suite
12 7 (0.43%) ArcGIS
13 6 (0.37%) Microsoft Exchange
14 4 (0.25%) Camunda
14 4 (0.25%) Jupyter
14 4 (0.25%) WebLogic
15 3 (0.19%) WebSphere
16 2 (0.12%) Alfresco
16 2 (0.12%) Palantir Foundry
Applications
1 41 (2.53%) Microsoft Excel
2 9 (0.56%) Spreadsheet
3 7 (0.43%) Microsoft Project
3 7 (0.43%) MS Visio
3 7 (0.43%) Notepad++
4 3 (0.19%) Trello
5 2 (0.12%) Chatbot
6 1 (0.062%) Microsoft Office
6 1 (0.062%) Microsoft PowerPoint
6 1 (0.062%) Oracle Smart View
Business Applications
1 14 (0.86%) Oracle ERP
2 13 (0.80%) Oracle Payables
2 13 (0.80%) Oracle Subledger Accounting
3 12 (0.74%) SAP S/4HANA
4 8 (0.49%) Dynamics CRM
4 8 (0.49%) Oracle EBS
4 8 (0.49%) Oracle General Ledger
4 8 (0.49%) Oracle Receivables
5 7 (0.43%) Aladdin
5 7 (0.43%) Oracle Assets
6 6 (0.37%) Oracle Procure-to-Pay
6 6 (0.37%) Sage X3
7 5 (0.31%) BambooHR
7 5 (0.31%) Oracle 11i
8 4 (0.25%) Actimize
8 4 (0.25%) Salesforce CRM
9 3 (0.19%) Oracle EBS R12
9 3 (0.19%) SimCorp Dimension
10 2 (0.12%) NetSuite
10 2 (0.12%) Teamcenter
Cloud Services
1 676 (41.73%) Azure
2 488 (30.12%) AWS
3 409 (25.25%) Power Platform
4 243 (15.00%) Azure Data Factory
5 190 (11.73%) GCP
6 175 (10.80%) Azure Synapse Analytics
7 155 (9.57%) Snowflake
8 150 (9.26%) Azure DevOps
9 147 (9.07%) Amazon S3
10 136 (8.40%) Serverless
11 112 (6.91%) GitHub
12 101 (6.23%) AWS Lambda
13 90 (5.56%) dbt
14 54 (3.33%) Collibra
14 54 (3.33%) GitHub Actions
15 38 (2.35%) AWS CloudFormation
16 36 (2.22%) Amazon CloudWatch
17 35 (2.16%) Amazon EMR
18 31 (1.91%) Power Automate
18 31 (1.91%) SaaS
Communications & Networking
1 11 (0.68%) Firewall
1 11 (0.68%) HTTP
2 7 (0.43%) PuTTY
2 7 (0.43%) WinSCP
3 6 (0.37%) VPN
4 1 (0.062%) 4G
4 1 (0.062%) 5G
4 1 (0.062%) BIG-IP
4 1 (0.062%) DHCP
4 1 (0.062%) DNS
4 1 (0.062%) DSL
4 1 (0.062%) F5 BIG-IP GTM
4 1 (0.062%) SMS
4 1 (0.062%) SSL
Database & Business Intelligence
1 479 (29.57%) Data Warehouse
2 385 (23.77%) Power BI
3 269 (16.60%) Data Lake
4 199 (12.28%) SQL Server
5 162 (10.00%) Metadata
6 108 (6.67%) Big Data
7 101 (6.23%) SQL Server Integration Services
8 99 (6.11%) Tableau
9 94 (5.80%) Delta Lake
10 92 (5.68%) Azure SQL Database
11 82 (5.06%) Amazon Redshift
12 81 (5.00%) NoSQL
13 77 (4.75%) Relational Database
14 76 (4.69%) Pentaho
15 75 (4.63%) PostgreSQL
16 71 (4.38%) Snowflake Schema
17 70 (4.32%) BigQuery
18 62 (3.83%) Amazon Athena
19 57 (3.52%) Oracle Reports
20 47 (2.90%) Star Schema
Development Applications
1 184 (11.36%) Git
2 143 (8.83%) JIRA
3 92 (5.68%) GitLab
4 72 (4.44%) Jenkins
5 46 (2.84%) Postman
6 33 (2.04%) Zephyr
7 26 (1.60%) MLflow
8 21 (1.30%) Selenium
9 11 (0.68%) ERwin
10 7 (0.43%) JMeter
10 7 (0.43%) REST Assured
11 5 (0.31%) Cucumber
11 5 (0.31%) ER Studio
11 5 (0.31%) NUnit
11 5 (0.31%) TestRail
12 4 (0.25%) Bitbucket
12 4 (0.25%) LoadRunner
12 4 (0.25%) MSTest
12 4 (0.25%) NeoLoad
12 4 (0.25%) Robot Framework
General
1 415 (25.62%) Social Skills
2 407 (25.12%) Finance
3 274 (16.91%) Analytical Skills
4 148 (9.14%) Public Sector
5 121 (7.47%) Banking
6 45 (2.78%) Documentation Skills
7 31 (1.91%) Marketing
8 24 (1.48%) Financial Institution
9 23 (1.42%) Retail
10 21 (1.30%) Legal
11 15 (0.93%) Telecoms
12 14 (0.86%) Inclusion and Diversity
13 11 (0.68%) Law
14 10 (0.62%) Manufacturing
15 9 (0.56%) Investment Banking
15 9 (0.56%) Presentation Skills
16 8 (0.49%) Influencing Skills
16 8 (0.49%) Pharmaceutical
17 7 (0.43%) Front Office
17 7 (0.43%) Publishing
Job Titles
1 669 (41.30%) Data Engineer
2 203 (12.53%) Developer
3 182 (11.23%) Senior
4 181 (11.17%) Architect
5 171 (10.56%) Lead
6 132 (8.15%) Analyst
7 122 (7.53%) Senior Data Engineer
8 109 (6.73%) Data Architect
9 80 (4.94%) Data Analyst
10 55 (3.40%) Azure Engineer
11 50 (3.09%) Business Intelligence Developer
12 48 (2.96%) AWS Engineer
13 43 (2.65%) AWS Data Engineer
13 43 (2.65%) Python Engineer
14 41 (2.53%) Azure Data Engineer
15 38 (2.35%) Snowflake Engineer
16 35 (2.16%) Integration Engineer
17 33 (2.04%) Senior Developer
18 32 (1.98%) Data Migration Lead
19 31 (1.91%) Lead Data Engineer
Libraries, Frameworks & Software Standards
1 199 (12.28%) PySpark
2 142 (8.77%) Kafka
3 94 (5.80%) REST
4 58 (3.58%) Pandas
5 43 (2.65%) .NET
6 39 (2.41%) JSON
7 33 (2.04%) XML
8 27 (1.67%) Middleware
8 27 (1.67%) PyTorch
9 26 (1.60%) OAuth
10 24 (1.48%) NumPy
10 24 (1.48%) Oracle Fusion
10 24 (1.48%) RESTful
10 24 (1.48%) Spring
11 22 (1.36%) pytest
12 21 (1.30%) Great Expectations
12 21 (1.30%) Spring Boot
13 18 (1.11%) TensorFlow
14 17 (1.05%) FastAPI
14 17 (1.05%) scikit-learn
Miscellaneous
1 145 (8.95%) Cloud Native
2 114 (7.04%) Data Structures
3 87 (5.37%) Legacy Systems
4 47 (2.90%) Onboarding
4 47 (2.90%) Product Ownership
5 30 (1.85%) Distributed Computing
6 24 (1.48%) Greenfield Project
6 24 (1.48%) Management Information System
7 23 (1.42%) Distributed Systems
8 22 (1.36%) Data Protection Act
9 21 (1.30%) Reference Data
10 20 (1.23%) AI Agents
11 17 (1.05%) Clustering
12 16 (0.99%) Analytical Mindset
12 16 (0.99%) Replication
13 15 (0.93%) Algorithms
14 14 (0.86%) NHS
15 13 (0.80%) Public Cloud
15 13 (0.80%) Virtual Team
16 12 (0.74%) Low-Code
Operating Systems
1 31 (1.91%) Unix
2 29 (1.79%) Linux
3 19 (1.17%) Windows
4 12 (0.74%) Windows Server
5 10 (0.62%) Solaris
5 10 (0.62%) Windows Server 2008
5 10 (0.62%) Windows Server 2019
6 9 (0.56%) Red Hat Enterprise Linux
7 7 (0.43%) Windows Server 2016
8 4 (0.25%) VMS
9 1 (0.062%) HPUX
Processes & Methodologies
1 761 (46.98%) Data Modelling
2 637 (39.32%) Analytics
3 618 (38.15%) Data Pipeline
4 501 (30.93%) Data Engineering
5 496 (30.62%) Business Intelligence
6 459 (28.33%) CI/CD
7 399 (24.63%) Agile
8 374 (23.09%) DevOps
9 371 (22.90%) Migration
10 349 (21.54%) Data Governance
11 313 (19.32%) Problem-Solving
12 307 (18.95%) Validation
13 261 (16.11%) AI
14 256 (15.80%) Data Integration
15 240 (14.81%) Data Architecture
16 230 (14.20%) Data Migration
17 213 (13.15%) Decision-Making
18 195 (12.04%) Test Automation
19 172 (10.62%) Stakeholder Management
20 171 (10.56%) Machine Learning
Programming Languages
1 1,092 (67.41%) SQL
2 704 (43.46%) Python
3 146 (9.01%) Java
4 82 (5.06%) T-SQL
5 75 (4.63%) PL/SQL
6 71 (4.38%) Data Analysis Expressions
7 68 (4.20%) C#
8 54 (3.33%) Scala
9 44 (2.72%) JavaScript
10 31 (1.91%) PowerShell
11 24 (1.48%) Bash
12 20 (1.23%) Shell Script
12 20 (1.23%) TypeScript
13 19 (1.17%) R
14 15 (0.93%) Bicep
15 9 (0.56%) VBA
16 8 (0.49%) Kotlin
17 7 (0.43%) SAS Macro
18 6 (0.37%) Cypher
19 5 (0.31%) PHP
Qualifications
1 409 (25.25%) Security Cleared
2 333 (20.56%) SC Cleared
3 103 (6.36%) Degree
4 47 (2.90%) Computer Science Degree
5 41 (2.53%) Azure Certification
6 39 (2.41%) Master's Degree
7 35 (2.16%) BPSS Clearance
8 25 (1.54%) ISTQB
9 20 (1.23%) AWS Certification
10 12 (0.74%) DV Cleared
10 12 (0.74%) Microsoft Certification
11 9 (0.56%) SnowPro
12 6 (0.37%) TOGAF Certification
13 4 (0.25%) AWS Certified Solutions Architect
13 4 (0.25%) PMP
14 3 (0.19%) DBS Check
14 3 (0.19%) IBM Certification
14 3 (0.19%) ISTQB Advanced Certification
15 2 (0.12%) CISA
15 2 (0.12%) PMI Certification
Quality Assurance & Compliance
1 535 (33.02%) Data Quality
2 152 (9.38%) QA
3 110 (6.79%) GDPR
4 23 (1.42%) Sarbanes-Oxley
5 21 (1.30%) IFRS
6 18 (1.11%) IFRS 17
7 15 (0.93%) Accessibility
8 12 (0.74%) PMO
9 11 (0.68%) SLA
10 8 (0.49%) California Consumer Privacy Act
10 8 (0.49%) FATCA
11 7 (0.43%) GRC
12 6 (0.37%) HIPAA
13 5 (0.31%) Actionable Recommendations
13 5 (0.31%) GAAP
13 5 (0.31%) IFRS 9
13 5 (0.31%) ISO/IEC 27001
14 4 (0.25%) HL7
14 4 (0.25%) MiFID
14 4 (0.25%) SNOMED CT
System Software
1 117 (7.22%) Docker
2 9 (0.56%) Oracle RAC
3 7 (0.43%) VMware ESXi
4 6 (0.37%) VMware Infrastructure
5 5 (0.31%) Active Directory Lightweight Directory Services
5 5 (0.31%) HDFS
6 4 (0.25%) Active Directory
7 1 (0.062%) Apache Flume
7 1 (0.062%) RACF
7 1 (0.062%) Virtual Machines
Systems Management
1 148 (9.14%) Terraform
2 124 (7.65%) Kubernetes
3 40 (2.47%) Grafana
4 18 (1.11%) Prometheus
5 17 (1.05%) Ansible
6 6 (0.37%) Control-M
6 6 (0.37%) Oracle RMAN
7 3 (0.19%) Foglight
8 2 (0.12%) HP ALM
8 2 (0.12%) Kibana
8 2 (0.12%) SCCM
9 1 (0.062%) HP Fortify
9 1 (0.062%) HP Quality Center
9 1 (0.062%) IBM Guardium
9 1 (0.062%) logstash
Vendors
1 344 (21.23%) Databricks
2 305 (18.83%) Microsoft
3 275 (16.98%) Oracle
4 155 (9.57%) Informatica
5 133 (8.21%) Talend
6 64 (3.95%) Google
7 62 (3.83%) SAP
8 58 (3.58%) Denodo
9 49 (3.02%) ServiceNow
10 34 (2.10%) IBM
11 26 (1.60%) MuleSoft
12 24 (1.48%) Salesforce
13 19 (1.17%) Alteryx
14 18 (1.11%) Splunk
15 17 (1.05%) Sage
15 17 (1.05%) Workday
16 15 (0.93%) OpenAI
17 12 (0.74%) Teradata
18 10 (0.62%) Red Hat
19 9 (0.56%) ESRI