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

6 months to
11 Jul 2026
Same period 2025 Same period 2024
Rank 70 80 84
Rank change year-on-year +10 +4 +11
Contract jobs citing ETL 1,719 962 1,069
As % of all contract jobs in the UK 3.25% 2.96% 2.49%
As % of the Processes & Methodologies category 3.81% 3.28% 2.91%
Number of daily rates quoted 1,252 651 785
10th Percentile £352 £355 £363
25th Percentile £413 £413 £425
Median daily rate (50th Percentile) £500 £500 £507
Median % change year-on-year - -1.38% -4.34%
75th Percentile £588 £606 £613
90th Percentile £675 £700 £725
UK excluding London median daily rate £466 £467 £485
% change year-on-year -0.05% -3.81% -3.00%
Number of hourly rates quoted 21 14 10
10th Percentile £29.96 - £29.51
25th Percentile £34.01 £36.69 £35.00
Median hourly rate £50.00 £48.00 £38.75
Median % change year-on-year +4.17% +23.87% -40.38%
75th Percentile £63.75 £61.25 £51.38
90th Percentile £69.00 £85.74 £51.75
UK excluding London median hourly rate £50.00 £70.60 £26.05
% change year-on-year -29.18% +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 45,068 29,357 36,726
As % of all contract IT jobs advertised in the UK 85.21% 90.46% 85.41%
Number of daily rates quoted 28,042 18,505 23,449
10th Percentile £325 £300 £300
25th Percentile £415 £405 £413
Median daily rate (50th Percentile) £518 £501 £525
Median % change year-on-year +3.40% -4.67% -4.55%
75th Percentile £624 £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 2,667 1,497 2,458
10th Percentile £14.85 £14.20 £12.79
25th Percentile £20.01 £17.45 £16.25
Median hourly rate £43.96 £25.15 £38.12
Median % change year-on-year +74.79% -34.02% -4.70%
75th Percentile £68.00 £53.75 £61.30
90th Percentile £82.25 £70.00 £72.50
UK excluding London median hourly rate £44.50 £24.66 £38.12
% change year-on-year +80.45% -35.31% -2.91%

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 11 July 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 11 July 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 11 July 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 +14 1,528 £500 -1.96% 307
UK excluding London +17 790 £466 -0.05% 197
London +4 750 £520 -1.89% 157
Work from Home +18 545 £500 - 157
Midlands +23 279 £459 +1.94% 39
West Midlands +36 241 £455 -5.21% 23
North of England -10 192 £463 -2.63% 51
South East +14 147 £470 -6.00% 59
North West -16 92 £450 -10.00% 24
Yorkshire -16 77 £483 +10.92% 14
South West -22 67 £523 +10.00% 29
Scotland -4 56 £425 -0.47% 6
East of England -3 48 £488 +8.33% 7
East Midlands -17 37 £525 +17.77% 16
North East -16 23 £525 +25.00% 14
Wales -10 9 £313 -32.07% 3
Northern Ireland +4 3 £334 -36.38% 5

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
1 150 (8.73%) Apache Spark
2 137 (7.97%) Apache Airflow
3 97 (5.64%) Apache
4 83 (4.83%) SAS
5 64 (3.72%) Confluence
6 20 (1.16%) Oracle Application Server
7 17 (0.99%) SharePoint
8 15 (0.87%) nginx
8 15 (0.87%) Tomcat
9 9 (0.52%) ArcGIS
10 8 (0.47%) WebLogic
11 5 (0.29%) Appian
11 5 (0.29%) Jupyter
11 5 (0.29%) Microsoft Exchange
12 4 (0.23%) Camunda
12 4 (0.23%) Oracle Workflow
12 4 (0.23%) Palantir Foundry
13 3 (0.17%) Oracle SOA Suite
14 2 (0.12%) Alfresco
14 2 (0.12%) Apache Pig
Applications
1 40 (2.33%) Microsoft Excel
2 10 (0.58%) Spreadsheet
3 7 (0.41%) Notepad++
4 6 (0.35%) Microsoft Project
5 4 (0.23%) MS Visio
6 3 (0.17%) Microsoft Office
6 3 (0.17%) Microsoft PowerPoint
7 2 (0.12%) Chatbot
8 1 (0.058%) Oracle Smart View
Business Applications
1 16 (0.93%) SAP S/4HANA
2 13 (0.76%) Oracle ERP
3 11 (0.64%) Dynamics CRM
3 11 (0.64%) Sage X3
4 10 (0.58%) Oracle EBS
5 8 (0.47%) Aladdin
6 7 (0.41%) NetSuite
7 6 (0.35%) Oracle Payables
8 5 (0.29%) BambooHR
8 5 (0.29%) Oracle 11i
8 5 (0.29%) Salesforce CRM
9 4 (0.23%) Oracle Assets
9 4 (0.23%) Oracle General Ledger
9 4 (0.23%) Oracle Receivables
9 4 (0.23%) Oracle Subledger Accounting
9 4 (0.23%) Sparx Enterprise Architect
10 3 (0.17%) Actimize
10 3 (0.17%) Oracle EBS R12
10 3 (0.17%) SAP MDG
10 3 (0.17%) SimCorp Dimension
Cloud Services
1 688 (40.02%) Azure
2 530 (30.83%) AWS
3 416 (24.20%) Power Platform
4 223 (12.97%) Azure Data Factory
5 212 (12.33%) GCP
6 193 (11.23%) Snowflake
7 158 (9.19%) Amazon S3
8 157 (9.13%) Azure Synapse Analytics
9 150 (8.73%) Azure DevOps
10 146 (8.49%) Serverless
11 119 (6.92%) dbt
12 116 (6.75%) AWS Lambda
13 112 (6.52%) GitHub
14 58 (3.37%) GitHub Actions
15 52 (3.03%) Amazon EMR
16 51 (2.97%) Collibra
17 39 (2.27%) Amazon CloudWatch
18 30 (1.75%) AWS CloudFormation
18 30 (1.75%) Power Automate
19 28 (1.63%) Matillion
Communications & Networking
1 15 (0.87%) HTTP
2 12 (0.70%) Firewall
3 7 (0.41%) PuTTY
3 7 (0.41%) WinSCP
4 6 (0.35%) VPN
5 2 (0.12%) Network Security
6 1 (0.058%) 4G
6 1 (0.058%) 5G
6 1 (0.058%) BIG-IP
6 1 (0.058%) DHCP
6 1 (0.058%) DNS
6 1 (0.058%) F5 BIG-IP GTM
6 1 (0.058%) SSL
Database & Business Intelligence
1 528 (30.72%) Data Warehouse
2 395 (22.98%) Power BI
3 255 (14.83%) Data Lake
4 172 (10.01%) SQL Server
5 158 (9.19%) Metadata
6 105 (6.11%) Big Data
7 104 (6.05%) SQL Server Integration Services
8 103 (5.99%) Amazon Redshift
9 101 (5.88%) Delta Lake
9 101 (5.88%) Tableau
10 93 (5.41%) Relational Database
11 85 (4.94%) BigQuery
11 85 (4.94%) NoSQL
11 85 (4.94%) Pentaho
12 79 (4.60%) PostgreSQL
13 72 (4.19%) Azure SQL Database
14 70 (4.07%) Oracle Reports
14 70 (4.07%) Snowflake Schema
15 61 (3.55%) Amazon Athena
16 49 (2.85%) Oracle Database
Development Applications
1 197 (11.46%) Git
2 155 (9.02%) JIRA
3 98 (5.70%) GitLab
4 73 (4.25%) Jenkins
5 43 (2.50%) Postman
6 39 (2.27%) Zephyr
7 21 (1.22%) MLflow
8 14 (0.81%) Selenium
9 7 (0.41%) Gatling
10 6 (0.35%) ERwin
10 6 (0.35%) JMeter
10 6 (0.35%) NeoLoad
11 5 (0.29%) ER Studio
12 4 (0.23%) Artifactory
12 4 (0.23%) LoadRunner
12 4 (0.23%) LSMW
12 4 (0.23%) MSTest
12 4 (0.23%) NUnit
12 4 (0.23%) SQL Server Management Studio (SSMS)
12 4 (0.23%) Visual Studio
General
1 419 (24.37%) Social Skills
2 403 (23.44%) Finance
3 307 (17.86%) Analytical Skills
4 186 (10.82%) Public Sector
5 118 (6.86%) Banking
6 49 (2.85%) Documentation Skills
7 31 (1.80%) Marketing
8 30 (1.75%) Retail
9 24 (1.40%) Inclusion and Diversity
10 23 (1.34%) Legal
11 22 (1.28%) Manufacturing
12 20 (1.16%) Telecoms
13 19 (1.11%) Financial Institution
14 11 (0.64%) Billing
14 11 (0.64%) Law
15 10 (0.58%) Front Office
15 10 (0.58%) Pharmaceutical
16 9 (0.52%) Investment Banking
16 9 (0.52%) Military
16 9 (0.52%) Publishing
Job Titles
1 702 (40.84%) Data Engineer
2 242 (14.08%) Developer
3 219 (12.74%) Architect
4 201 (11.69%) Senior
5 176 (10.24%) Lead
6 137 (7.97%) Senior Data Engineer
7 131 (7.62%) Data Architect
8 120 (6.98%) Analyst
9 66 (3.84%) Data Analyst
10 58 (3.37%) Azure Engineer
11 55 (3.20%) AWS Engineer
12 51 (2.97%) Business Intelligence Developer
13 47 (2.73%) AWS Data Engineer
14 46 (2.68%) Snowflake Engineer
15 45 (2.62%) Azure Data Engineer
16 44 (2.56%) SQL Developer
17 43 (2.50%) Python Engineer
18 41 (2.39%) Lead Data Engineer
19 38 (2.21%) Tester
20 37 (2.15%) Snowflake Data Engineer
Libraries, Frameworks & Software Standards
1 193 (11.23%) PySpark
2 148 (8.61%) Kafka
3 78 (4.54%) REST
4 54 (3.14%) JSON
5 45 (2.62%) Pandas
6 42 (2.44%) .NET
7 31 (1.80%) XML
8 29 (1.69%) Middleware
8 29 (1.69%) Spring
9 27 (1.57%) Spring Boot
10 23 (1.34%) PyTorch
10 23 (1.34%) RESTful
11 21 (1.22%) OAuth
12 19 (1.11%) React
13 18 (1.05%) pytest
13 18 (1.05%) YAML
14 17 (0.99%) NumPy
14 17 (0.99%) Oracle Fusion
15 16 (0.93%) Web Services
16 15 (0.87%) Great Expectations
Miscellaneous
1 168 (9.77%) Cloud Native
2 116 (6.75%) Data Structures
3 88 (5.12%) Legacy Systems
4 54 (3.14%) Onboarding
5 48 (2.79%) Product Ownership
6 33 (1.92%) Distributed Systems
7 26 (1.51%) AI Agents
7 26 (1.51%) NHS
8 22 (1.28%) Data Protection Act
8 22 (1.28%) Distributed Computing
8 22 (1.28%) Management Information System
9 21 (1.22%) Greenfield Project
9 21 (1.22%) Reference Data
10 20 (1.16%) Clustering
11 17 (0.99%) Replication
12 15 (0.87%) Algorithms
13 14 (0.81%) Taxonomies
14 13 (0.76%) Enterprise Software
14 13 (0.76%) IoT
14 13 (0.76%) Public Cloud
Operating Systems
1 43 (2.50%) Unix
2 41 (2.39%) Linux
3 20 (1.16%) Windows
4 12 (0.70%) Solaris
5 11 (0.64%) Windows Server
5 11 (0.64%) Windows Server 2008
6 10 (0.58%) Windows Server 2019
7 9 (0.52%) Red Hat Enterprise Linux
8 7 (0.41%) Windows Server 2016
9 3 (0.17%) VMS
10 2 (0.12%) HPUX
Processes & Methodologies
1 809 (47.06%) Data Modelling
2 700 (40.72%) Data Pipeline
3 664 (38.63%) Analytics
4 537 (31.24%) Data Engineering
5 514 (29.90%) CI/CD
6 494 (28.74%) Business Intelligence
7 444 (25.83%) Agile
8 435 (25.31%) Migration
9 375 (21.82%) DevOps
10 361 (21.00%) Data Governance
11 342 (19.90%) Validation
12 330 (19.20%) Problem-Solving
13 320 (18.62%) Data Integration
14 282 (16.40%) AI
15 260 (15.13%) Data Migration
16 253 (14.72%) Data Architecture
17 233 (13.55%) Test Automation
18 232 (13.50%) Decision-Making
19 202 (11.75%) Stakeholder Management
20 181 (10.53%) Data Transformation
Programming Languages
1 1,146 (66.67%) SQL
2 706 (41.07%) Python
3 153 (8.90%) Java
4 93 (5.41%) T-SQL
5 78 (4.54%) PL/SQL
6 76 (4.42%) Data Analysis Expressions
7 62 (3.61%) C#
8 57 (3.32%) Scala
9 39 (2.27%) JavaScript
10 34 (1.98%) PowerShell
11 28 (1.63%) Bash
11 28 (1.63%) TypeScript
12 26 (1.51%) Shell Script
13 18 (1.05%) R
14 16 (0.93%) Bicep
15 11 (0.64%) Cypher
16 8 (0.47%) Kotlin
16 8 (0.47%) VBA
17 7 (0.41%) SAS Macro
17 7 (0.41%) SPARQL
Qualifications
1 472 (27.46%) Security Cleared
2 395 (22.98%) SC Cleared
3 104 (6.05%) Degree
4 50 (2.91%) BPSS Clearance
5 45 (2.62%) Computer Science Degree
6 40 (2.33%) Azure Certification
7 33 (1.92%) Master's Degree
8 28 (1.63%) ISTQB
9 27 (1.57%) AWS Certification
10 19 (1.11%) DV Cleared
11 12 (0.70%) SnowPro
12 8 (0.47%) Microsoft Certification
13 5 (0.29%) AWS Certified Cloud Practitioner
13 5 (0.29%) TOGAF Certification
14 4 (0.23%) AWS Certified Solutions Architect
14 4 (0.23%) DBS Check
15 3 (0.17%) IBM Certification
16 2 (0.12%) CISA
16 2 (0.12%) CTC Cleared
16 2 (0.12%) Oracle Certification
Quality Assurance & Compliance
1 574 (33.39%) Data Quality
2 155 (9.02%) QA
3 116 (6.75%) GDPR
4 21 (1.22%) Accessibility
5 15 (0.87%) IFRS
5 15 (0.87%) Sarbanes-Oxley
6 14 (0.81%) GRC
6 14 (0.81%) PMO
7 11 (0.64%) IFRS 17
8 10 (0.58%) SLA
9 9 (0.52%) California Consumer Privacy Act
10 8 (0.47%) FATCA
11 7 (0.41%) Solvency II
12 6 (0.35%) HL7
12 6 (0.35%) ISO/IEC 27001
13 4 (0.23%) Disclosure Scotland
13 4 (0.23%) GMP
13 4 (0.23%) HIPAA
13 4 (0.23%) SNOMED CT
13 4 (0.23%) WCAG
System Software
1 123 (7.16%) Docker
2 8 (0.47%) Oracle RAC
2 8 (0.47%) VMware ESXi
3 7 (0.41%) VMware Infrastructure
4 6 (0.35%) Active Directory
4 6 (0.35%) HDFS
5 4 (0.23%) Active Directory Lightweight Directory Services
6 2 (0.12%) Apache Flume
7 1 (0.058%) RACF
7 1 (0.058%) Virtual Machines
Systems Management
1 155 (9.02%) Terraform
2 131 (7.62%) Kubernetes
3 41 (2.39%) Grafana
4 18 (1.05%) Prometheus
5 16 (0.93%) Ansible
6 6 (0.35%) Oracle RMAN
7 5 (0.29%) Control-M
8 3 (0.17%) Foglight
8 3 (0.17%) HP ALM
9 2 (0.12%) SCCM
10 1 (0.058%) Argo
10 1 (0.058%) HP Fortify
10 1 (0.058%) HP Quality Center
10 1 (0.058%) IBM Guardium
10 1 (0.058%) Istio
10 1 (0.058%) Kustomize
10 1 (0.058%) Tivoli
Vendors
1 339 (19.72%) Databricks
2 313 (18.21%) Oracle
3 297 (17.28%) Microsoft
4 161 (9.37%) Informatica
5 145 (8.44%) Talend
6 75 (4.36%) SAP
7 68 (3.96%) Google
8 62 (3.61%) Denodo
9 43 (2.50%) IBM
10 42 (2.44%) ServiceNow
11 36 (2.09%) Salesforce
12 29 (1.69%) Alteryx
13 23 (1.34%) Sage
14 19 (1.11%) MuleSoft
15 18 (1.05%) Splunk
16 17 (0.99%) OpenAI
17 14 (0.81%) Palantir
18 12 (0.70%) Red Hat
19 11 (0.64%) ESRI
19 11 (0.64%) Teradata