ETL Contract Job Trends in England

Extract, Transform and Load (ETL)
UK > England

The table below provides summary statistics and contractor rates for jobs advertised in England requiring ETL skills. It covers contract job vacancies from the 6 months leading up to 23 April 2026, with comparisons to the same periods in the previous two years.

6 months to
23 Apr 2026
Same period 2025 Same period 2024
Rank 66 82 94
Rank change year-on-year +16 +12 +6
Contract jobs citing ETL 1,407 764 874
As % of all contract jobs in England 3.54% 3.11% 2.34%
As % of the Processes & Methodologies category 4.16% 3.41% 2.71%
Number of daily rates quoted 1,047 523 671
10th Percentile £358 £358 £375
25th Percentile £413 £428 £425
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -2.33%
75th Percentile £588 £625 £638
90th Percentile £688 £700 £725
UK median daily rate £500 £504 £525
% change year-on-year -0.79% -4.00% -
Number of hourly rates quoted 14 9 14
10th Percentile £35.53 £49.25 £28.54
25th Percentile £48.43 £60.25 £35.00
Median hourly rate £61.00 £78.70 £49.50
Median % change year-on-year -22.49% +58.99% +13.45%
75th Percentile £73.37 £98.56 £53.25
90th Percentile £80.75 £102.00 £63.70
UK median hourly rate £62.50 £60.50 £49.50
% change year-on-year +3.31% +22.22% +13.62%

All Process & Methodology Skills
England

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 in England.

Contract vacancies with a requirement for process or methodology skills 33,832 22,384 32,276
As % of all contract IT jobs advertised in England 85.21% 91.08% 86.56%
Number of daily rates quoted 21,627 14,686 21,247
10th Percentile £315 £310 £300
25th Percentile £413 £413 £413
Median daily rate (50th Percentile) £505 £525 £525
Median % change year-on-year -3.81% - -4.55%
75th Percentile £614 £638 £650
90th Percentile £725 £750 £750
UK median daily rate £500 £521 £525
% change year-on-year -4.03% -0.76% -4.55%
Number of hourly rates quoted 2,111 905 2,227
10th Percentile £15.38 £14.79 £12.86
25th Percentile £20.35 £18.51 £15.91
Median hourly rate £42.50 £31.00 £35.00
Median % change year-on-year +37.10% -11.43% -6.67%
75th Percentile £67.25 £63.75 £58.75
90th Percentile £78.75 £75.00 £72.47
UK median hourly rate £39.50 £29.90 £35.00
% change year-on-year +32.11% -14.57% -6.67%

ETL
Job Vacancy Trend in England

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

ETL job vacancy trend in England

ETL
Daily Rate Trend in England

Contractor daily rate distribution trend for jobs in England citing ETL.

Contractor daily rate distribution trend for jobs in England citing ETL

ETL
Daily Rate Histogram in England

Daily rate distribution for jobs citing ETL in England over the 6 months to 23 April 2026.

Daily rate histogram for ETL in England

ETL
Hourly Rate Trend in England

Contractor hourly rate distribution trend for jobs in England citing ETL.

Contractor hourly rate distribution trend for jobs in England citing ETL

ETL
Hourly Rate Histogram in England

Hourly rate distribution of jobs citing ETL in England over the 6 months to 23 April 2026.

Hourly rate histogram for ETL in England

ETL
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the England region over the 6 months to 23 April 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
London +24 754 £513 -4.38% 142
Midlands +23 227 £469 -1.26% 55
West Midlands +29 194 £469 -5.54% 42
North of England -16 171 £460 -0.54% 63
South East -18 99 £475 -9.52% 79
North West -11 90 £449 -5.58% 40
South West -18 67 £525 +5.00% 31
Yorkshire -23 65 £500 +42.86% 16
East of England +2 44 £500 +2.56% 17
East Midlands -20 33 £478 +16.46% 13
North East -13 15 £525 +10.53% 8
ETL
UK

ETL
Co-Occurring Skills & Capabilities in England 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
1 130 (9.24%) Apache Spark
2 104 (7.39%) Apache Airflow
3 70 (4.98%) Apache
4 65 (4.62%) SAS
5 36 (2.56%) Confluence
6 15 (1.07%) SharePoint
7 12 (0.85%) Oracle Application Server
8 9 (0.64%) Appian
8 9 (0.64%) Oracle Workflow
9 7 (0.50%) Oracle SOA Suite
9 7 (0.50%) Tomcat
10 6 (0.43%) Microsoft Exchange
10 6 (0.43%) nginx
11 4 (0.28%) Camunda
11 4 (0.28%) Palantir Foundry
12 3 (0.21%) Jupyter
12 3 (0.21%) WebLogic
12 3 (0.21%) WebSphere
13 2 (0.14%) Apache Synapse
13 2 (0.14%) ArcGIS
Applications
1 44 (3.13%) Microsoft Excel
2 9 (0.64%) Spreadsheet
3 7 (0.50%) MS Visio
4 6 (0.43%) Microsoft Office
5 5 (0.36%) Microsoft Project
5 5 (0.36%) Notepad++
6 4 (0.28%) Microsoft PowerPoint
7 3 (0.21%) Trello
8 2 (0.14%) Chatbot
9 1 (0.071%) Oracle Smart View
9 1 (0.071%) SPSS
Business Applications
1 14 (1.00%) Oracle ERP
1 14 (1.00%) SAP S/4HANA
2 13 (0.92%) Oracle Payables
2 13 (0.92%) Oracle Subledger Accounting
3 9 (0.64%) Dynamics CRM
4 8 (0.57%) Oracle EBS
4 8 (0.57%) Oracle General Ledger
4 8 (0.57%) Oracle Receivables
5 6 (0.43%) Oracle Assets
5 6 (0.43%) Oracle Procure-to-Pay
5 6 (0.43%) Sage X3
6 5 (0.36%) BambooHR
6 5 (0.36%) Maximo
6 5 (0.36%) Oracle 11i
7 4 (0.28%) Aladdin
7 4 (0.28%) Salesforce CRM
7 4 (0.28%) Sparx Enterprise Architect
8 3 (0.21%) NetSuite
8 3 (0.21%) Oracle EBS R12
8 3 (0.21%) Workday HCM
Cloud Services
1 579 (41.15%) Azure
2 420 (29.85%) AWS
3 340 (24.16%) Power Platform
4 222 (15.78%) Azure Data Factory
5 163 (11.58%) Azure Synapse Analytics
6 162 (11.51%) GCP
7 134 (9.52%) Amazon S3
7 134 (9.52%) Snowflake
8 115 (8.17%) Azure DevOps
9 111 (7.89%) Serverless
10 98 (6.97%) GitHub
11 88 (6.25%) dbt
12 83 (5.90%) AWS Lambda
13 48 (3.41%) Collibra
14 45 (3.20%) AWS CloudFormation
15 40 (2.84%) GitHub Actions
16 30 (2.13%) Power Automate
16 30 (2.13%) SaaS
17 23 (1.63%) Amazon CloudWatch
18 22 (1.56%) AWS Step Functions
Communications & Networking
1 10 (0.71%) Firewall
2 5 (0.36%) PuTTY
2 5 (0.36%) VPN
2 5 (0.36%) WinSCP
3 4 (0.28%) HTTP
4 2 (0.14%) Hyperconnected
5 1 (0.071%) 4G
5 1 (0.071%) 5G
5 1 (0.071%) DSL
5 1 (0.071%) SMS
Database & Business Intelligence
1 423 (30.06%) Data Warehouse
2 318 (22.60%) Power BI
3 214 (15.21%) Data Lake
4 177 (12.58%) SQL Server
5 143 (10.16%) Metadata
6 98 (6.97%) SQL Server Integration Services
7 94 (6.68%) Tableau
8 85 (6.04%) Amazon Redshift
9 83 (5.90%) Delta Lake
10 81 (5.76%) Azure SQL Database
11 76 (5.40%) Big Data
12 74 (5.26%) Relational Database
13 71 (5.05%) NoSQL
14 70 (4.98%) Pentaho
15 63 (4.48%) PostgreSQL
16 59 (4.19%) Snowflake Schema
17 56 (3.98%) BigQuery
18 53 (3.77%) Amazon Athena
19 48 (3.41%) Star Schema
20 47 (3.34%) Oracle Reports
Development Applications
1 157 (11.16%) Git
2 121 (8.60%) JIRA
3 70 (4.98%) GitLab
4 64 (4.55%) Jenkins
5 39 (2.77%) Postman
6 26 (1.85%) Zephyr
7 24 (1.71%) MLflow
8 19 (1.35%) Selenium
9 11 (0.78%) ERwin
10 7 (0.50%) JMeter
10 7 (0.50%) REST Assured
11 5 (0.36%) Bitbucket
11 5 (0.36%) Cucumber
11 5 (0.36%) TestRail
12 4 (0.28%) Gatling
12 4 (0.28%) LoadRunner
12 4 (0.28%) NeoLoad
12 4 (0.28%) PowerDesigner
12 4 (0.28%) Toad
12 4 (0.28%) Visual Studio
General
1 385 (27.36%) Social Skills
2 382 (27.15%) Finance
3 241 (17.13%) Analytical Skills
4 124 (8.81%) Public Sector
5 99 (7.04%) Banking
6 28 (1.99%) Documentation Skills
7 24 (1.71%) Financial Institution
8 23 (1.63%) Marketing
9 22 (1.56%) Legal
10 21 (1.49%) Retail
11 16 (1.14%) Inclusion and Diversity
12 14 (1.00%) Law
12 14 (1.00%) Telecoms
13 11 (0.78%) Manufacturing
14 10 (0.71%) Presentation Skills
15 9 (0.64%) Influencing Skills
16 7 (0.50%) Front Office
16 7 (0.50%) General Ledger
16 7 (0.50%) Military
16 7 (0.50%) Pharmaceutical
Job Titles
1 575 (40.87%) Data Engineer
2 192 (13.65%) Developer
3 162 (11.51%) Senior
4 158 (11.23%) Lead
5 142 (10.09%) Architect
6 129 (9.17%) Analyst
7 108 (7.68%) Senior Data Engineer
8 81 (5.76%) Data Analyst
9 80 (5.69%) Data Architect
10 47 (3.34%) Business Intelligence Developer
11 43 (3.06%) Azure Engineer
12 37 (2.63%) Snowflake Engineer
13 35 (2.49%) AWS Engineer
14 33 (2.35%) Azure Data Engineer
14 33 (2.35%) Snowflake Data Engineer
15 32 (2.27%) AWS Data Engineer
15 32 (2.27%) Lead Data Engineer
16 30 (2.13%) Consultant
17 29 (2.06%) Senior Developer
18 27 (1.92%) Solutions Architect
Libraries, Frameworks & Software Standards
1 157 (11.16%) PySpark
2 130 (9.24%) Kafka
3 79 (5.61%) REST
4 41 (2.91%) Pandas
5 36 (2.56%) .NET
6 35 (2.49%) JSON
7 33 (2.35%) XML
8 26 (1.85%) RESTful
9 24 (1.71%) Oracle Fusion
10 21 (1.49%) Middleware
10 21 (1.49%) NumPy
11 19 (1.35%) Great Expectations
11 19 (1.35%) OAuth
12 18 (1.28%) PyTorch
12 18 (1.28%) Spring
13 17 (1.21%) YAML
14 16 (1.14%) pytest
14 16 (1.14%) Spring Boot
14 16 (1.14%) Web Services
15 15 (1.07%) scikit-learn
Miscellaneous
1 119 (8.46%) Cloud Native
2 95 (6.75%) Data Structures
3 72 (5.12%) Legacy Systems
4 34 (2.42%) Onboarding
5 30 (2.13%) Distributed Computing
6 28 (1.99%) Product Ownership
7 22 (1.56%) Management Information System
8 21 (1.49%) Greenfield Project
9 18 (1.28%) Data Protection Act
10 17 (1.21%) Hybrid Cloud
11 16 (1.14%) Analytical Mindset
11 16 (1.14%) Clustering
11 16 (1.14%) Distributed Systems
12 15 (1.07%) NHS
13 13 (0.92%) AI Agents
13 13 (0.92%) Low-Code
14 12 (0.85%) Public Cloud
14 12 (0.85%) Reference Data
15 11 (0.78%) Reinsurance
15 11 (0.78%) Self-Motivation
Operating Systems
1 28 (1.99%) Unix
2 19 (1.35%) Linux
3 14 (1.00%) Windows
4 7 (0.50%) Windows Server
5 6 (0.43%) Solaris
5 6 (0.43%) Windows Server 2008
5 6 (0.43%) Windows Server 2019
6 5 (0.36%) Red Hat Enterprise Linux
7 4 (0.28%) VMS
8 3 (0.21%) Windows Server 2016
Processes & Methodologies
1 678 (48.19%) Data Modelling
2 576 (40.94%) Analytics
3 521 (37.03%) Data Pipeline
4 461 (32.76%) Data Engineering
5 425 (30.21%) Business Intelligence
6 387 (27.51%) CI/CD
7 340 (24.16%) Agile
8 325 (23.10%) Migration
9 318 (22.60%) Data Governance
10 315 (22.39%) DevOps
11 281 (19.97%) Problem-Solving
12 256 (18.19%) Validation
13 222 (15.78%) Data Architecture
14 220 (15.64%) Data Migration
15 207 (14.71%) Data Integration
16 204 (14.50%) AI
17 190 (13.50%) Decision-Making
18 161 (11.44%) Test Automation
19 152 (10.80%) Performance Tuning
20 144 (10.23%) Stakeholder Management
Programming Languages
1 944 (67.09%) SQL
2 600 (42.64%) Python
3 121 (8.60%) Java
4 66 (4.69%) Data Analysis Expressions
5 63 (4.48%) C#
6 61 (4.34%) PL/SQL
7 58 (4.12%) T-SQL
8 54 (3.84%) Scala
9 34 (2.42%) JavaScript
10 29 (2.06%) PowerShell
11 20 (1.42%) Shell Script
12 19 (1.35%) R
13 18 (1.28%) Bash
13 18 (1.28%) TypeScript
14 17 (1.21%) Bicep
15 9 (0.64%) PHP
16 8 (0.57%) Go
16 8 (0.57%) SAS Macro
16 8 (0.57%) VBA
17 6 (0.43%) Kotlin
Qualifications
1 350 (24.88%) Security Cleared
2 285 (20.26%) SC Cleared
3 86 (6.11%) Degree
4 52 (3.70%) Computer Science Degree
5 41 (2.91%) Azure Certification
6 28 (1.99%) Master's Degree
7 24 (1.71%) AWS Certification
8 23 (1.63%) BPSS Clearance
9 21 (1.49%) ISTQB
10 11 (0.78%) DV Cleared
10 11 (0.78%) Microsoft Certification
11 6 (0.43%) SnowPro
11 6 (0.43%) TOGAF Certification
12 4 (0.28%) AWS Certified Solutions Architect
12 4 (0.28%) PMP
13 3 (0.21%) ISTQB Advanced Certification
14 2 (0.14%) CISA
14 2 (0.14%) CISSP
14 2 (0.14%) Microsoft Certified Professional
14 2 (0.14%) PMI Certification
Quality Assurance & Compliance
1 480 (34.12%) Data Quality
2 133 (9.45%) QA
3 103 (7.32%) GDPR
4 22 (1.56%) IFRS
5 20 (1.42%) Sarbanes-Oxley
6 17 (1.21%) IFRS 17
7 14 (1.00%) Accessibility
8 12 (0.85%) PMO
9 9 (0.64%) SLA
10 8 (0.57%) FATCA
11 6 (0.43%) California Consumer Privacy Act
11 6 (0.43%) GRC
12 5 (0.36%) GAAP
12 5 (0.36%) ISO/IEC 27001
13 4 (0.28%) Actionable Recommendations
13 4 (0.28%) HIPAA
13 4 (0.28%) IFRS 9
13 4 (0.28%) MiFID
13 4 (0.28%) SNOMED CT
14 3 (0.21%) NIST
System Software
1 120 (8.53%) Docker
2 6 (0.43%) Oracle RAC
3 5 (0.36%) Active Directory Lightweight Directory Services
3 5 (0.36%) HDFS
3 5 (0.36%) VMware Infrastructure
4 4 (0.28%) VMware ESXi
5 3 (0.21%) Active Directory
6 1 (0.071%) Apache Flume
6 1 (0.071%) RACF
6 1 (0.071%) Virtual Machines
Systems Management
1 139 (9.88%) Terraform
2 120 (8.53%) Kubernetes
3 18 (1.28%) Grafana
4 16 (1.14%) Prometheus
5 15 (1.07%) Ansible
6 5 (0.36%) Control-M
7 4 (0.28%) Oracle RMAN
8 3 (0.21%) Foglight
9 2 (0.14%) HP ALM
9 2 (0.14%) SCCM
10 1 (0.071%) HP Fortify
10 1 (0.071%) HP Quality Center
10 1 (0.071%) IBM Guardium
10 1 (0.071%) Kibana
10 1 (0.071%) logstash
10 1 (0.071%) Tivoli
Vendors
1 285 (20.26%) Databricks
2 262 (18.62%) Microsoft
3 229 (16.28%) Oracle
4 131 (9.31%) Informatica
5 108 (7.68%) Talend
6 64 (4.55%) SAP
7 51 (3.62%) Denodo
8 50 (3.55%) Google
9 48 (3.41%) ServiceNow
10 29 (2.06%) Salesforce
11 28 (1.99%) IBM
12 24 (1.71%) MuleSoft
13 19 (1.35%) Sage
13 19 (1.35%) Workday
14 18 (1.28%) Splunk
15 15 (1.07%) Alteryx
16 13 (0.92%) Ab Initio
17 11 (0.78%) OpenAI
17 11 (0.78%) Palantir
18 10 (0.71%) Teradata