ETL Contract Job Trends in the North West

Extract, Transform and Load (ETL)
England > North West

The table below provides summary statistics and contractor rates for jobs advertised in the North West requiring ETL skills. It covers contract job vacancies from the 6 months leading up to 27 August 2026, with comparisons to the same periods in the previous two years.

6 months to
27 Aug 2026
Same period 2025 Same period 2024
Rank 99 83 60
Rank change year-on-year -16 -23 +23
Contract jobs citing ETL 80 48 67
As % of all contract jobs in the North West 2.03% 2.15% 2.75%
As % of the Processes & Methodologies category 2.46% 2.43% 3.27%
Number of daily rates quoted 49 39 51
10th Percentile £304 £348 £376
25th Percentile £403 £361 £406
Median daily rate (50th Percentile) £470 £500 £485
Median % change year-on-year -6.00% +3.09% +2.11%
75th Percentile £550 £550 £588
90th Percentile £600 £628 £606
England median daily rate £500 £500 £513
% change year-on-year - -2.44% -5.09%
Number of hourly rates quoted 8 0 0
10th Percentile - - -
25th Percentile £29.96 - -
Median hourly rate £42.50 - -
75th Percentile £57.19 - -
90th Percentile £66.42 - -
England median hourly rate £33.98 £43.50 £46.50
% change year-on-year -21.90% -6.45% -34.51%

All Process & Methodology Skills
North West

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 the North West.

Contract vacancies with a requirement for process or methodology skills 3,257 1,977 2,048
As % of all contract IT jobs advertised in the North West 82.79% 88.69% 84.00%
Number of daily rates quoted 1,908 1,283 1,224
10th Percentile £293 £300 £310
25th Percentile £400 £375 £400
Median daily rate (50th Percentile) £500 £450 £500
Median % change year-on-year +11.11% -10.00% -
75th Percentile £591 £575 £588
90th Percentile £680 £669 £675
England median daily rate £525 £510 £525
% change year-on-year +2.94% -2.86% -4.55%
Number of hourly rates quoted 335 134 147
10th Percentile £16.50 £13.50 £10.95
25th Percentile £25.38 £17.44 £16.06
Median hourly rate £45.50 £25.15 £35.36
Median % change year-on-year +80.91% -28.87% +1.03%
75th Percentile £72.28 £52.50 £53.25
90th Percentile £84.50 £72.50 £70.90
England median hourly rate £43.96 £25.15 £42.50
% change year-on-year +74.79% -40.82% -

ETL
Job Vacancy Trend in the North West

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

ETL job vacancy trend in the North West

ETL
Daily Rate Trend in the North West

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

Contractor daily rate distribution trend for jobs in the North West citing ETL

ETL
Daily Rate Histogram in the North West

Daily rate distribution for jobs citing ETL in the North West over the 6 months to 27 August 2026.

Daily rate histogram for ETL in the North West

ETL
Hourly Rate Trend in the North West

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

Contractor hourly rate distribution trend for jobs in the North West citing ETL

ETL
Hourly Rate Histogram in the North West

Hourly rate distribution of jobs citing ETL in the North West over the 6 months to 27 August 2026.

Hourly rate histogram for ETL in the North West

ETL
Contract Job Locations in the North West

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the North West region over the 6 months to 27 August 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
Manchester +6 67 £475 -9.52% 52
Merseyside -15 5 £425 -15.00% 5
Cheshire -21 4 £452 +25.56% 6
Lancashire -11 1 - - 13
Cumbria - 1 - -
ETL
England

ETL
Co-Occurring Skills & Capabilities in the North West 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 10 (12.50%) Confluence
2 3 (3.75%) SAS
2 3 (3.75%) SharePoint
Business Applications
1 1 (1.25%) Odoo
Cloud Services
1 35 (43.75%) Azure
2 22 (27.50%) Power Platform
3 16 (20.00%) Azure Data Factory
4 14 (17.50%) AWS
5 10 (12.50%) Azure Synapse Analytics
5 10 (12.50%) Power Automate
5 10 (12.50%) Serverless
6 8 (10.00%) AWS Lambda
6 8 (10.00%) Snowflake
7 7 (8.75%) Microsoft Copilot
8 5 (6.25%) Amazon SageMaker
8 5 (6.25%) Azure AKS
8 5 (6.25%) Azure Machine Learning
8 5 (6.25%) Copilot Studio
8 5 (6.25%) GCP
8 5 (6.25%) Google Kubernetes Engine
8 5 (6.25%) PowerApps
8 5 (6.25%) Vertex AI
9 4 (5.00%) Azure DevOps
9 4 (5.00%) dbt
Database & Business Intelligence
1 34 (42.50%) Data Warehouse
2 21 (26.25%) Power BI
3 15 (18.75%) Data Lake
4 13 (16.25%) SQL Server
5 11 (13.75%) SQL Server Integration Services
6 10 (12.50%) Relational Database
7 7 (8.75%) Amazon Redshift
7 7 (8.75%) DataStage
8 6 (7.50%) BigQuery
8 6 (7.50%) Db2
8 6 (7.50%) Metadata
9 5 (6.25%) Azure SQL Data Warehouse
9 5 (6.25%) Power Query
10 4 (5.00%) Azure SQL Database
10 4 (5.00%) Snowflake Schema
10 4 (5.00%) SQL Server Reporting Services
11 3 (3.75%) PostgreSQL
11 3 (3.75%) SQL Server Analysis Services
11 3 (3.75%) Tableau
12 2 (2.50%) Data Mining
Development Applications
1 10 (12.50%) JIRA
2 5 (6.25%) Git
3 2 (2.50%) Zephyr
4 1 (1.25%) GitLab
4 1 (1.25%) Hudson
4 1 (1.25%) SonarQube
4 1 (1.25%) SQL Server Management Studio (SSMS)
4 1 (1.25%) Toad
General
1 30 (37.50%) Social Skills
2 19 (23.75%) Finance
3 18 (22.50%) Analytical Skills
4 15 (18.75%) Banking
5 8 (10.00%) Manufacturing
5 8 (10.00%) Public Sector
6 7 (8.75%) Retail
7 5 (6.25%) Law
8 2 (2.50%) Legal
9 1 (1.25%) Automotive
9 1 (1.25%) Marketing
9 1 (1.25%) Military
Job Titles
1 21 (26.25%) Data Engineer
2 19 (23.75%) Developer
3 9 (11.25%) Analyst
3 9 (11.25%) Senior
4 5 (6.25%) Business Intelligence Developer
4 5 (6.25%) DataStage Developer
4 5 (6.25%) Lead
4 5 (6.25%) Power BI Developer
5 4 (5.00%) Azure Engineer
5 4 (5.00%) Senior Data Engineer
6 3 (3.75%) Automation Specialist
6 3 (3.75%) Business Intelligence Analyst
6 3 (3.75%) Business Intelligence Business Analyst
6 3 (3.75%) Business Intelligence Project Manager
6 3 (3.75%) Data Business Analyst
6 3 (3.75%) Data Manager
6 3 (3.75%) Data Migration Lead
6 3 (3.75%) Data Warehouse Analyst
6 3 (3.75%) Data Warehouse Business Analyst
6 3 (3.75%) SQL Developer
Libraries, Frameworks & Software Standards
1 11 (13.75%) PySpark
2 10 (12.50%) Terraform
3 5 (6.25%) Langfuse
4 4 (5.00%) .NET
5 3 (3.75%) Kafka
5 3 (3.75%) RESTful
6 2 (2.50%) .NET Core
6 2 (2.50%) AngularJS
6 2 (2.50%) Node.js
6 2 (2.50%) Pandas
6 2 (2.50%) RabbitMQ
6 2 (2.50%) React
6 2 (2.50%) YAML
7 1 (1.25%) .NET Framework
7 1 (1.25%) Entity Framework
7 1 (1.25%) JSON
7 1 (1.25%) REST
7 1 (1.25%) Spring
7 1 (1.25%) Spring Boot
Miscellaneous
1 7 (8.75%) AI Agents
1 7 (8.75%) Data Structures
2 4 (5.00%) Cloud Native
2 4 (5.00%) Data Protection Act
3 3 (3.75%) Legacy Systems
3 3 (3.75%) Low-Code
3 3 (3.75%) Onboarding
4 2 (2.50%) AS400
4 2 (2.50%) Enterprise Software
4 2 (2.50%) iSeries
5 1 (1.25%) Analytical Mindset
5 1 (1.25%) FMCG
5 1 (1.25%) NHS
Operating Systems
1 7 (8.75%) Unix
2 1 (1.25%) Linux
Processes & Methodologies
1 40 (50.00%) Data Modelling
2 33 (41.25%) Analytics
2 33 (41.25%) Business Intelligence
3 29 (36.25%) Data Pipeline
4 26 (32.50%) Migration
5 23 (28.75%) Data Integration
6 22 (27.50%) CI/CD
7 19 (23.75%) Agile
7 19 (23.75%) Data Migration
8 18 (22.50%) AI
8 18 (22.50%) Data Engineering
8 18 (22.50%) Problem-Solving
9 17 (21.25%) DevOps
9 17 (21.25%) Validation
10 16 (20.00%) Performance Tuning
11 14 (17.50%) Stakeholder Management
12 13 (16.25%) Data Analysis
13 10 (12.50%) Data Reconciliation
13 10 (12.50%) ETL Development
14 9 (11.25%) Visualisation
Programming Languages
1 65 (81.25%) SQL
2 21 (26.25%) Python
3 9 (11.25%) T-SQL
4 7 (8.75%) Shell Script
5 6 (7.50%) PL/SQL
6 5 (6.25%) Data Analysis Expressions
7 4 (5.00%) C#
8 3 (3.75%) Java
9 2 (2.50%) JavaScript
9 2 (2.50%) PowerShell
Qualifications
1 13 (16.25%) Security Cleared
2 12 (15.00%) SC Cleared
3 5 (6.25%) BPSS Clearance
4 1 (1.25%) AWS Certification
4 1 (1.25%) AWS Certified Cloud Practitioner
4 1 (1.25%) Azure Certification
4 1 (1.25%) Degree
4 1 (1.25%) Microsoft Certification
Quality Assurance & Compliance
1 44 (55.00%) Data Quality
2 7 (8.75%) QA
3 4 (5.00%) GDPR
3 4 (5.00%) GRC
4 3 (3.75%) Sarbanes-Oxley
5 1 (1.25%) Accessibility
5 1 (1.25%) WCAG
System Software
1 3 (3.75%) Docker
Systems Management
1 3 (3.75%) Kubernetes
Vendors
1 15 (18.75%) Microsoft
2 11 (13.75%) Databricks
3 9 (11.25%) IBM
4 8 (10.00%) Oracle
4 8 (10.00%) Teradata
5 5 (6.25%) OpenAI
5 5 (6.25%) ServiceNow
6 4 (5.00%) Atlassian
6 4 (5.00%) Salesforce
6 4 (5.00%) SAP
7 3 (3.75%) Alteryx
7 3 (3.75%) Informatica
7 3 (3.75%) MuleSoft
8 2 (2.50%) DocuSign
9 1 (1.25%) EXASOL
9 1 (1.25%) Guidewire