ETL Job Trends in Yorkshire

Extract, Transform and Load (ETL)
England > Yorkshire

The table below provides summary statistics and salary benchmarking for jobs advertised in Yorkshire requiring ETL skills. It covers permanent job vacancies from the 6 months leading up to 7 August 2026, with comparisons to the same periods in the previous two years.

6 months to
7 Aug 2026
Same period 2025 Same period 2024
Rank 136 124 142
Rank change year-on-year -12 +18 0
Permanent jobs citing ETL 56 46 54
As % of all permanent jobs in Yorkshire 0.77% 1.30% 1.04%
As % of the Processes & Methodologies category 1.15% 1.46% 1.33%
Number of salaries quoted 45 44 34
10th Percentile £41,350 £40,000 £37,199
25th Percentile £46,250 £52,085 £44,738
Median annual salary (50th Percentile) £66,805 £60,000 £50,000
Median % change year-on-year +11.34% +20.00% -9.09%
75th Percentile £83,750 £75,313 £61,938
90th Percentile £95,000 £85,250 £76,850
England median annual salary £65,000 £62,500 £68,500
% change year-on-year +4.00% -8.76% +5.38%

All Process & Methodology Skills
Yorkshire

ETL falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring process or methodology skills in Yorkshire.

Permanent vacancies with a requirement for process or methodology skills 4,871 3,159 4,067
As % of all permanent jobs advertised in Yorkshire 67.08% 89.19% 78.60%
Number of salaries quoted 3,520 1,531 2,600
10th Percentile £30,000 £25,750 £29,731
25th Percentile £40,000 £31,000 £38,890
Median annual salary (50th Percentile) £51,000 £47,500 £50,000
Median % change year-on-year +7.37% -5.00% -8.90%
75th Percentile £70,000 £66,250 £65,000
90th Percentile £85,922 £80,000 £78,750
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -12.00%

ETL
Job Vacancy Trend in Yorkshire

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

ETL job vacancy trend in Yorkshire

ETL
Salary Trend in Yorkshire

Salary distribution trend for jobs in Yorkshire citing ETL.

Salary distribution trend for jobs in Yorkshire citing ETL

ETL
Salary Histogram in Yorkshire

Salary distribution for jobs citing ETL in Yorkshire over the 6 months to 7 August 2026.

Salary histogram for ETL in Yorkshire

ETL
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Yorkshire region over the 6 months to 7 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
West Yorkshire -28 35 £63,500 +5.83% 11
South Yorkshire -28 12 £82,500 +70.98% 2
East Yorkshire -13 4 £47,750 -16.96% 1
North Yorkshire - 3 £85,000 - 1
ETL
England

ETL
Co-Occurring Skills & Capabilities in Yorkshire 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 6 (10.71%) Apache Spark
2 4 (7.14%) Apache Airflow
3 3 (5.36%) Apache
4 1 (1.79%) CMS
4 1 (1.79%) SharePoint
Applications
1 2 (3.57%) Microsoft Excel
1 2 (3.57%) Spreadsheet
Business Applications
1 2 (3.57%) Dynamics CRM
2 1 (1.79%) Magento
2 1 (1.79%) Shopify
Cloud Services
1 42 (75.00%) Azure
2 26 (46.43%) Azure Data Factory
3 22 (39.29%) AWS
4 20 (35.71%) Power Platform
5 15 (26.79%) GCP
6 14 (25.00%) Azure Synapse Analytics
7 13 (23.21%) Azure DevOps
8 11 (19.64%) Azure Logic Apps
8 11 (19.64%) Serverless
9 10 (17.86%) Azure Monitor
10 9 (16.07%) Azure Functions
11 3 (5.36%) Azure Machine Learning
11 3 (5.36%) dbt
11 3 (5.36%) SaaS
11 3 (5.36%) Snowflake
12 2 (3.57%) GitHub
12 2 (3.57%) PowerApps
13 1 (1.79%) AWS Lambda
13 1 (1.79%) Dynamics 365
13 1 (1.79%) Power Automate
Database & Business Intelligence
1 41 (73.21%) Data Warehouse
2 19 (33.93%) Power BI
3 12 (21.43%) BigQuery
4 11 (19.64%) Amazon Redshift
4 11 (19.64%) Spark SQL
5 10 (17.86%) Data Lake
6 8 (14.29%) SQL Server
6 8 (14.29%) SQL Server Integration Services
7 7 (12.50%) Metadata
8 4 (7.14%) SQL Server Reporting Services
9 3 (5.36%) Azure SQL Data Warehouse
9 3 (5.36%) Relational Database
9 3 (5.36%) Tableau
10 2 (3.57%) Amazon QuickSight
10 2 (3.57%) Azure SQL Database
10 2 (3.57%) Big Data
10 2 (3.57%) Power Query
10 2 (3.57%) Star Schema
11 1 (1.79%) DataStage
11 1 (1.79%) PowerCenter
Development Applications
1 2 (3.57%) SQL Server Management Studio (SSMS)
2 1 (1.79%) Git
2 1 (1.79%) JIRA
2 1 (1.79%) MLflow
General
1 22 (39.29%) Social Skills
2 16 (28.57%) Analytical Skills
3 7 (12.50%) Finance
4 2 (3.57%) Advertising
4 2 (3.57%) Documentation Skills
4 2 (3.57%) Local Government
4 2 (3.57%) Manufacturing
4 2 (3.57%) Public Sector
5 1 (1.79%) Banking
5 1 (1.79%) Financial Institution
5 1 (1.79%) Legal
5 1 (1.79%) Legal Technology
5 1 (1.79%) Retail
Job Titles
1 32 (57.14%) Data Engineer
2 21 (37.50%) Lead
3 14 (25.00%) Lead Data Engineer
4 12 (21.43%) Azure Engineer
5 10 (17.86%) Senior
6 9 (16.07%) Azure Platform Engineer
6 9 (16.07%) Cloud Platform Engineer
6 9 (16.07%) Platform Engineer
7 8 (14.29%) Senior Data Engineer
8 6 (10.71%) Architect
8 6 (10.71%) Developer
9 3 (5.36%) Analyst
9 3 (5.36%) Business Intelligence Developer
9 3 (5.36%) Data Analyst
9 3 (5.36%) Data Analytics Architect
9 3 (5.36%) Data Architect
9 3 (5.36%) Lead Architect
9 3 (5.36%) Lead Solutions Architect
9 3 (5.36%) Solutions Architect
9 3 (5.36%) SQL Developer
Libraries, Frameworks & Software Standards
1 15 (26.79%) PySpark
2 11 (19.64%) REST
3 10 (17.86%) ARM Templates
4 3 (5.36%) Kafka
5 2 (3.57%) .NET
5 2 (3.57%) SOAP
6 1 (1.79%) .NET Core
6 1 (1.79%) .NET Framework
6 1 (1.79%) LangChain
6 1 (1.79%) LlamaIndex
6 1 (1.79%) pgvector
6 1 (1.79%) PyTorch
6 1 (1.79%) RabbitMQ
6 1 (1.79%) scikit-learn
6 1 (1.79%) TensorFlow
Miscellaneous
1 8 (14.29%) Analytical Mindset
2 4 (7.14%) Cloud Native
3 3 (5.36%) Legacy Systems
4 2 (3.57%) Data Structures
4 2 (3.57%) Management Information System
5 1 (1.79%) Clustering
5 1 (1.79%) Greenfield Project
5 1 (1.79%) Onboarding
5 1 (1.79%) Public Cloud
5 1 (1.79%) Replication
Processes & Methodologies
1 33 (58.93%) Data Modelling
2 32 (57.14%) Data Engineering
3 25 (44.64%) Data Governance
4 24 (42.86%) Analytics
4 24 (42.86%) Data Pipeline
5 21 (37.50%) Business Intelligence
6 20 (35.71%) DevOps
7 18 (32.14%) CI/CD
8 15 (26.79%) Agile
8 15 (26.79%) Performance Tuning
9 14 (25.00%) Data Architecture
9 14 (25.00%) Decision-Making
10 13 (23.21%) Computer Science
10 13 (23.21%) Data Integration
10 13 (23.21%) Infrastructure as Code
10 13 (23.21%) Mentoring
11 11 (19.64%) Cost Optimisation
12 10 (17.86%) Stakeholder Management
12 10 (17.86%) Test Automation
13 9 (16.07%) Release Management
Programming Languages
1 45 (80.36%) SQL
2 37 (66.07%) Python
3 9 (16.07%) Java
4 7 (12.50%) Scala
5 5 (8.93%) Data Analysis Expressions
5 5 (8.93%) T-SQL
6 4 (7.14%) PowerShell
7 3 (5.36%) C#
8 1 (1.79%) Bicep
8 1 (1.79%) R
Qualifications
1 13 (23.21%) Computer Science Degree
1 13 (23.21%) Degree
2 3 (5.36%) Security Cleared
3 2 (3.57%) Master's Degree
3 2 (3.57%) SC Cleared
4 1 (1.79%) Microsoft Certification
Quality Assurance & Compliance
1 21 (37.50%) Data Quality
2 13 (23.21%) GDPR
3 1 (1.79%) California Consumer Privacy Act
3 1 (1.79%) QA
Systems Management
1 11 (19.64%) Terraform
Vendors
1 20 (35.71%) Databricks
2 14 (25.00%) Microsoft
3 5 (8.93%) Informatica
4 2 (3.57%) Google
4 2 (3.57%) Salesforce
4 2 (3.57%) SAP
5 1 (1.79%) Cloudera
5 1 (1.79%) Dell
5 1 (1.79%) Foundry
5 1 (1.79%) Nintex
5 1 (1.79%) Oracle
5 1 (1.79%) ServiceNow
5 1 (1.79%) Teradata
5 1 (1.79%) WooCommerce