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 4 January 2026, with comparisons to the same periods in the previous two years.

6 months to
4 Jan 2026
Same period 2025 Same period 2024
Rank 119 90 98
Rank change year-on-year -29 +8 +50
Permanent jobs citing ETL 39 64 83
As % of all permanent jobs in Yorkshire 1.18% 2.00% 2.64%
As % of the Processes & Methodologies category 1.47% 2.23% 2.90%
Number of salaries quoted 33 32 73
10th Percentile £41,400 £42,500 £32,500
25th Percentile £53,750 £45,872 £39,000
Median annual salary (50th Percentile) £60,000 £62,500 £50,000
Median % change year-on-year -4.00% +25.00% -28.00%
75th Percentile £72,500 £71,250 £77,500
90th Percentile £83,750 £87,500 £91,047
England median annual salary £65,000 £65,000 £61,500
% change year-on-year - +5.69% -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 2,651 2,875 2,862
As % of all permanent jobs advertised in Yorkshire 80.16% 89.90% 90.94%
Number of salaries quoted 1,530 1,131 2,239
10th Percentile £27,500 £30,000 £28,794
25th Percentile £30,000 £41,000 £39,750
Median annual salary (50th Percentile) £47,500 £52,500 £52,500
Median % change year-on-year -9.52% - -4.55%
75th Percentile £69,375 £69,500 £67,500
90th Percentile £85,000 £81,250 £84,056
England median annual salary £55,000 £60,000 £60,000
% change year-on-year -8.33% - -4.00%

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 4 January 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 4 January 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 -20 30 £61,250 -2.00% 24
South Yorkshire -9 5 £57,500 +0.64% 24
North Yorkshire -6 3 £65,000 +7.44% 8
East Yorkshire - 1 £77,500 - 6
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 11 (28.21%) Apache Spark
2 10 (25.64%) Apache
3 4 (10.26%) Apache Airflow
4 2 (5.13%) Confluence
4 2 (5.13%) SharePoint
Applications
1 6 (15.38%) Microsoft Excel
Business Applications
1 2 (5.13%) Markit EDM
Cloud Services
1 16 (41.03%) AWS
2 14 (35.90%) Azure
3 8 (20.51%) Power Platform
3 8 (20.51%) SaaS
4 7 (17.95%) Amazon S3
4 7 (17.95%) AWS Lambda
4 7 (17.95%) dbt
4 7 (17.95%) Serverless
5 6 (15.38%) AWS CloudFormation
6 5 (12.82%) GCP
7 4 (10.26%) Azure Synapse Analytics
8 3 (7.69%) Amazon SQS
8 3 (7.69%) AWS Step Functions
8 3 (7.69%) Azure Data Factory
8 3 (7.69%) GitHub
9 2 (5.13%) Azure DevOps
9 2 (5.13%) Azure Logic Apps
9 2 (5.13%) Microsoft 365
9 2 (5.13%) Power Automate
9 2 (5.13%) PowerApps
Database & Business Intelligence
1 24 (61.54%) Data Warehouse
2 17 (43.59%) Data Lake
3 11 (28.21%) Amazon Redshift
4 8 (20.51%) Power BI
5 7 (17.95%) SQL Server Analysis Services
6 6 (15.38%) Metadata
7 5 (12.82%) SQL Server
7 5 (12.82%) SQL Server Reporting Services
8 4 (10.26%) Data Vault
8 4 (10.26%) SQL Server Integration Services
8 4 (10.26%) Tableau
9 3 (7.69%) Amazon Aurora
9 3 (7.69%) Apache Iceberg
9 3 (7.69%) OLAP
9 3 (7.69%) TIBCO EBX
10 2 (5.13%) BigQuery
10 2 (5.13%) Looker
10 2 (5.13%) Power Query
10 2 (5.13%) Relational Database
11 1 (2.56%) Amazon QuickSight
Development Applications
1 5 (12.82%) JIRA
2 3 (7.69%) Git
General
1 18 (46.15%) Social Skills
2 11 (28.21%) Analytical Skills
3 10 (25.64%) Finance
4 4 (10.26%) Tech for Good
5 1 (2.56%) Advertising
5 1 (2.56%) Law
5 1 (2.56%) Marketing
5 1 (2.56%) Public Sector
Job Titles
1 18 (46.15%) Data Engineer
1 18 (46.15%) Senior
2 14 (35.90%) Senior Data Engineer
3 6 (15.38%) Developer
4 5 (12.82%) Lead
5 4 (10.26%) Data Manager
6 3 (7.69%) Analyst
6 3 (7.69%) Architect
6 3 (7.69%) Lead Data Engineer
6 3 (7.69%) SQL Developer
7 2 (5.13%) Analyst Developer
7 2 (5.13%) Engineering Manager
7 2 (5.13%) ETL Developer
7 2 (5.13%) Insight Manager
7 2 (5.13%) SQL Analyst
8 1 (2.56%) AWS Engineer
8 1 (2.56%) Cloud Architect
8 1 (2.56%) Digital Analyst
8 1 (2.56%) Digital Marketing Analyst
8 1 (2.56%) Informatica Architect
Libraries, Frameworks & Software Standards
1 3 (7.69%) Pandas
2 1 (2.56%) JSON
2 1 (2.56%) PySpark
2 1 (2.56%) XML
Miscellaneous
1 3 (7.69%) Taxonomies
1 3 (7.69%) Virtual Team
2 2 (5.13%) Legacy Systems
2 2 (5.13%) Low-Code
3 1 (2.56%) Data Structures
3 1 (2.56%) Social Media
Processes & Methodologies
1 28 (71.79%) Data Modelling
2 19 (48.72%) Agile
2 19 (48.72%) Data Engineering
3 18 (46.15%) Business Intelligence
3 18 (46.15%) Data Pipeline
4 16 (41.03%) Mentoring
5 14 (35.90%) Analytics
5 14 (35.90%) Problem-Solving
6 13 (33.33%) CI/CD
7 12 (30.77%) Data Governance
7 12 (30.77%) Data Integration
7 12 (30.77%) Decision-Making
7 12 (30.77%) DevOps
8 11 (28.21%) Data Architecture
8 11 (28.21%) Data Science
9 10 (25.64%) Data Management
9 10 (25.64%) Stakeholder Management
10 8 (20.51%) Continuous Improvement
10 8 (20.51%) Migration
11 7 (17.95%) Data Migration
Programming Languages
1 34 (87.18%) SQL
2 20 (51.28%) Python
3 5 (12.82%) T-SQL
4 3 (7.69%) Data Analysis Expressions
4 3 (7.69%) Java
5 1 (2.56%) R
Qualifications
1 2 (5.13%) Microsoft Certification
2 1 (2.56%) AWS Certification
2 1 (2.56%) DBS Check
2 1 (2.56%) SC Cleared
2 1 (2.56%) Security Cleared
Quality Assurance & Compliance
1 12 (30.77%) Data Quality
2 1 (2.56%) GDPR
2 1 (2.56%) QA
System Software
1 3 (7.69%) Docker
Systems Management
1 3 (7.69%) Terraform
Vendors
1 10 (25.64%) Databricks
2 9 (23.08%) Microsoft
3 3 (7.69%) Informatica
3 3 (7.69%) TIBCO
4 2 (5.13%) Google
5 1 (2.56%) Talend