ETL Jobs in Scotland

Extract, Transform and Load (ETL)
UK > Scotland

The table below provides summary statistics for permanent job vacancies advertised in Scotland requiring ETL skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited ETL over the 6 months leading up to 14 May 2025, comparing them to the same period in the previous two years.

6 months to
14 May 2025
Same period 2024 Same period 2023
Rank 127 125 148
Rank change year-on-year -2 +23 -14
Permanent jobs citing ETL 34 174 82
As % of all permanent jobs advertised in Scotland 1.15% 2.60% 1.76%
As % of the Processes & Methodologies category 1.24% 2.82% 1.86%
Number of salaries quoted 18 37 56
10th Percentile £37,574 £38,250 £30,625
25th Percentile £45,000 £45,000 £39,000
Median annual salary (50th Percentile) £55,000 £60,000 £55,000
Median % change year-on-year -8.33% +9.09% -
75th Percentile £75,938 £73,250 £69,649
90th Percentile £93,778 £77,500 £79,857
UK median annual salary £62,500 £62,000 £65,000
% change year-on-year +0.81% -4.62% +8.33%

All Process and Methodology Skills
Scotland

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 Scotland.

Permanent vacancies with a requirement for process or methodology skills 2,741 6,180 4,397
As % of all permanent jobs advertised in Scotland 92.85% 92.45% 94.28%
Number of salaries quoted 1,350 2,400 2,209
10th Percentile £31,250 £28,750 £32,000
25th Percentile £43,813 £40,500 £42,000
Median annual salary (50th Percentile) £54,471 £52,500 £57,500
Median % change year-on-year +3.75% -8.70% +4.78%
75th Percentile £63,000 £65,000 £72,500
90th Percentile £82,958 £80,000 £85,000
UK median annual salary £57,500 £55,000 £61,000
% change year-on-year +4.55% -9.84% +1.67%

ETL
Job Vacancy Trend in Scotland

Job postings citing ETL as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for ETL in Scotland

ETL
Salary Trend in Scotland

3-month moving average salary quoted in jobs citing ETL in Scotland.

Salary trend for ETL in Scotland

ETL
Salary Histogram in Scotland

Salary distribution for jobs citing ETL in Scotland over the 6 months to 14 May 2025.

Salary histogram for ETL in Scotland

ETL
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Scotland region over the 6 months to 14 May 2025. 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
Edinburgh +32 22 £67,500 +3.85% 20
Glasgow +72 6 £63,750 +6.25% 13
Moray - 2 £40,101 -
East Ayrshire - 1 £40,101 -
South Ayrshire - 1 £40,101 -
Fife - 1 £40,101 -
ETL
UK

ETL
Co-occurring Skills and Capabilities in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 7 (20.59%) Apache
2 3 (8.82%) Apache Airflow
3 2 (5.88%) Apache Spark
3 2 (5.88%) Confluence
3 2 (5.88%) WebSphere
3 2 (5.88%) WebSphere Application Server
4 1 (2.94%) Oracle SOA Suite
Business Applications
1 1 (2.94%) Oracle EBS
Cloud Services
1 10 (29.41%) AWS
2 8 (23.53%) Azure
3 4 (11.76%) Amazon S3
4 3 (8.82%) Power Platform
4 3 (8.82%) SaaS
5 2 (5.88%) Amazon EC2
5 2 (5.88%) GCP
5 2 (5.88%) Snowflake
6 1 (2.94%) Amazon SageMaker
6 1 (2.94%) AWS Lambda
6 1 (2.94%) Azure Data Factory
6 1 (2.94%) Azure Synapse Analytics
6 1 (2.94%) OCI
6 1 (2.94%) PaaS
6 1 (2.94%) Serverless
Database & Business Intelligence
1 6 (17.65%) Data Warehouse
2 5 (14.71%) NoSQL
3 4 (11.76%) Relational Database
4 3 (8.82%) Azure SQL Database
4 3 (8.82%) Power BI
5 2 (5.88%) Amazon RDS
5 2 (5.88%) DB2
5 2 (5.88%) Hadoop
5 2 (5.88%) IBM InfoSphere
5 2 (5.88%) OLAP
5 2 (5.88%) Oracle ODI
5 2 (5.88%) RDBMS
6 1 (2.94%) Data Lake
6 1 (2.94%) Neo4j
6 1 (2.94%) Oracle Reports
6 1 (2.94%) PostgreSQL
6 1 (2.94%) Power Query
6 1 (2.94%) Star Schema
Development Applications
1 7 (20.59%) Eclipse
2 5 (14.71%) Eclipse RCP
3 2 (5.88%) JIRA
3 2 (5.88%) JUnit
4 1 (2.94%) Git
4 1 (2.94%) Oracle APEX
4 1 (2.94%) Oracle Forms
General
1 13 (38.24%) Analytical Skills
2 12 (35.29%) Social Skills
3 7 (20.59%) Finance
4 3 (8.82%) Marketing
4 3 (8.82%) Public Sector
5 2 (5.88%) Banking
5 2 (5.88%) Inclusion and Diversity
Job Titles
1 8 (23.53%) Data Engineer
2 7 (20.59%) Software Engineer
3 6 (17.65%) Data Manager
3 6 (17.65%) Senior
4 5 (14.71%) Analytics Manager
4 5 (14.71%) Data Analytics Manager
4 5 (14.71%) Developer
4 5 (14.71%) Junior
4 5 (14.71%) Junior Software Engineer
5 3 (8.82%) Senior Data Engineer
6 2 (5.88%) Azure SQL DBA
6 2 (5.88%) Business Analyst
6 2 (5.88%) Data Business Analyst
6 2 (5.88%) DBA
6 2 (5.88%) Informatica Engineer
6 2 (5.88%) Senior Business Analyst
6 2 (5.88%) SQL DBA
7 1 (2.94%) Java Developer
7 1 (2.94%) QA Engineer
7 1 (2.94%) Technical Manager
Libraries, Frameworks & Software Standards
1 5 (14.71%) CSS
1 5 (14.71%) HTML
1 5 (14.71%) JSP
1 5 (14.71%) Middleware
2 3 (8.82%) REST
3 2 (5.88%) ADO
3 2 (5.88%) IBM Integration Bus
3 2 (5.88%) J2EE
3 2 (5.88%) Java EE
3 2 (5.88%) SOAP
3 2 (5.88%) Web Services
3 2 (5.88%) XML
4 1 (2.94%) PySpark
Miscellaneous
1 2 (5.88%) Credit Risk
1 2 (5.88%) Distributed Systems
1 2 (5.88%) Onboarding
1 2 (5.88%) Private Cloud
2 1 (2.94%) Mainframe
2 1 (2.94%) Replication
Operating Systems
1 7 (20.59%) Linux
2 5 (14.71%) Windows
3 2 (5.88%) Unix
Processes & Methodologies
1 17 (50.00%) Analytics
2 13 (38.24%) Data Management
3 11 (32.35%) Business Intelligence
3 11 (32.35%) Data Engineering
4 10 (29.41%) Agile
5 9 (26.47%) Data Pipeline
5 9 (26.47%) Software Engineering
6 8 (23.53%) Decision-Making
6 8 (23.53%) Problem-Solving
6 8 (23.53%) Stakeholder Management
6 8 (23.53%) Visualisation
7 7 (20.59%) CI/CD
7 7 (20.59%) Data Integration
7 7 (20.59%) Data Modelling
7 7 (20.59%) Data Visualisation
7 7 (20.59%) Mentoring
7 7 (20.59%) SDLC
7 7 (20.59%) UML
7 7 (20.59%) Unit Testing
8 6 (17.65%) Data Analysis
Programming Languages
1 16 (47.06%) SQL
2 11 (32.35%) Python
3 8 (23.53%) Java
4 7 (20.59%) C#
5 5 (14.71%) Ada
5 5 (14.71%) Rust
6 2 (5.88%) JavaScript
6 2 (5.88%) PL/SQL
6 2 (5.88%) TypeScript
7 1 (2.94%) C++
7 1 (2.94%) Cypher
7 1 (2.94%) Data Analysis Expressions
7 1 (2.94%) Groovy
Qualifications
1 7 (20.59%) Degree
2 5 (14.71%) BPSS Clearance
3 2 (5.88%) PMI Certification
3 2 (5.88%) PMP
4 1 (2.94%) SC Cleared
4 1 (2.94%) Security Cleared
Quality Assurance & Compliance
1 2 (5.88%) Data Quality
2 1 (2.94%) GDPR
2 1 (2.94%) QA
Vendors
1 5 (14.71%) Oracle
2 2 (5.88%) Curam
2 2 (5.88%) Databricks
2 2 (5.88%) Google
2 2 (5.88%) Informatica
2 2 (5.88%) Microsoft
3 1 (2.94%) StreamSets