Complex ETL Jobs in Scotland

Complex Extract, Transform and Load (ETL)
UK > Scotland

The table below provides summary statistics for permanent job vacancies advertised in Scotland requiring Complex ETL skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited Complex ETL over the 6 months leading up to 22 May 2025, comparing them to the same period in the previous two years.

6 months to
22 May 2025
Same period 2024 Same period 2023
Rank 159 - -
Rank change year-on-year - - -
Permanent jobs citing Complex ETL 1 0 0
As % of all permanent jobs advertised in Scotland 0.033% - -
As % of the Processes & Methodologies category 0.036% - -
Number of salaries quoted 0 0 0
Median annual salary (50th Percentile) - - -
UK median annual salary - - £65,000
% change year-on-year - - -18.75%

All Process and Methodology Skills
Scotland

Complex 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 2,784 6,184 4,326
As % of all permanent jobs advertised in Scotland 92.68% 92.17% 94.37%
Number of salaries quoted 1,331 2,395 2,156
10th Percentile £31,000 £28,750 £32,494
25th Percentile £40,375 £40,000 £42,000
Median annual salary (50th Percentile) £52,000 £52,500 £57,500
Median % change year-on-year -0.95% -8.70% +4.55%
75th Percentile £61,250 £65,000 £72,500
90th Percentile £82,500 £80,000 £85,000
UK median annual salary £57,500 £55,000 £61,000
% change year-on-year +4.55% -9.84% +1.67%

Complex ETL
Job Vacancy Trend in Scotland

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

Job vacancy trend for Complex ETL in Scotland

Complex ETL
Salary Trend in Scotland

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

Salary trend for Complex ETL in Scotland

Complex 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 Complex ETL within the Scotland region over the 6 months to 22 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
Glasgow - 1 - - 1
Complex ETL
UK

Complex 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 1 (100.00%) Apache Spark
Cloud Services
1 1 (100.00%) AWS
1 1 (100.00%) Snowflake
Database & Business Intelligence
1 1 (100.00%) Amazon Redshift
1 1 (100.00%) Apache Cassandra
1 1 (100.00%) Apache Hive
1 1 (100.00%) Apache Iceberg
1 1 (100.00%) Big Data
1 1 (100.00%) DynamoDB
1 1 (100.00%) Impala
1 1 (100.00%) NoSQL
1 1 (100.00%) Redshift Spectrum
1 1 (100.00%) Relational Database
1 1 (100.00%) SQL Server
General
1 1 (100.00%) Banking
1 1 (100.00%) Finance
1 1 (100.00%) Inclusion and Diversity
1 1 (100.00%) Investment Banking
1 1 (100.00%) Law
1 1 (100.00%) Publishing
Job Titles
1 1 (100.00%) Python Engineer
1 1 (100.00%) Python Software Engineer
1 1 (100.00%) Software Engineer
Libraries, Frameworks & Software Standards
1 1 (100.00%) Kafka
Processes & Methodologies
1 1 (100.00%) Agile
1 1 (100.00%) Analytics
1 1 (100.00%) Artificial Intelligence
1 1 (100.00%) Business Intelligence
1 1 (100.00%) Data Analytics
1 1 (100.00%) Data Design
1 1 (100.00%) Decision-Making
1 1 (100.00%) ETL
1 1 (100.00%) Machine Learning
1 1 (100.00%) Operational Stability
1 1 (100.00%) Problem-Solving
1 1 (100.00%) SDLC
1 1 (100.00%) Software Engineering
1 1 (100.00%) Tech Ops
Programming Languages
1 1 (100.00%) Python
1 1 (100.00%) SQL
Quality Assurance & Compliance
1 1 (100.00%) Data Quality
Vendors
1 1 (100.00%) Databricks
1 1 (100.00%) Oracle