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 12 June 2024, comparing them to the same period in the previous two years.

6 months to
12 Jun 2024
Same period 2023 Same period 2022
Rank 142 152 160
Rank change year-on-year +10 +8 -52
Permanent jobs citing ETL 151 63 108
As % of all permanent jobs advertised in Scotland 2.21% 1.47% 1.70%
As % of the Processes & Methodologies category 2.47% 1.55% 1.87%
Number of salaries quoted 39 50 77
10th Percentile £40,750 £30,000 £35,500
25th Percentile £46,250 £38,438 £45,000
Median annual salary (50th Percentile) £65,000 £57,500 £55,000
Median % change year-on-year +13.04% +4.55% +10.00%
75th Percentile £73,250 £71,787 £65,000
90th Percentile £77,500 £82,548 £73,750
UK median annual salary £62,500 £65,000 £61,500
% change year-on-year -3.85% +5.69% +6.96%

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 6,115 4,054 5,784
As % of all permanent jobs advertised in Scotland 89.41% 94.68% 91.27%
Number of salaries quoted 2,571 2,031 2,895
10th Percentile £28,250 £32,000 £31,250
25th Percentile £40,000 £41,750 £41,250
Median annual salary (50th Percentile) £52,500 £57,500 £55,000
Median % change year-on-year -8.70% +4.55% +12.24%
75th Percentile £65,000 £72,500 £70,000
90th Percentile £80,000 £85,000 £83,000
UK median annual salary £55,000 £60,899 £60,000
% change year-on-year -9.69% +1.50% +9.09%

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 12 June 2024.

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 12 June 2024. 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 -11 110 £60,000 -10.45% 3
Lanarkshire +1 13 £42,500 -39.29% 1
Edinburgh +6 10 £65,000 +8.33% 5
Aberdeen - 7 - - 1
Stirling -4 2 £32,500 -
Dumfries and Galloway - 1 £42,500 -
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 30 (19.87%) Apache Spark
2 16 (10.60%) Apache
3 5 (3.31%) Tomcat
3 5 (3.31%) WebSphere
4 2 (1.32%) SharePoint
Applications
1 10 (6.62%) Microsoft Excel
Cloud Services
1 93 (61.59%) AWS
2 39 (25.83%) Azure
2 39 (25.83%) Cloud Computing
3 21 (13.91%) Power Platform
4 17 (11.26%) Azure DevOps
4 17 (11.26%) GCP
5 12 (7.95%) Azure Data Factory
6 5 (3.31%) IaaS
6 5 (3.31%) SaaS
7 4 (2.65%) PaaS
8 3 (1.99%) Azure Synapse Analytics
8 3 (1.99%) Snowflake
9 2 (1.32%) Fivetran
10 1 (0.66%) Power Automate
Database & Business Intelligence
1 43 (28.48%) Data Warehouse
2 34 (22.52%) NoSQL
3 21 (13.91%) Power BI
3 21 (13.91%) SQL Server
4 15 (9.93%) SQL Server Integration Services
5 14 (9.27%) Data Lake
6 9 (5.96%) SQL Server Reporting Services
7 8 (5.30%) BigQuery
7 8 (5.30%) Looker
7 8 (5.30%) Tableau
8 6 (3.97%) Azure SQL Database
8 6 (3.97%) Big Data
8 6 (3.97%) OLAP
8 6 (3.97%) PostgreSQL
8 6 (3.97%) SQL Server Analysis Services
9 5 (3.31%) Pentaho
10 3 (1.99%) Delta Lake
10 3 (1.99%) RDBMS
10 3 (1.99%) Relational Database
11 2 (1.32%) Amazon Redshift
Development Applications
1 6 (3.97%) Git
2 5 (3.31%) Bitbucket
2 5 (3.31%) JIRA
General
1 92 (60.93%) Inclusion and Diversity
2 89 (58.94%) Finance
3 88 (58.28%) Law
4 52 (34.44%) Legal
5 45 (29.80%) Marketing
6 26 (17.22%) Social Skills
7 12 (7.95%) Presentation Skills
8 10 (6.62%) Analytical Skills
9 7 (4.64%) Billing
10 5 (3.31%) Games
10 5 (3.31%) Manufacturing
11 3 (1.99%) Organisational Skills
12 1 (0.66%) Public Sector
Job Titles
1 69 (45.70%) Software Engineer
2 39 (25.83%) Data Engineer
3 38 (25.17%) Lead
4 35 (23.18%) Senior
5 33 (21.85%) AWS Engineer
5 33 (21.85%) AWS Software Engineer
6 30 (19.87%) Lead Software Engineer
6 30 (19.87%) Senior Software Engineer
7 12 (7.95%) Data Manager
7 12 (7.95%) Principal Data Engineer
7 12 (7.95%) Principal Engineer
7 12 (7.95%) Software Engineering Director
7 12 (7.95%) Technology Director
8 10 (6.62%) Engineering Manager
9 8 (5.30%) Database Engineer
10 5 (3.31%) Applications Engineer
10 5 (3.31%) Applications Support
10 5 (3.31%) Applications Support Engineer
10 5 (3.31%) Software Support Engineer
10 5 (3.31%) Support Engineer
Libraries, Frameworks & Software Standards
1 26 (17.22%) PySpark
2 12 (7.95%) Apache NiFi
3 5 (3.31%) Kafka
4 3 (1.99%) Middleware
5 2 (1.32%) GraphQL
5 2 (1.32%) REST
5 2 (1.32%) SOAP
6 1 (0.66%) React
6 1 (0.66%) Spring
6 1 (0.66%) Spring Boot
Miscellaneous
1 50 (33.11%) Algorithms
2 34 (22.52%) Onboarding
3 27 (17.88%) Product Ownership
4 15 (9.93%) Cloud Native
5 12 (7.95%) Taxonomies
6 7 (4.64%) Management Information System
7 5 (3.31%) Reference Data
8 4 (2.65%) Data Structures
9 2 (1.32%) Greenfield Project
10 1 (0.66%) IoT
10 1 (0.66%) Renewable Energy
10 1 (0.66%) Self-Motivation
Operating Systems
1 5 (3.31%) Linux
1 5 (3.31%) Unix
2 1 (0.66%) Android
2 1 (0.66%) Apple iOS
Processes & Methodologies
1 92 (60.93%) Agile
2 82 (54.30%) Software Engineering
3 74 (49.01%) Problem-Solving
4 72 (47.68%) Machine Learning
5 66 (43.71%) Data Pipeline
6 65 (43.05%) SDLC
7 64 (42.38%) Operational Stability
8 63 (41.72%) CI/CD
9 60 (39.74%) Artificial Intelligence
10 58 (38.41%) Decision-Making
11 56 (37.09%) Analytics
12 51 (33.77%) Data Modelling
13 48 (31.79%) Data Analysis
13 48 (31.79%) Data Engineering
13 48 (31.79%) Visualisation
14 39 (25.83%) Risk Management
15 37 (24.50%) Community of Practice
15 37 (24.50%) Continuous Improvement
16 34 (22.52%) Client Onboarding
16 34 (22.52%) KYC
Programming Languages
1 89 (58.94%) Python
2 80 (52.98%) SQL
3 38 (25.17%) Java
4 10 (6.62%) T-SQL
5 5 (3.31%) Shell Script
5 5 (3.31%) VBA
6 3 (1.99%) JavaScript
6 3 (1.99%) R
7 1 (0.66%) C#
7 1 (0.66%) Kotlin
7 1 (0.66%) PowerShell
7 1 (0.66%) Ruby
7 1 (0.66%) Scala
Qualifications
1 15 (9.93%) Degree
2 13 (8.61%) Computer Science Degree
3 1 (0.66%) Azure Certification
Quality Assurance & Compliance
1 37 (24.50%) Data Quality
2 15 (9.93%) QA
Systems Management
1 5 (3.31%) Grafana
1 5 (3.31%) ITRS Geneos
Vendors
1 60 (39.74%) Databricks
2 21 (13.91%) Microsoft
3 12 (7.95%) Google
4 10 (6.62%) Oracle
5 5 (3.31%) AppDynamics
5 5 (3.31%) CA
5 5 (3.31%) Splunk
5 5 (3.31%) Sybase