ETL Jobs in Scotland

Extract, Transform and Load (ETL)
UK > Scotland

The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 9 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
9 May 2024
Same period 2023 Same period 2022
Rank 132 145 132
Rank change year-on-year +13 -13 -7
Permanent jobs citing ETL 174 79 117
As % of all permanent jobs advertised in Scotland 2.60% 1.71% 2.03%
As % of the Processes & Methodologies category 2.81% 1.81% 2.23%
Number of salaries quoted 37 53 82
10th Percentile £35,000 £30,250 £40,606
25th Percentile £41,250 £39,000 £45,000
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - +10.00%
75th Percentile £73,250 £69,649 £65,000
90th Percentile £77,500 £81,143 £73,750
UK median annual salary £60,000 £65,000 £60,000
% change year-on-year -7.69% +8.33% +4.35%

All Process and Methodology Skills
Scotland

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Scotland with a requirement for process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 6,198 4,353 5,243
As % of all permanent jobs advertised in Scotland 92.47% 94.24% 90.91%
Number of salaries quoted 2,412 2,184 2,772
10th Percentile £28,750 £32,114 £30,500
25th Percentile £40,500 £41,938 £40,000
Median annual salary (50th Percentile) £52,500 £57,500 £53,000
Median % change year-on-year -8.70% +8.49% +8.16%
75th Percentile £65,000 £73,574 £67,500
90th Percentile £80,000 £85,000 £82,500
UK median annual salary £55,000 £61,180 £60,000
% change year-on-year -10.10% +1.97% +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 9 May 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 9 May 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 -7 138 £60,000 -10.45% 4
Lanarkshire +5 13 £42,500 - 1
Edinburgh +6 9 £65,000 +18.18% 7
Aberdeen - 6 - -
Stirling -3 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 39 (22.41%) Apache Spark
2 25 (14.37%) Apache
3 5 (2.87%) Tomcat
3 5 (2.87%) WebSphere
4 2 (1.15%) SharePoint
Applications
1 10 (5.75%) Microsoft Excel
Cloud Services
1 117 (67.24%) AWS
2 47 (27.01%) Cloud Computing
3 35 (20.11%) Azure
4 24 (13.79%) Power Platform
5 18 (10.34%) GCP
6 14 (8.05%) Azure DevOps
7 9 (5.17%) Azure Data Factory
8 6 (3.45%) SaaS
9 5 (2.87%) IaaS
10 4 (2.30%) PaaS
11 3 (1.72%) Azure Synapse Analytics
11 3 (1.72%) Snowflake
12 2 (1.15%) Fivetran
13 1 (0.57%) Power Automate
Database & Business Intelligence
1 44 (25.29%) NoSQL
2 42 (24.14%) Data Warehouse
3 24 (13.79%) Power BI
3 24 (13.79%) SQL Server
4 18 (10.34%) SQL Server Integration Services
5 14 (8.05%) Big Data
6 13 (7.47%) Data Lake
7 9 (5.17%) SQL Server Reporting Services
8 8 (4.60%) BigQuery
8 8 (4.60%) Looker
8 8 (4.60%) Tableau
9 6 (3.45%) Azure SQL Database
9 6 (3.45%) OLAP
9 6 (3.45%) PostgreSQL
9 6 (3.45%) SQL Server Analysis Services
10 5 (2.87%) Pentaho
11 4 (2.30%) RDBMS
11 4 (2.30%) Relational Database
12 3 (1.72%) Delta Lake
13 2 (1.15%) MySQL
Development Applications
1 6 (3.45%) Git
2 5 (2.87%) Bitbucket
2 5 (2.87%) JIRA
3 1 (0.57%) JUnit
General
1 119 (68.39%) Inclusion and Diversity
2 114 (65.52%) Law
3 112 (64.37%) Finance
4 62 (35.63%) Marketing
5 61 (35.06%) Legal
6 24 (13.79%) Social Skills
7 21 (12.07%) Presentation Skills
8 10 (5.75%) Analytical Skills
9 7 (4.02%) Billing
10 5 (2.87%) Games
10 5 (2.87%) Manufacturing
11 3 (1.72%) Organisational Skills
11 3 (1.72%) Retail
12 1 (0.57%) Public Sector
Job Titles
1 87 (50.00%) Software Engineer
2 46 (26.44%) Lead
3 43 (24.71%) Data Engineer
4 39 (22.41%) Senior
5 38 (21.84%) Lead Software Engineer
5 38 (21.84%) Senior Software Engineer
6 33 (18.97%) AWS Engineer
6 33 (18.97%) AWS Software Engineer
7 21 (12.07%) Software Engineering Director
7 21 (12.07%) Technology Director
8 13 (7.47%) Principal Engineer
9 12 (6.90%) Data Manager
9 12 (6.90%) Principal Data Engineer
10 9 (5.17%) Big Data Engineer
10 9 (5.17%) Big Data Software Engineer
10 9 (5.17%) Engineering Manager
11 8 (4.60%) Database Engineer
12 5 (2.87%) Applications Engineer
12 5 (2.87%) Applications Support Engineer
12 5 (2.87%) Software Support Engineer
Libraries, Frameworks & Software Standards
1 34 (19.54%) PySpark
2 22 (12.64%) Apache NiFi
3 6 (3.45%) Kafka
4 3 (1.72%) Middleware
5 2 (1.15%) GraphQL
5 2 (1.15%) REST
5 2 (1.15%) SOAP
6 1 (0.57%) Web Services
Miscellaneous
1 58 (33.33%) Algorithms
2 42 (24.14%) Onboarding
3 36 (20.69%) Product Ownership
4 25 (14.37%) Cloud Native
5 21 (12.07%) Taxonomies
6 7 (4.02%) Management Information System
7 5 (2.87%) Reference Data
8 4 (2.30%) Data Structures
9 1 (0.57%) Distributed Systems
9 1 (0.57%) IoT
9 1 (0.57%) Self-Motivation
Operating Systems
1 6 (3.45%) Linux
2 5 (2.87%) Unix
Processes & Methodologies
1 108 (62.07%) Agile
1 108 (62.07%) Software Engineering
2 98 (56.32%) Machine Learning
3 90 (51.72%) Problem-Solving
4 82 (47.13%) SDLC
5 81 (46.55%) Data Pipeline
5 81 (46.55%) Operational Stability
6 78 (44.83%) CI/CD
7 76 (43.68%) Artificial Intelligence
8 72 (41.38%) Decision-Making
9 66 (37.93%) Data Analysis
10 60 (34.48%) Analytics
11 58 (33.33%) Data Modelling
12 56 (32.18%) Visualisation
13 54 (31.03%) Data Engineering
14 48 (27.59%) Risk Management
15 45 (25.86%) Community of Practice
16 42 (24.14%) Client Onboarding
16 42 (24.14%) Continuous Improvement
16 42 (24.14%) KYC
Programming Languages
1 113 (64.94%) Python
2 87 (50.00%) SQL
3 46 (26.44%) Java
4 13 (7.47%) T-SQL
5 5 (2.87%) Shell Script
5 5 (2.87%) VBA
6 3 (1.72%) R
7 2 (1.15%) JavaScript
7 2 (1.15%) Scala
8 1 (0.57%) Bash
8 1 (0.57%) C#
8 1 (0.57%) Go
8 1 (0.57%) PL/SQL
8 1 (0.57%) PowerShell
8 1 (0.57%) Ruby
Qualifications
1 15 (8.62%) Degree
2 13 (7.47%) Computer Science Degree
3 1 (0.57%) Azure Certification
Quality Assurance & Compliance
1 44 (25.29%) Data Quality
2 12 (6.90%) QA
3 1 (0.57%) SLA
System Software
1 1 (0.57%) Docker
Systems Management
1 5 (2.87%) Grafana
1 5 (2.87%) ITRS Geneos
2 1 (0.57%) Kubernetes
2 1 (0.57%) Rancher
Vendors
1 74 (42.53%) Databricks
2 18 (10.34%) Microsoft
3 13 (7.47%) Google
4 10 (5.75%) Oracle
5 5 (2.87%) AppDynamics
5 5 (2.87%) CA
5 5 (2.87%) Splunk
5 5 (2.87%) Sybase
6 1 (0.57%) Dell
6 1 (0.57%) Informatica
6 1 (0.57%) StreamSets