Period
to

The following table provides summary statistics for permanent job vacancies advertised in Glasgow 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 30 June 2022 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Scotland > Glasgow
6 months to
30 Jun 2022
Same period 2021 Same period 2020
Rank 68 69 80
Rank change year-on-year +1 +11 -29
Permanent jobs citing ETL 60 40 11
As % of all permanent jobs advertised in Glasgow 3.44% 2.81% 1.08%
As % of the Processes & Methodologies category 3.66% 3.06% 1.14%
Number of salaries quoted 38 31 7
10th Percentile £31,000 £36,250 £37,250
25th Percentile £45,000 £37,500 £38,750
Median annual salary (50th Percentile) £55,000 £45,000 £42,500
Median % change year-on-year +22.22% +5.88% -5.56%
75th Percentile £61,250 £56,625 £46,875
90th Percentile £65,000 £85,000 £48,800
Scotland median annual salary £55,000 £50,000 £44,250
% change year-on-year +10.00% +12.99% -1.67%

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 Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Permanent vacancies with a requirement for process or methodology skills 1,640 1,307 962
As % of all permanent IT jobs advertised in Glasgow 93.98% 91.72% 94.59%
Number of salaries quoted 809 874 665
10th Percentile £31,000 £32,500 £31,250
25th Percentile £38,386 £37,500 £37,500
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% -
75th Percentile £65,000 £60,000 £55,000
90th Percentile £77,500 £72,500 £62,500
Scotland median annual salary £55,000 £47,500 £47,500
% change year-on-year +15.79% - +5.56%

ETL
Job Vacancy Trend in Glasgow

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

Job vacancy trend for ETL in Glasgow

ETL
Salary Trend in Glasgow

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

Salary trend for ETL in Glasgow

ETL
Salary Histogram in Glasgow

Salary distribution for jobs citing ETL in Glasgow over the 6 months to 30 June 2022.

Salary histogram for ETL in Glasgow

For the 6 months to 30 June 2022, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Glasgow region with a requirement for ETL.

1 43 (71.67%) SQL
2 40 (66.67%) Data Pipeline
3 38 (63.33%) Social Skills
3 38 (63.33%) Python
4 37 (61.67%) Agile
5 36 (60.00%) Analytics
6 35 (58.33%) Azure
7 33 (55.00%) Problem-Solving
8 32 (53.33%) Business Intelligence
9 31 (51.67%) Microsoft
10 30 (50.00%) Apache Spark
11 29 (48.33%) Big Data
12 28 (46.67%) R
13 27 (45.00%) Data Analytics
14 25 (41.67%) Power BI
14 25 (41.67%) Power Platform
14 25 (41.67%) AWS
14 25 (41.67%) SQL Server
15 24 (40.00%) Data Architecture
16 22 (36.67%) Databricks
17 19 (31.67%) Data Warehouse
17 19 (31.67%) Data Management
18 18 (30.00%) Continuous Integration
18 18 (30.00%) Data Lake
19 17 (28.33%) Data Strategy
19 17 (28.33%) DevOps
19 17 (28.33%) CI/CD
19 17 (28.33%) Visualisation
20 16 (26.67%) Data Extraction
20 16 (26.67%) Advertising

ETL
Co-occurring IT Skills in Glasgow by Category

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

Application Platforms
1 30 (50.00%) Apache Spark
2 16 (26.67%) Apache Airflow
2 16 (26.67%) Luigi
3 11 (18.33%) Apache Pig
4 4 (6.67%) CMS
4 4 (6.67%) SharePoint
5 1 (1.67%) Apache
5 1 (1.67%) SAS
Business Applications
1 3 (5.00%) Dynamics CRM
Cloud Services
1 35 (58.33%) Azure
2 25 (41.67%) AWS
2 25 (41.67%) Power Platform
3 16 (26.67%) Amazon Kinesis
3 16 (26.67%) Snowflake
4 12 (20.00%) GCP
5 11 (18.33%) Azure DevOps
6 9 (15.00%) Azure Data Factory
7 6 (10.00%) Azure Synapse Analytics
8 5 (8.33%) dbt
9 4 (6.67%) Azure Logic Apps
9 4 (6.67%) Dynamics 365
10 1 (1.67%) Amazon EC2
10 1 (1.67%) AWS CloudFormation
Communications & Networking
1 1 (1.67%) RS-485
Database & Business Intelligence
1 29 (48.33%) Big Data
2 25 (41.67%) Power BI
2 25 (41.67%) SQL Server
3 19 (31.67%) Data Warehouse
4 18 (30.00%) Data Lake
5 13 (21.67%) Azure SQL Database
5 13 (21.67%) Relational Database
6 12 (20.00%) Hadoop
7 7 (11.67%) Tableau
8 5 (8.33%) NoSQL
9 4 (6.67%) Qlik Sense
10 3 (5.00%) Data Mining
10 3 (5.00%) Microsoft Analysis Services
10 3 (5.00%) SQL Server Analysis Services
11 2 (3.33%) Azure SQL Data Warehouse
11 2 (3.33%) OLAP
11 2 (3.33%) Oracle Database
11 2 (3.33%) RDBMS
12 1 (1.67%) Amazon RDS
12 1 (1.67%) Enterprise Data Warehouse
Development Applications
1 11 (18.33%) ER Studio
1 11 (18.33%) ERwin
1 11 (18.33%) JIRA
2 6 (10.00%) Jenkins
3 1 (1.67%) TeamCity
General
1 38 (63.33%) Social Skills
2 16 (26.67%) Advertising
3 11 (18.33%) Presentation Skills
4 10 (16.67%) Analytical Skills
5 6 (10.00%) Finance
6 4 (6.67%) Legal
7 2 (3.33%) Local Government
7 2 (3.33%) Police
7 2 (3.33%) Public Sector
8 1 (1.67%) Banking
8 1 (1.67%) Financial Institution
8 1 (1.67%) Retail
Job Titles
1 22 (36.67%) Data Engineer
2 14 (23.33%) Senior Data Engineer
3 11 (18.33%) Analytics Consultant
3 11 (18.33%) Business Intelligence Consultant
3 11 (18.33%) Consultant
3 11 (18.33%) Data Analytics Consultant
3 11 (18.33%) Data Consultant
4 9 (15.00%) Developer
5 5 (8.33%) SQL Developer
6 4 (6.67%) Junior
6 4 (6.67%) Junior Consultant
6 4 (6.67%) Migration Engineer
7 3 (5.00%) Architect
7 3 (5.00%) Azure Data Engineer
7 3 (5.00%) Azure Engineer
7 3 (5.00%) Business Intelligence Developer
7 3 (5.00%) Business Intelligence Lead
7 3 (5.00%) Implementation Manager
7 3 (5.00%) SharePoint Engineer
8 2 (3.33%) Senior Data Analytics Consultant
Libraries, Frameworks & Software Standards
1 16 (26.67%) Kafka
1 16 (26.67%) OLE
2 5 (8.33%) .NET
2 5 (8.33%) CSS
2 5 (8.33%) CSS3
2 5 (8.33%) HTML
2 5 (8.33%) HTML5
3 2 (3.33%) Velocity
4 1 (1.67%) Django
4 1 (1.67%) Node.js
4 1 (1.67%) Pandas
4 1 (1.67%) REST
4 1 (1.67%) SOAP
Miscellaneous
1 14 (23.33%) IoT
2 4 (6.67%) Hybrid Cloud
3 3 (5.00%) Management Information System
4 2 (3.33%) Algorithms
4 2 (3.33%) Enterprise Software
5 1 (1.67%) Analytical Mindset
5 1 (1.67%) Device Driver
5 1 (1.67%) Embedded Systems
5 1 (1.67%) Public Cloud
Processes & Methodologies
1 40 (66.67%) Data Pipeline
2 37 (61.67%) Agile
3 36 (60.00%) Analytics
4 33 (55.00%) Problem-Solving
5 32 (53.33%) Business Intelligence
6 27 (45.00%) Data Analytics
7 24 (40.00%) Data Architecture
8 19 (31.67%) Data Management
9 18 (30.00%) Continuous Integration
10 17 (28.33%) CI/CD
10 17 (28.33%) Data Strategy
10 17 (28.33%) DevOps
10 17 (28.33%) Visualisation
11 16 (26.67%) Continuous Delivery
11 16 (26.67%) Data Extraction
11 16 (26.67%) Data Modelling
12 15 (25.00%) Data Science
13 13 (21.67%) Kimball Methodology
14 12 (20.00%) Data Visualisation
14 12 (20.00%) Migration
Programming Languages
1 43 (71.67%) SQL
2 38 (63.33%) Python
3 28 (46.67%) R
4 7 (11.67%) Java
4 7 (11.67%) T-SQL
5 5 (8.33%) PowerShell
6 2 (3.33%) C
6 2 (3.33%) C++
7 1 (1.67%) PL/SQL
Qualifications
1 5 (8.33%) Degree
2 2 (3.33%) Security Cleared
Quality Assurance & Compliance
1 3 (5.00%) Data Quality
2 2 (3.33%) QA
System Software
1 5 (8.33%) Docker
Systems Management
1 5 (8.33%) Kubernetes
2 1 (1.67%) Opscode Chef
2 1 (1.67%) Terraform
Vendors
1 31 (51.67%) Microsoft
2 22 (36.67%) Databricks
3 9 (15.00%) Oracle
4 7 (11.67%) Google
5 1 (1.67%) Ab Initio
5 1 (1.67%) Informatica