Period
to 28 January 2022

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 28 January 2022 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Scotland > Glasgow
6 months to
28 Jan 2022
Same period 2021 Same period 2020
Rank 66 80 94
Rank change year-on-year +14 +14 -9
Permanent jobs citing ETL 57 17 26
As % of all permanent jobs advertised in Glasgow 3.59% 1.70% 1.64%
As % of the Processes & Methodologies category 3.89% 1.80% 1.73%
Number of salaries quoted 44 11 22
10th Percentile £37,000 £36,250 £37,725
25th Percentile £42,528 £40,250 £40,000
Median annual salary (50th Percentile) £55,000 £48,500 £47,500
Median % change year-on-year +13.40% +2.11% +5.56%
75th Percentile £57,500 £62,500 £56,250
90th Percentile £65,000 £72,500 £60,778
Scotland median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

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 1,465 944 1,507
As % of all permanent IT jobs advertised in Glasgow 92.31% 94.31% 95.08%
Number of salaries quoted 902 665 1,083
10th Percentile £32,500 £32,500 £31,250
25th Percentile £40,000 £37,500 £36,250
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% -2.17%
75th Percentile £65,000 £61,250 £55,000
90th Percentile £77,500 £71,250 £62,500
Scotland median annual salary £50,000 £47,575 £45,000
% change year-on-year +5.10% +5.72% -

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 28 January 2022.

Salary histogram for ETL in Glasgow

For the 6 months to 28 January 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 38 (66.67%) SQL
2 30 (52.63%) Data Warehouse
3 29 (50.88%) Analytics
4 23 (40.35%) Business Intelligence
5 22 (38.60%) Azure
5 22 (38.60%) Social Skills
6 21 (36.84%) Problem-Solving
7 20 (35.09%) Data Pipeline
7 20 (35.09%) Microsoft
7 20 (35.09%) Python
8 19 (33.33%) Power Platform
8 19 (33.33%) Power BI
9 18 (31.58%) Data Integration
10 17 (29.82%) Data Engineering
11 15 (26.32%) Data Modelling
12 14 (24.56%) Oracle
12 14 (24.56%) SQL Server
12 14 (24.56%) SQL Server Integration Services
13 13 (22.81%) Data Analytics
13 13 (22.81%) Visualisation
13 13 (22.81%) Databricks
14 12 (21.05%) Metadata Management
14 12 (21.05%) Metadata
14 12 (21.05%) Talend
15 11 (19.30%) Netezza
15 11 (19.30%) Migration
16 10 (17.54%) Data Governance
16 10 (17.54%) Big Data
16 10 (17.54%) CI/CD
16 10 (17.54%) Project Delivery

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 10 (17.54%) Apache Spark
2 9 (15.79%) Apache Airflow
3 8 (14.04%) CMS
4 5 (8.77%) Luigi
5 4 (7.02%) SharePoint
6 3 (5.26%) Apache Pig
7 2 (3.51%) Apache
Business Applications
1 1 (1.75%) Dynamics CRM
1 1 (1.75%) Oracle Receivables
1 1 (1.75%) Unit4 Business World
Cloud Services
1 22 (38.60%) Azure
2 19 (33.33%) Power Platform
3 9 (15.79%) AWS
3 9 (15.79%) Azure Data Factory
4 6 (10.53%) GCP
5 5 (8.77%) Amazon Kinesis
6 4 (7.02%) GitHub
6 4 (7.02%) Snowflake
7 3 (5.26%) Azure Synapse Analytics
8 2 (3.51%) Azure Logic Apps
8 2 (3.51%) dbt
8 2 (3.51%) Dynamics 365
9 1 (1.75%) Amazon EMR
9 1 (1.75%) AWS CloudFormation
9 1 (1.75%) Google Data Studio
9 1 (1.75%) IaaS
9 1 (1.75%) PaaS
9 1 (1.75%) SaaS
Communications & Networking
1 1 (1.75%) DHCP
1 1 (1.75%) DMZ
1 1 (1.75%) DNS
1 1 (1.75%) VPN
Database & Business Intelligence
1 30 (52.63%) Data Warehouse
2 19 (33.33%) Power BI
3 14 (24.56%) SQL Server
3 14 (24.56%) SQL Server Integration Services
4 12 (21.05%) Metadata
5 10 (17.54%) Big Data
5 10 (17.54%) Data Lake
6 8 (14.04%) Relational Database
7 7 (12.28%) Azure SQL Data Warehouse
7 7 (12.28%) Azure SQL Database
8 5 (8.77%) Tableau
9 4 (7.02%) Hadoop
9 4 (7.02%) RDBMS
9 4 (7.02%) SQL Server Reporting Services
10 3 (5.26%) IBM InfoSphere
10 3 (5.26%) Looker
10 3 (5.26%) QlikView
10 3 (5.26%) Spotfire
11 2 (3.51%) Apache Hive
11 2 (3.51%) Oracle Database
Development Applications
1 4 (7.02%) Jenkins
2 3 (5.26%) Git (software)
3 1 (1.75%) Maven
3 1 (1.75%) Oracle Forms
3 1 (1.75%) SonarQube
3 1 (1.75%) Spinnaker
3 1 (1.75%) SQL Server Management Studio (SSMS)
General
1 22 (38.60%) Social Skills
2 8 (14.04%) Analytical Skills
3 7 (12.28%) Advertising
3 7 (12.28%) Retail
4 5 (8.77%) Organisational Skills
5 4 (7.02%) Finance
5 4 (7.02%) Local Government
6 3 (5.26%) Public Sector
7 2 (3.51%) Police
8 1 (1.75%) Legal
8 1 (1.75%) Manufacturing
Job Titles
1 19 (33.33%) Data Engineer
2 7 (12.28%) Developer
3 5 (8.77%) Analyst
3 5 (8.77%) Architect
4 4 (7.02%) Data Architect
4 4 (7.02%) DBA
4 4 (7.02%) ETL Developer
4 4 (7.02%) Migration Engineer
5 3 (5.26%) Administrator
5 3 (5.26%) Analyst Programmer
5 3 (5.26%) Business Intelligence Lead
5 3 (5.26%) Programmer
5 3 (5.26%) Senior Data Engineer
6 2 (3.51%) Business Developer
6 2 (3.51%) Business Intelligence Developer
6 2 (3.51%) Data Analyst
6 2 (3.51%) Data Migration Engineer
6 2 (3.51%) Data Scientist
6 2 (3.51%) Head of Business Intelligence
6 2 (3.51%) SharePoint Engineer
Libraries, Frameworks & Software Standards
1 7 (12.28%) Kafka
2 3 (5.26%) PySpark
3 2 (3.51%) Apache Beam
3 2 (3.51%) OLE
3 2 (3.51%) Velocity
4 1 (1.75%) ADO
4 1 (1.75%) Middleware
4 1 (1.75%) Pandas
Miscellaneous
1 8 (14.04%) Hybrid Cloud
2 7 (12.28%) Data Structures
3 4 (7.02%) Management Information System
4 3 (5.26%) Podcast
5 2 (3.51%) Algorithms
5 2 (3.51%) Enterprise Software
6 1 (1.75%) Cloud Native
6 1 (1.75%) Data Centre
6 1 (1.75%) FMCG
6 1 (1.75%) PKI
Operating Systems
1 1 (1.75%) Linux
1 1 (1.75%) Windows
Processes & Methodologies
1 29 (50.88%) Analytics
2 23 (40.35%) Business Intelligence
3 21 (36.84%) Problem-Solving
4 20 (35.09%) Data Pipeline
5 18 (31.58%) Data Integration
6 17 (29.82%) Data Engineering
7 15 (26.32%) Data Modelling
8 13 (22.81%) Data Analytics
8 13 (22.81%) Visualisation
9 12 (21.05%) Metadata Management
10 11 (19.30%) Migration
11 10 (17.54%) CI/CD
11 10 (17.54%) Data Governance
11 10 (17.54%) Project Delivery
12 9 (15.79%) Agile Software Development
12 9 (15.79%) Data Visualisation
13 8 (14.04%) Content Management
13 8 (14.04%) Enterprise Content Management
13 8 (14.04%) ETL Development
14 7 (12.28%) Software Delivery
Programming Languages
1 38 (66.67%) SQL
2 20 (35.09%) Python
3 8 (14.04%) PL/SQL
4 7 (12.28%) T-SQL
5 3 (5.26%) Java
6 2 (3.51%) R
7 1 (1.75%) Bash
7 1 (1.75%) PowerShell
7 1 (1.75%) Scala
Qualifications
1 3 (5.26%) Degree
2 2 (3.51%) Security Cleared
Quality Assurance & Compliance
1 8 (14.04%) Data Quality
2 5 (8.77%) Accessibility
2 5 (8.77%) QA
3 1 (1.75%) GDPR
System Software
1 3 (5.26%) Docker
Systems Management
1 3 (5.26%) Kubernetes
1 3 (5.26%) Terraform
2 1 (1.75%) Ansible
Vendors
1 20 (35.09%) Microsoft
2 14 (24.56%) Oracle
3 13 (22.81%) Databricks
4 12 (21.05%) Talend
5 11 (19.30%) Netezza
6 5 (8.77%) RedGate
7 4 (7.02%) Informatica
8 3 (5.26%) MicroStrategy
9 2 (3.51%) Google
9 2 (3.51%) Salesforce.com
9 2 (3.51%) Serena
10 1 (1.75%) Cloudera
10 1 (1.75%) Hortonworks