Period
to

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for AWS skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited AWS over the 6 months to 23 May 2022 with a comparison to the same period in the previous 2 years.

Amazon Web Services (AWS)
Scotland > Glasgow
6 months to
23 May 2022
Same period 2021 Same period 2020
Rank 10 12 22
Rank change year-on-year +2 +10 +8
Permanent jobs citing AWS 243 168 113
As % of all permanent jobs advertised in Glasgow 15.32% 13.02% 9.61%
As % of the Cloud Services category 35.79% 38.36% 32.29%
Number of salaries quoted 88 131 77
10th Percentile £38,150 £37,500 £37,500
25th Percentile £44,688 £40,000 £40,000
Median annual salary (50th Percentile) £57,500 £47,500 £49,000
Median % change year-on-year +21.05% -3.06% -2.00%
75th Percentile £68,750 £63,750 £60,000
90th Percentile £81,625 £71,250 £67,500
Scotland median annual salary £60,000 £52,500 £53,750
% change year-on-year +14.29% -2.33% +7.50%

AWS is in the Cloud Services 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 cloud computing skills.

All Cloud Skills
Glasgow
Permanent vacancies with a requirement for cloud computing skills 679 438 350
As % of all permanent IT jobs advertised in Glasgow 42.81% 33.95% 29.76%
Number of salaries quoted 397 351 260
10th Percentile £27,000 £31,250 £29,750
25th Percentile £36,250 £37,500 £37,250
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% -
75th Percentile £66,250 £58,625 £56,250
90th Percentile £77,500 £71,250 £65,000
Scotland median annual salary £55,000 £47,500 £48,000
% change year-on-year +15.79% -1.04% +6.67%

AWS
Job Vacancy Trend in Glasgow

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

Job vacancy trend for AWS in Glasgow

AWS
Salary Trend in Glasgow

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

Salary trend for AWS in Glasgow

AWS
Salary Histogram in Glasgow

Salary distribution for jobs citing AWS in Glasgow over the 6 months to 23 May 2022.

Salary histogram for AWS in Glasgow

For the 6 months to 23 May 2022, IT jobs citing AWS 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 AWS.

1 137 (56.38%) Azure
2 128 (52.67%) Agile
3 76 (31.28%) Software Engineering
4 72 (29.63%) React
5 70 (28.81%) Social Skills
6 66 (27.16%) GCP
7 63 (25.93%) Java
8 60 (24.69%) Continuous Integration
9 59 (24.28%) Microsoft
10 53 (21.81%) JavaScript
11 50 (20.58%) CI/CD
12 48 (19.75%) SQL
12 48 (19.75%) DevOps
12 48 (19.75%) Git (software)
13 44 (18.11%) Python
14 43 (17.70%) .NET
14 43 (17.70%) Analytics
15 42 (17.28%) Security Cleared
16 41 (16.87%) Microsoft 365
16 41 (16.87%) TypeScript
17 40 (16.46%) Data Analytics
18 39 (16.05%) TDD
18 39 (16.05%) Docker
19 38 (15.64%) SC Cleared
19 38 (15.64%) Artificial Intelligence
20 37 (15.23%) Advertising
20 37 (15.23%) C#
21 36 (14.81%) Google
22 35 (14.40%) OLE
22 35 (14.40%) PowerShell

AWS
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 26 (10.70%) SharePoint
2 24 (9.88%) SharePoint 2013
3 21 (8.64%) Apache Spark
4 19 (7.82%) Elasticsearch
5 11 (4.53%) Apache Airflow
6 10 (4.12%) Luigi
7 8 (3.29%) Apache Pig
8 4 (1.65%) MS Exchange
9 3 (1.23%) Umbraco
10 2 (0.82%) Confluence
10 2 (0.82%) IIS
11 1 (0.41%) Apache
11 1 (0.41%) CMS
11 1 (0.41%) Jupyter
11 1 (0.41%) nginx
11 1 (0.41%) SAS
Applications
1 6 (2.47%) InVision
1 6 (2.47%) Sketch
1 6 (2.47%) Zeplin
2 2 (0.82%) MS Visio
3 1 (0.41%) Microsoft Excel
3 1 (0.41%) Microsoft Office
3 1 (0.41%) Microsoft Project
Business Applications
1 5 (2.06%) Sentinel
2 1 (0.41%) Dynamics CRM
2 1 (0.41%) Oracle ERP
2 1 (0.41%) Unit4 Business World
Cloud Services
1 137 (56.38%) Azure
2 66 (27.16%) GCP
3 41 (16.87%) Microsoft 365
4 30 (12.35%) Power Platform
5 27 (11.11%) Cloud Computing
6 24 (9.88%) OneDrive
6 24 (9.88%) Yammer
7 19 (7.82%) SaaS
8 15 (6.17%) npm
9 10 (4.12%) Amazon ECS
9 10 (4.12%) Amazon Kinesis
9 10 (4.12%) Snowflake
10 8 (3.29%) Amazon CloudWatch
10 8 (3.29%) AWS CloudFormation
10 8 (3.29%) Virtual Private Cloud
11 7 (2.88%) Amazon EC2
11 7 (2.88%) AWS CodeDeploy
11 7 (2.88%) Serverless
12 6 (2.47%) Amazon EKS
12 6 (2.47%) Amazon GuardDuty
Communications & Networking
1 14 (5.76%) Firewall
2 5 (2.06%) DHCP
2 5 (2.06%) DNS
2 5 (2.06%) Network Security
3 4 (1.65%) SAN
4 3 (1.23%) TCP/IP
4 3 (1.23%) VPN
5 2 (0.82%) Internet
6 1 (0.41%) BGP
6 1 (0.41%) BIG-IP
6 1 (0.41%) EIGRP
6 1 (0.41%) F5 BIG-IP GTM
6 1 (0.41%) F5 BIG-IP LTM
6 1 (0.41%) Intrusion Detection
6 1 (0.41%) LAN
6 1 (0.41%) OSPF
6 1 (0.41%) SSH
6 1 (0.41%) SSL
6 1 (0.41%) WAN
6 1 (0.41%) Wireless
Database & Business Intelligence
1 32 (13.17%) Relational Database
2 26 (10.70%) SQL Server
3 20 (8.23%) Big Data
3 20 (8.23%) MongoDB
4 16 (6.58%) MySQL
5 12 (4.94%) Amazon RDS
5 12 (4.94%) Redis
6 11 (4.53%) Hadoop
7 7 (2.88%) Data Warehouse
7 7 (2.88%) Tableau
8 6 (2.47%) Power BI
9 5 (2.06%) Firebird
10 4 (1.65%) Data Lake
10 4 (1.65%) NoSQL
11 2 (0.82%) DB2
12 1 (0.41%) BusinessObjects
12 1 (0.41%) Data Mart
12 1 (0.41%) Data Mining
12 1 (0.41%) RDBMS
12 1 (0.41%) SQL Server Integration Services
Development Applications
1 48 (19.75%) Git (software)
2 21 (8.64%) Jenkins
3 16 (6.58%) Postman
4 15 (6.17%) webpack
5 11 (4.53%) JIRA
6 10 (4.12%) NUnit
7 9 (3.70%) Grunt
7 9 (3.70%) Selenium
8 8 (3.29%) Atlassian Bamboo
8 8 (3.29%) Bitbucket
9 6 (2.47%) Cypress.io
9 6 (2.47%) GitLab
10 5 (2.06%) git-flow
10 5 (2.06%) Mocha
10 5 (2.06%) Octopus Deploy
10 5 (2.06%) Rhino Mocks
10 5 (2.06%) Sinon.JS
10 5 (2.06%) TestCafe
11 4 (1.65%) ER Studio
11 4 (1.65%) SonarQube
General
1 70 (28.81%) Social Skills
2 37 (15.23%) Advertising
3 33 (13.58%) Finance
4 15 (6.17%) Public Sector
5 10 (4.12%) Analytical Skills
6 6 (2.47%) Presentation Skills
6 6 (2.47%) Publishing
7 5 (2.06%) Banking
7 5 (2.06%) Retail
8 4 (1.65%) Manufacturing
9 3 (1.23%) Games
9 3 (1.23%) Inclusion and Diversity
9 3 (1.23%) Marketing
10 2 (0.82%) Back Office
11 1 (0.41%) Electronics
11 1 (0.41%) Financial Institution
11 1 (0.41%) Law
11 1 (0.41%) Legal
11 1 (0.41%) Organisational Skills
11 1 (0.41%) Telecoms
Job Titles
1 92 (37.86%) Developer
2 40 (16.46%) Senior Developer
3 38 (15.64%) Software Engineer
4 24 (9.88%) Java Developer
4 24 (9.88%) Senior SharePoint Developer
4 24 (9.88%) SharePoint Developer
5 20 (8.23%) Architect
6 16 (6.58%) DevOps Engineer
7 15 (6.17%) Lead Software Engineer
8 14 (5.76%) Data Engineer
9 13 (5.35%) Analyst
10 12 (4.94%) PHP Developer
10 12 (4.94%) Senior PHP Developer
11 11 (4.53%) Junior
11 11 (4.53%) React Developer
12 10 (4.12%) .NET Developer
12 10 (4.12%) Software Developer
12 10 (4.12%) Solutions Architect
13 8 (3.29%) Senior Analyst
13 8 (3.29%) Test Engineer
Libraries, Frameworks & Software Standards
1 72 (29.63%) React
2 43 (17.70%) .NET
3 35 (14.40%) OLE
4 34 (13.99%) Redux
4 34 (13.99%) Spring
5 31 (12.76%) REST
6 25 (10.29%) HTML
7 23 (9.47%) ASP.NET
8 22 (9.05%) GraphQL
9 20 (8.23%) Kafka
10 19 (7.82%) CSS
11 18 (7.41%) AngularJS
12 17 (7.00%) COM
12 17 (7.00%) RESTful
13 14 (5.76%) Spring Boot
14 13 (5.35%) ASP.NET Core
14 13 (5.35%) Node.js
15 12 (4.94%) RxJS
16 11 (4.53%) Hibernate
17 9 (3.70%) jQuery
Miscellaneous
1 18 (7.41%) Cloud Native
2 16 (6.58%) Public Cloud
2 16 (6.58%) User Experience
3 12 (4.94%) Augmented Reality
4 11 (4.53%) Enterprise Software
5 7 (2.88%) Data Centre
5 7 (2.88%) Renewable Energy
6 6 (2.47%) IoT
6 6 (2.47%) Mobile App
6 6 (2.47%) PKI
6 6 (2.47%) Self-Motivation
7 4 (1.65%) Video on Demand
8 3 (1.23%) Algorithms
8 3 (1.23%) Data Structures
8 3 (1.23%) Greenfield Project
8 3 (1.23%) Legacy Systems
8 3 (1.23%) Linux Command Line
9 2 (0.82%) Cyber Defence
9 2 (0.82%) Management Information System
9 2 (0.82%) NHS
Operating Systems
1 18 (7.41%) Linux
2 15 (6.17%) Windows
3 10 (4.12%) Android
3 10 (4.12%) Apple iOS
4 9 (3.70%) Windows Server
5 8 (3.29%) Unix
6 4 (1.65%) Windows Server 2003
6 4 (1.65%) Windows Server 2016
7 2 (0.82%) HPUX
8 1 (0.41%) Red Hat Enterprise Linux
8 1 (0.41%) Windows Server 2012
Processes & Methodologies
1 128 (52.67%) Agile
2 76 (31.28%) Software Engineering
3 60 (24.69%) Continuous Integration
4 50 (20.58%) CI/CD
5 48 (19.75%) DevOps
6 43 (17.70%) Analytics
7 40 (16.46%) Data Analytics
8 39 (16.05%) TDD
9 38 (15.64%) Artificial Intelligence
10 35 (14.40%) Machine Learning
11 34 (13.99%) Problem-Solving
12 33 (13.58%) Mentoring
13 31 (12.76%) Visualisation
14 30 (12.35%) Front End Development
14 30 (12.35%) Microservices
15 29 (11.93%) Migration
16 28 (11.52%) Change Control
16 28 (11.52%) DataOps
16 28 (11.52%) OOP
17 24 (9.88%) Full Stack Development
Programming Languages
1 63 (25.93%) Java
2 53 (21.81%) JavaScript
3 48 (19.75%) SQL
4 44 (18.11%) Python
5 41 (16.87%) TypeScript
6 37 (15.23%) C#
7 35 (14.40%) PowerShell
8 18 (7.41%) R
9 16 (6.58%) PHP
10 11 (4.53%) Bash
11 9 (3.70%) C++
12 8 (3.29%) Scala
13 7 (2.88%) T-SQL
14 5 (2.06%) C
14 5 (2.06%) Delphi
14 5 (2.06%) Go
15 4 (1.65%) ES6
16 3 (1.23%) Groovy
16 3 (1.23%) Shell Script
17 2 (0.82%) Perl
Qualifications
1 42 (17.28%) Security Cleared
2 38 (15.64%) SC Cleared
3 25 (10.29%) Degree
4 15 (6.17%) BPSS Clearance
5 11 (4.53%) AWS Certification
6 10 (4.12%) Master's Degree
7 5 (2.06%) CEH
7 5 (2.06%) Computer Science Degree
7 5 (2.06%) DV Cleared
8 1 (0.41%) CCIE
8 1 (0.41%) CCNP
8 1 (0.41%) Cisco Certification
8 1 (0.41%) CISSP
8 1 (0.41%) GCIH
8 1 (0.41%) ITIL Certification
8 1 (0.41%) Microsoft Certification
8 1 (0.41%) TOGAF Certification
Quality Assurance & Compliance
1 13 (5.35%) QA
2 6 (2.47%) ISO/IEC 27001
2 6 (2.47%) NCSC
3 5 (2.06%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
3 5 (2.06%) RMADS
4 4 (1.65%) SLA
5 1 (0.41%) NIST
System Software
1 39 (16.05%) Docker
2 12 (4.94%) Active Directory
3 4 (1.65%) Hyper-V
3 4 (1.65%) VMware Infrastructure
4 1 (0.41%) Snort
4 1 (0.41%) VMware NSX
Systems Management
1 35 (14.40%) Kubernetes
2 19 (7.82%) Terraform
3 11 (4.53%) Ansible
4 5 (2.06%) Nexpose
5 4 (1.65%) Opscode Chef
6 2 (0.82%) Kibana
7 1 (0.41%) Active Directory Federation Services
7 1 (0.41%) Cisco Prime
7 1 (0.41%) Grafana
7 1 (0.41%) Nessus
7 1 (0.41%) Podman
7 1 (0.41%) Prometheus
7 1 (0.41%) WSUS
7 1 (0.41%) ZABBIX
Vendors
1 59 (24.28%) Microsoft
2 36 (14.81%) Google
3 15 (6.17%) Oracle
4 14 (5.76%) Splunk
5 10 (4.12%) Databricks
6 9 (3.70%) Adobe
6 9 (3.70%) Verint
7 7 (2.88%) Palo Alto
7 7 (2.88%) VMware
8 6 (2.47%) Hitachi
9 5 (2.06%) Centrify
9 5 (2.06%) Salesforce.com
10 4 (1.65%) Cisco
11 2 (0.82%) 3PAR
11 2 (0.82%) AppDynamics
11 2 (0.82%) Curam
11 2 (0.82%) IBM
11 2 (0.82%) Nimble Storage
12 1 (0.41%) Aruba
12 1 (0.41%) F5