GitHub Job Trends in Scotland

GitHub
UK > Scotland

The table below provides summary statistics and salary benchmarking for jobs advertised in Scotland requiring GitHub skills. It covers permanent job vacancies from the 6 months leading up to 29 May 2026, with comparisons to the same periods in the previous two years.

6 months to
29 May 2026
Same period 2025 Same period 2024
Rank 84 93 177
Rank change year-on-year +9 +84 -73
Permanent jobs citing GitHub 52 41 85
As % of all permanent jobs in Scotland 1.63% 2.03% 1.33%
As % of the Cloud Services category 6.31% 7.92% 3.10%
Number of salaries quoted 28 32 38
10th Percentile - - £46,306
25th Percentile £28,250 £31,250 £53,125
Median annual salary (50th Percentile) £47,500 £53,000 £70,000
Median % change year-on-year -10.38% -24.29% +21.74%
75th Percentile £81,250 £68,750 £82,548
90th Percentile £85,000 £75,360 £98,474
UK median annual salary £65,000 £70,000 £65,000
% change year-on-year -7.14% +7.69% -1.89%

All Cloud Computing Skills
Scotland

GitHub falls under the Cloud Services category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring cloud computing skills in Scotland.

Permanent vacancies with a requirement for cloud computing skills 824 518 2,743
As % of all permanent jobs advertised in Scotland 25.81% 25.64% 42.81%
Number of salaries quoted 352 277 1,014
10th Percentile £28,250 £31,700 £28,000
25th Percentile £33,750 £45,000 £38,250
Median annual salary (50th Percentile) £53,125 £57,500 £52,500
Median % change year-on-year -7.61% +9.52% -4.62%
75th Percentile £75,000 £76,840 £68,114
90th Percentile £90,000 £95,000 £82,500
UK median annual salary £62,500 £60,000 £57,500
% change year-on-year +4.17% +4.35% -11.54%

GitHub
Job Vacancy Trend in Scotland

Historical trend showing the proportion of permanent IT job postings citing GitHub relative to all permanent IT jobs advertised in Scotland.

GitHub job vacancy trend in Scotland

GitHub
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing GitHub.

Salary distribution trend for jobs in Scotland citing GitHub

GitHub
Salary Histogram in Scotland

Salary distribution for jobs citing GitHub in Scotland over the 6 months to 29 May 2026.

Salary histogram for GitHub in Scotland

GitHub
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing GitHub within the Scotland region over the 6 months to 29 May 2026. 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
Edinburgh +40 47 £47,500 -36.97% 9
Glasgow -10 3 £65,000 -13.75% 6
Aberdeen - 1 £37,500 - 1
GitHub
UK

GitHub
Co-Occurring Skills & Capabilities in Scotland by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 3 (5.77%) Oracle SOA Suite
1 3 (5.77%) WordPress
2 1 (1.92%) Apache Spark
Business Applications
1 6 (11.54%) Oracle ERP
Cloud Services
1 40 (76.92%) Azure
2 19 (36.54%) Azure DevOps
3 16 (30.77%) AWS
4 14 (26.92%) GitHub Copilot
5 13 (25.00%) GitHub Actions
6 7 (13.46%) Azure Data Factory
7 6 (11.54%) GCP
7 6 (11.54%) OCI
8 4 (7.69%) Power Platform
9 3 (5.77%) Azure Event Grid
9 3 (5.77%) Azure Logic Apps
9 3 (5.77%) Azure Monitor
9 3 (5.77%) Azure Service Bus
9 3 (5.77%) Azure Synapse Analytics
9 3 (5.77%) Datadog
9 3 (5.77%) Entra ID
9 3 (5.77%) Salesforce Einstein
9 3 (5.77%) Salesforce Sales Cloud
9 3 (5.77%) Salesforce Service Cloud
9 3 (5.77%) Snowflake
Communications & Networking
1 11 (21.15%) Internet
Database & Business Intelligence
1 4 (7.69%) Power BI
1 4 (7.69%) Tableau
2 3 (5.77%) Data Lake
2 3 (5.77%) Metadata
3 2 (3.85%) MySQL
3 2 (3.85%) PostgreSQL
3 2 (3.85%) SQL Server
4 1 (1.92%) Data Vault
4 1 (1.92%) Delta Lake
Development Applications
1 15 (28.85%) Git
2 13 (25.00%) Jenkins
3 6 (11.54%) JIRA
3 6 (11.54%) Oracle Forms
4 2 (3.85%) fastlane
5 1 (1.92%) Android Studio
5 1 (1.92%) Appium
5 1 (1.92%) ClearCase
5 1 (1.92%) ClearQuest
5 1 (1.92%) Crashlytics
5 1 (1.92%) GitLab
5 1 (1.92%) HP UFT
5 1 (1.92%) JUnit
5 1 (1.92%) LoadRunner
5 1 (1.92%) Postman
5 1 (1.92%) REST Assured
5 1 (1.92%) SonarQube
5 1 (1.92%) TestRail
5 1 (1.92%) XCTest
5 1 (1.92%) Zephyr
General
1 27 (51.92%) Finance
2 11 (21.15%) Multimedia
3 10 (19.23%) Social Skills
4 7 (13.46%) Inclusion and Diversity
5 5 (9.62%) Public Sector
6 3 (5.77%) Marketing
7 1 (1.92%) Advertising
7 1 (1.92%) Legal
Job Titles
1 13 (25.00%) Senior
2 11 (21.15%) Trainee
3 10 (19.23%) Applications Engineer
4 8 (15.38%) Cloud Engineer
5 7 (13.46%) Developer
6 6 (11.54%) Salesforce Engineer
7 5 (9.62%) Security Engineer
7 5 (9.62%) Senior Cloud Engineer
8 4 (7.69%) Software Developer
8 4 (7.69%) Trainee Developer
8 4 (7.69%) Trainee Software Developer
9 3 (5.77%) Administrator
9 3 (5.77%) Development Engineer
9 3 (5.77%) DevOps Engineer
9 3 (5.77%) Integration Engineer
9 3 (5.77%) Senior Development Engineer
9 3 (5.77%) Trainee Administrator
9 3 (5.77%) Web Administrator
10 2 (3.85%) Full-Stack Developer
10 2 (3.85%) QC Engineer
Libraries, Frameworks & Software Standards
1 11 (21.15%) CSS
1 11 (21.15%) HTML
2 10 (19.23%) RESTful
3 9 (17.31%) REST
3 9 (17.31%) SOAP
4 7 (13.46%) JSON
5 6 (11.54%) Lightning Web Components
5 6 (11.54%) OAuth
5 6 (11.54%) OAuth2
6 3 (5.77%) .NET
6 3 (5.77%) ADO
6 3 (5.77%) SAML
6 3 (5.77%) XML
7 2 (3.85%) Hibernate
7 2 (3.85%) JPA
7 2 (3.85%) Kafka
7 2 (3.85%) Spring
7 2 (3.85%) Spring Boot
8 1 (1.92%) Android SDK
8 1 (1.92%) PySpark
Miscellaneous
1 14 (26.92%) Cloud Native
2 11 (21.15%) Product Ownership
3 7 (13.46%) Enterprise Software
4 3 (5.77%) Onboarding
5 2 (3.85%) Mobile App
5 2 (3.85%) Public Cloud
6 1 (1.92%) Data Structures
6 1 (1.92%) SCADA
Operating Systems
1 2 (3.85%) Android
2 1 (1.92%) Apple iOS
Processes & Methodologies
1 35 (67.31%) CI/CD
2 30 (57.69%) DevOps
3 24 (46.15%) Test Automation
4 22 (42.31%) Agile
4 22 (42.31%) Coaching
4 22 (42.31%) Observability
5 21 (40.38%) Asset Management
6 17 (32.69%) Mentoring
7 14 (26.92%) AI
8 13 (25.00%) Analytics
9 10 (19.23%) Clean Code
9 10 (19.23%) Data Modelling
10 9 (17.31%) Continuous Improvement
10 9 (17.31%) Infrastructure as Code
11 8 (15.38%) API Integration
11 8 (15.38%) Cybersecurity
12 7 (13.46%) Architectural Patterns
12 7 (13.46%) RBAC
12 7 (13.46%) Site Reliability Engineering
12 7 (13.46%) User-Centered Design (UCD)
Programming Languages
1 33 (63.46%) Python
2 14 (26.92%) JavaScript
3 12 (23.08%) SQL
4 10 (19.23%) Java
5 7 (13.46%) R
6 6 (11.54%) Apex Code
6 6 (11.54%) PL/SQL
6 6 (11.54%) Shell Script
7 4 (7.69%) Bash
7 4 (7.69%) PowerShell
8 3 (5.77%) Bicep
8 3 (5.77%) T-SQL
9 1 (1.92%) Kotlin
9 1 (1.92%) Scala
Qualifications
1 11 (21.15%) AWS Certification
1 11 (21.15%) AWS Certified Cloud Practitioner
1 11 (21.15%) Azure Certification
1 11 (21.15%) Microsoft Certification
2 4 (7.69%) CISSP
2 4 (7.69%) CREST Certified
2 4 (7.69%) SANS
Quality Assurance & Compliance
1 7 (13.46%) Accessibility
2 5 (9.62%) QA
3 4 (7.69%) GDPR
4 3 (5.77%) Data Quality
5 2 (3.85%) NCSC
5 2 (3.85%) WCAG
System Software
1 6 (11.54%) Docker
2 3 (5.77%) Active Directory
Systems Management
1 18 (34.62%) Terraform
2 8 (15.38%) Kubernetes
3 6 (11.54%) Single Sign-On
4 3 (5.77%) Grafana
4 3 (5.77%) Prometheus
Vendors
1 15 (28.85%) Microsoft
2 7 (13.46%) Oracle
3 6 (11.54%) Salesforce
4 4 (7.69%) Databricks
4 4 (7.69%) Google
5 3 (5.77%) Ab Initio
5 3 (5.77%) Okta
5 3 (5.77%) Pega
6 1 (1.92%) Dynatrace