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 18 March 2026, with comparisons to the same periods in the previous two years.

6 months to
18 Mar 2026
Same period 2025 Same period 2024
Rank 39 65 175
Rank change year-on-year +26 +110 -54
Permanent jobs citing GitHub 134 69 74
As % of all permanent jobs in Scotland 4.40% 3.35% 1.43%
As % of the Cloud Services category 16.98% 10.80% 3.30%
Number of salaries quoted 41 54 55
10th Percentile - - £46,250
25th Percentile £28,250 £31,250 £52,500
Median annual salary (50th Percentile) £30,500 £49,672 £75,000
Median % change year-on-year -38.60% -33.77% +26.00%
75th Percentile £65,000 £68,750 £82,548
90th Percentile £90,000 £77,500 £91,934
UK median annual salary £55,000 £65,500 £70,000
% change year-on-year -16.03% -6.43% +3.85%

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 789 639 2,243
As % of all permanent jobs advertised in Scotland 25.91% 31.02% 43.35%
Number of salaries quoted 295 406 942
10th Percentile £27,500 £31,250 £28,500
25th Percentile £31,250 £40,000 £38,084
Median annual salary (50th Percentile) £55,000 £57,500 £52,500
Median % change year-on-year -4.35% +9.52% -8.70%
75th Percentile £78,790 £76,840 £69,750
90th Percentile £90,000 £95,000 £82,548
UK median annual salary £60,000 £62,500 £57,500
% change year-on-year -4.00% +8.70% -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 18 March 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 18 March 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 +56 124 £30,500 -59.53% 18
Glasgow -16 5 £31,000 -50.40% 10
Aberdeen -9 4 £30,250 -57.39% 4
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 10 (7.46%) Oracle SOA Suite
2 5 (3.73%) WordPress
Business Applications
1 22 (16.42%) Oracle ERP
Cloud Services
1 119 (88.81%) Azure
2 76 (56.72%) Azure DevOps
3 59 (44.03%) GitHub Copilot
4 37 (27.61%) AWS
5 33 (24.63%) GitHub Actions
6 27 (20.15%) Azure Data Factory
7 22 (16.42%) OCI
8 20 (14.93%) Snowflake
9 17 (12.69%) Power Platform
10 13 (9.70%) dbt
11 12 (8.96%) Azure Event Grid
11 12 (8.96%) Azure Logic Apps
11 12 (8.96%) Azure Monitor
11 12 (8.96%) Azure Service Bus
11 12 (8.96%) Entra ID
12 10 (7.46%) Datadog
12 10 (7.46%) Salesforce Einstein
12 10 (7.46%) Salesforce Sales Cloud
12 10 (7.46%) Salesforce Service Cloud
13 7 (5.22%) Power Automate
Communications & Networking
1 25 (18.66%) Internet
Database & Business Intelligence
1 17 (12.69%) Power BI
2 13 (9.70%) Data Warehouse
3 10 (7.46%) Tableau
4 8 (5.97%) Snowflake Schema
5 7 (5.22%) Data Lake
5 7 (5.22%) Metadata
6 2 (1.49%) MySQL
6 2 (1.49%) SQL Server
7 1 (0.75%) PostgreSQL
Development Applications
1 36 (26.87%) Git
2 34 (25.37%) Jenkins
3 25 (18.66%) JIRA
4 22 (16.42%) Oracle Forms
5 2 (1.49%) fastlane
6 1 (0.75%) Android Studio
6 1 (0.75%) Appium
6 1 (0.75%) ClearCase
6 1 (0.75%) ClearQuest
6 1 (0.75%) Crashlytics
6 1 (0.75%) GitLab
6 1 (0.75%) HP UFT
6 1 (0.75%) JUnit
6 1 (0.75%) LoadRunner
6 1 (0.75%) Postman
6 1 (0.75%) REST Assured
6 1 (0.75%) TestRail
6 1 (0.75%) Xcode
6 1 (0.75%) XCTest
6 1 (0.75%) Zephyr
General
1 101 (75.37%) Finance
2 42 (31.34%) Social Skills
3 25 (18.66%) Multimedia
4 20 (14.93%) Analytical Skills
5 10 (7.46%) Marketing
6 5 (3.73%) Inclusion and Diversity
7 4 (2.99%) Public Sector
Job Titles
1 40 (29.85%) Senior
2 38 (28.36%) Applications Engineer
3 25 (18.66%) Trainee
4 22 (16.42%) Cloud Engineer
5 13 (9.70%) Developer
6 12 (8.96%) Senior Cloud Engineer
7 10 (7.46%) Development Engineer
7 10 (7.46%) Integration Engineer
7 10 (7.46%) Security Engineer
7 10 (7.46%) Software Developer
7 10 (7.46%) Trainee Developer
7 10 (7.46%) Trainee Software Developer
8 8 (5.97%) Senior Development Engineer
9 5 (3.73%) Administrator
9 5 (3.73%) Trainee Administrator
9 5 (3.73%) Web Administrator
10 2 (1.49%) Full-Stack Developer
10 2 (1.49%) QA Tester
10 2 (1.49%) Tester
11 1 (0.75%) QC Engineer
Libraries, Frameworks & Software Standards
1 35 (26.12%) RESTful
2 32 (23.88%) SOAP
3 25 (18.66%) CSS
3 25 (18.66%) HTML
3 25 (18.66%) JSON
4 23 (17.16%) REST
5 22 (16.42%) OAuth
5 22 (16.42%) OAuth2
6 20 (14.93%) Lightning Web Components
7 12 (8.96%) XML
8 10 (7.46%) .NET
8 10 (7.46%) ADO
8 10 (7.46%) SAML
9 2 (1.49%) Hibernate
9 2 (1.49%) JPA
9 2 (1.49%) Kafka
9 2 (1.49%) Spring
9 2 (1.49%) Spring Boot
10 1 (0.75%) Android Jetpack
10 1 (0.75%) Retrofit
Miscellaneous
1 43 (32.09%) Cloud Native
2 32 (23.88%) Product Ownership
3 23 (17.16%) Enterprise Software
4 10 (7.46%) Onboarding
5 7 (5.22%) Low-Code
5 7 (5.22%) Self-Motivation
6 2 (1.49%) Mobile App
7 1 (0.75%) Data Structures
7 1 (0.75%) SCADA
Operating Systems
1 2 (1.49%) Android
2 1 (0.75%) Apple iOS
Processes & Methodologies
1 98 (73.13%) CI/CD
2 96 (71.64%) DevOps
3 91 (67.91%) Asset Management
3 91 (67.91%) Coaching
4 86 (64.18%) Test Automation
5 74 (55.22%) Agile
6 67 (50.00%) Observability
7 57 (42.54%) AI
8 51 (38.06%) Mentoring
9 47 (35.07%) Continuous Improvement
10 45 (33.58%) Analytics
11 44 (32.84%) Clean Code
12 40 (29.85%) Data Modelling
13 33 (24.63%) Sprint Planning
13 33 (24.63%) Sprint Retrospective
14 31 (23.13%) Data Integration
15 25 (18.66%) ETL
15 25 (18.66%) Migration
16 24 (17.91%) API Integration
16 24 (17.91%) Root Cause Analysis
Programming Languages
1 84 (62.69%) Python
2 38 (28.36%) SQL
3 35 (26.12%) JavaScript
4 26 (19.40%) Java
5 22 (16.42%) PL/SQL
5 22 (16.42%) Shell Script
6 20 (14.93%) Apex Code
7 15 (11.19%) R
8 12 (8.96%) Bicep
9 9 (6.72%) Bash
9 9 (6.72%) PowerShell
10 7 (5.22%) T-SQL
11 1 (0.75%) Kotlin
Qualifications
1 25 (18.66%) AWS Certification
1 25 (18.66%) AWS Certified Cloud Practitioner
1 25 (18.66%) Azure Certification
1 25 (18.66%) Microsoft Certification
2 9 (6.72%) CISSP
2 9 (6.72%) CREST Certified
2 9 (6.72%) SANS
Quality Assurance & Compliance
1 13 (9.70%) GDPR
2 12 (8.96%) QA
3 11 (8.21%) Accessibility
4 7 (5.22%) Data Quality
5 2 (1.49%) WCAG
6 1 (0.75%) NCSC
System Software
1 12 (8.96%) Active Directory
1 12 (8.96%) Docker
Systems Management
1 46 (34.33%) Terraform
2 22 (16.42%) Single Sign-On
3 13 (9.70%) Kubernetes
4 10 (7.46%) Grafana
4 10 (7.46%) Prometheus
Vendors
1 36 (26.87%) Microsoft
2 23 (17.16%) Oracle
3 20 (14.93%) Salesforce
4 12 (8.96%) Ab Initio
4 12 (8.96%) Okta
5 7 (5.22%) Databricks
6 3 (2.24%) Google
7 2 (1.49%) Pega
8 1 (0.75%) Dynatrace