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 7 January 2026, with comparisons to the same periods in the previous two years.

6 months to
7 Jan 2026
Same period 2025 Same period 2024
Rank 29 63 111
Rank change year-on-year +34 +48 +22
Permanent jobs citing GitHub 164 81 82
As % of all permanent jobs in Scotland 5.97% 3.07% 2.66%
As % of the Cloud Services category 23.30% 8.70% 6.51%
Number of salaries quoted 36 50 79
10th Percentile - - £46,250
25th Percentile £28,250 £31,250 £51,250
Median annual salary (50th Percentile) £30,500 £32,500 £70,000
Median % change year-on-year -6.15% -53.57% +13.31%
75th Percentile £41,000 £66,563 £82,548
90th Percentile £90,000 £79,128 £91,934
UK median annual salary £55,000 £61,754 £72,500
% change year-on-year -10.94% -14.82% +4.40%

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 704 931 1,260
As % of all permanent jobs advertised in Scotland 25.61% 35.27% 40.87%
Number of salaries quoted 263 448 725
10th Percentile £26,300 £31,250 £31,005
25th Percentile £28,250 £37,500 £41,250
Median annual salary (50th Percentile) £45,000 £55,000 £55,000
Median % change year-on-year -18.18% - -
75th Percentile £70,000 £72,500 £72,433
90th Percentile £87,050 £86,302 £90,000
UK median annual salary £60,000 £63,500 £60,000
% change year-on-year -5.51% +5.83% -7.69%

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 7 January 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 7 January 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 +61 150 £30,500 -59.33% 6
Glasgow +13 11 £30,500 -49.17% 5
Aberdeen -5 3 £30,000 -57.75% 11
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 17 (10.37%) Oracle SOA Suite
2 2 (1.22%) WordPress
Business Applications
1 37 (22.56%) Oracle ERP
2 1 (0.61%) Dynamics NAV
Cloud Services
1 154 (93.90%) Azure
2 105 (64.02%) Azure DevOps
3 73 (44.51%) GitHub Copilot
4 50 (30.49%) AWS
5 37 (22.56%) OCI
6 36 (21.95%) GitHub Actions
7 32 (19.51%) Azure Data Factory
8 26 (15.85%) Snowflake
9 24 (14.63%) Power Platform
10 20 (12.20%) Entra ID
11 19 (11.59%) dbt
12 14 (8.54%) Azure Event Grid
12 14 (8.54%) Azure Logic Apps
12 14 (8.54%) Azure Monitor
12 14 (8.54%) Azure Service Bus
12 14 (8.54%) Datadog
13 12 (7.32%) Salesforce Einstein
14 10 (6.10%) Salesforce Sales Cloud
14 10 (6.10%) Salesforce Service Cloud
15 7 (4.27%) Azure Synapse Analytics
Communications & Networking
1 27 (16.46%) Internet
2 4 (2.44%) DNS
2 4 (2.44%) Firewall
2 4 (2.44%) VPN
Database & Business Intelligence
1 24 (14.63%) Power BI
2 19 (11.59%) Data Warehouse
3 17 (10.37%) Tableau
4 14 (8.54%) Snowflake Schema
5 7 (4.27%) Data Lake
5 7 (4.27%) Metadata
6 1 (0.61%) Apache Cassandra
6 1 (0.61%) MongoDB
6 1 (0.61%) SQL Server
Development Applications
1 44 (26.83%) Git
2 43 (26.22%) Jenkins
3 37 (22.56%) Oracle Forms
4 36 (21.95%) JIRA
General
1 130 (79.27%) Finance
2 51 (31.10%) Social Skills
3 27 (16.46%) Multimedia
4 26 (15.85%) Analytical Skills
5 10 (6.10%) Marketing
6 1 (0.61%) Back Office
6 1 (0.61%) Documentation Skills
6 1 (0.61%) Legal
6 1 (0.61%) Organisational Skills
Job Titles
1 59 (35.98%) Senior
2 50 (30.49%) Applications Engineer
3 41 (25.00%) Cloud Engineer
4 27 (16.46%) Trainee
5 24 (14.63%) Senior Cloud Engineer
6 15 (9.15%) Developer
7 14 (8.54%) Development Engineer
8 12 (7.32%) Software Developer
8 12 (7.32%) Trainee Developer
8 12 (7.32%) Trainee Software Developer
9 10 (6.10%) Integration Engineer
10 8 (4.88%) Senior Development Engineer
11 6 (3.66%) Security Engineer
12 4 (2.44%) Azure Engineer
12 4 (2.44%) Azure Infrastructure Engineer
12 4 (2.44%) Cloud Infrastructure Engineer
12 4 (2.44%) Infrastructure Engineer
12 4 (2.44%) Senior Infrastructure Engineer
13 3 (1.83%) Full-Stack Engineer
13 3 (1.83%) Software Engineer
Libraries, Frameworks & Software Standards
1 56 (34.15%) RESTful
2 42 (25.61%) SOAP
3 34 (20.73%) JSON
4 31 (18.90%) OAuth
4 31 (18.90%) OAuth2
5 27 (16.46%) CSS
5 27 (16.46%) HTML
6 23 (14.02%) REST
7 22 (13.41%) Lightning Web Components
8 21 (12.80%) XML
9 17 (10.37%) .NET
9 17 (10.37%) SAML
10 14 (8.54%) ADO
11 5 (3.05%) React
12 3 (1.83%) AngularJS
12 3 (1.83%) Blazor
12 3 (1.83%) Hibernate
12 3 (1.83%) Spring
13 2 (1.22%) .NET Core
14 1 (0.61%) Vue
Miscellaneous
1 64 (39.02%) Cloud Native
2 37 (22.56%) Enterprise Software
2 37 (22.56%) Product Ownership
3 14 (8.54%) Onboarding
4 7 (4.27%) Low-Code
4 7 (4.27%) Self-Motivation
5 2 (1.22%) Distributed Systems
6 1 (0.61%) Distributed Architecture
6 1 (0.61%) Mobile App
6 1 (0.61%) NHS
Operating Systems
1 4 (2.44%) VMS
Processes & Methodologies
1 129 (78.66%) CI/CD
2 127 (77.44%) DevOps
3 124 (75.61%) Asset Management
3 124 (75.61%) Coaching
4 107 (65.24%) Test Automation
5 97 (59.15%) Agile
6 82 (50.00%) Observability
7 74 (45.12%) AI
8 73 (44.51%) Mentoring
9 60 (36.59%) Continuous Improvement
10 59 (35.98%) Clean Code
11 58 (35.37%) Analytics
12 48 (29.27%) Data Modelling
13 44 (26.83%) Sprint Planning
13 44 (26.83%) Sprint Retrospective
14 43 (26.22%) Migration
15 38 (23.17%) ERP
16 37 (22.56%) API Integration
17 34 (20.73%) Data Integration
17 34 (20.73%) Root Cause Analysis
Programming Languages
1 103 (62.80%) Python
2 58 (35.37%) SQL
3 42 (25.61%) Java
4 41 (25.00%) JavaScript
5 37 (22.56%) PL/SQL
5 37 (22.56%) Shell Script
6 22 (13.41%) Apex Code
7 18 (10.98%) Bicep
8 15 (9.15%) R
9 10 (6.10%) PowerShell
10 7 (4.27%) T-SQL
11 6 (3.66%) Bash
12 4 (2.44%) C#
13 1 (0.61%) C
Qualifications
1 27 (16.46%) AWS Certification
1 27 (16.46%) AWS Certified Cloud Practitioner
1 27 (16.46%) Azure Certification
1 27 (16.46%) Microsoft Certification
2 6 (3.66%) CISSP
2 6 (3.66%) CREST Certified
2 6 (3.66%) SANS
3 4 (2.44%) Computer Science Degree
3 4 (2.44%) Degree
Quality Assurance & Compliance
1 14 (8.54%) GDPR
1 14 (8.54%) QA
2 7 (4.27%) Data Quality
3 6 (3.66%) Accessibility
4 1 (0.61%) ISO 9001
4 1 (0.61%) ISO/IEC 27001
System Software
1 21 (12.80%) Docker
2 20 (12.20%) Active Directory
Systems Management
1 69 (42.07%) Terraform
2 37 (22.56%) Single Sign-On
3 21 (12.80%) Kubernetes
4 14 (8.54%) Grafana
4 14 (8.54%) Prometheus
Vendors
1 45 (27.44%) Microsoft
2 37 (22.56%) Oracle
3 22 (13.41%) Salesforce
4 20 (12.20%) Okta
5 14 (8.54%) Ab Initio
6 7 (4.27%) Databricks