Snowflake Schema Job Trends in Scotland

Snowflake Schema
UK > Scotland

The table below provides summary statistics and salary benchmarking for jobs advertised in Scotland requiring Snowflake Schema skills. It covers permanent job vacancies from the 6 months leading up to 3 March 2026, with comparisons to the same periods in the previous two years.

6 months to
3 Mar 2026
Same period 2025 Same period 2024
Rank 132 - 227
Rank change year-on-year - - -
Permanent jobs citing Snowflake Schema 14 0 1
As % of all permanent jobs in Scotland 0.47% - 0.022%
As % of the Database & Business Intelligence category 5.34% - 0.076%
Number of salaries quoted 1 0 1
10th Percentile - - -
25th Percentile £71,250 - £55,000
Median annual salary (50th Percentile) £72,500 - £60,000
75th Percentile £73,750 - £65,000
90th Percentile - - -
UK median annual salary £75,000 £57,500 £75,000
% change year-on-year +30.43% -23.33% +20.00%

All Database & Business Intelligence Skills
Scotland

Snowflake Schema falls under the Databases and Business Intelligence category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring database or business intelligence skills in Scotland.

Permanent vacancies with a requirement for database or business intelligence skills 262 424 1,315
As % of all permanent jobs advertised in Scotland 8.74% 19.25% 28.56%
Number of salaries quoted 80 197 460
10th Percentile £26,250 £35,000 £32,500
25th Percentile £35,000 £40,000 £41,250
Median annual salary (50th Percentile) £45,000 £52,500 £55,000
Median % change year-on-year -14.29% -4.55% -4.26%
75th Percentile £69,625 £67,500 £69,063
90th Percentile £78,790 £90,000 £83,781
UK median annual salary £60,000 £65,000 £57,500
% change year-on-year -7.69% +13.04% -8.00%

Snowflake Schema
Job Vacancy Trend in Scotland

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

Snowflake Schema job vacancy trend in Scotland

Snowflake Schema
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing Snowflake Schema.

Salary distribution trend for jobs in Scotland citing Snowflake Schema

Snowflake Schema
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Snowflake Schema within the Scotland region over the 6 months to 3 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 - 14 £72,500 -
Snowflake Schema
UK

Snowflake Schema
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 1 (7.14%) Oracle Application Server
Cloud Services
1 13 (92.86%) Azure
1 13 (92.86%) dbt
1 13 (92.86%) Snowflake
2 11 (78.57%) Azure DevOps
2 11 (78.57%) GitHub
2 11 (78.57%) GitHub Copilot
3 2 (14.29%) Azure Data Factory
3 2 (14.29%) Power Platform
4 1 (7.14%) AWS
Database & Business Intelligence
1 14 (100.00%) Data Warehouse
2 2 (14.29%) Data Vault
2 2 (14.29%) Metadata
2 2 (14.29%) Power BI
3 1 (7.14%) Oracle BI EE
3 1 (7.14%) Oracle ODI
3 1 (7.14%) Oracle Reports
3 1 (7.14%) Star Schema
Development Applications
1 11 (78.57%) JIRA
2 1 (7.14%) Oracle APEX
General
1 14 (100.00%) Finance
2 11 (78.57%) Analytical Skills
3 3 (21.43%) Social Skills
Job Titles
1 11 (78.57%) Senior
2 2 (14.29%) Data Modeller
3 1 (7.14%) Data Engineer
Libraries, Frameworks & Software Standards
1 1 (7.14%) JSON
1 1 (7.14%) XML
Miscellaneous
1 11 (78.57%) Cloud Native
Processes & Methodologies
1 14 (100.00%) Analytics
2 13 (92.86%) Asset Management
2 13 (92.86%) Coaching
2 13 (92.86%) Data Modelling
3 12 (85.71%) ETL
4 11 (78.57%) Agile
4 11 (78.57%) AI
4 11 (78.57%) CI/CD
4 11 (78.57%) Clean Code
4 11 (78.57%) Continuous Improvement
4 11 (78.57%) DevOps
4 11 (78.57%) Mentoring
4 11 (78.57%) Migration
4 11 (78.57%) Sprint Planning
4 11 (78.57%) Sprint Retrospective
4 11 (78.57%) Test Automation
5 3 (21.43%) Business Intelligence
6 2 (14.29%) Data Architecture
6 2 (14.29%) Data Governance
6 2 (14.29%) Metadata Management
Quality Assurance & Compliance
1 2 (14.29%) Data Quality
Vendors
1 2 (14.29%) Microsoft
2 1 (7.14%) Oracle