Data Vault Job Trends in Scotland

Data Vault
UK > Scotland

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

6 months to
3 May 2026
Same period 2025 Same period 2024
Rank 145 123 274
Rank change year-on-year -22 +151 -
Permanent jobs citing Data Vault 1 3 1
As % of all permanent jobs in Scotland 0.030% 0.16% 0.016%
As % of the Database & Business Intelligence category 0.39% 0.95% 0.054%
Number of salaries quoted 1 0 0
10th Percentile - - -
25th Percentile £112,500 - -
Median annual salary (50th Percentile) £115,000 - -
75th Percentile £117,500 - -
90th Percentile - - -
UK median annual salary £72,500 £70,000 £85,000
% change year-on-year +3.57% -17.65% +11.48%

All Database & Business Intelligence Skills
Scotland

Data Vault 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 254 315 1,838
As % of all permanent jobs advertised in Scotland 7.57% 16.59% 28.90%
Number of salaries quoted 72 177 486
10th Percentile £27,050 £35,000 £32,500
25th Percentile £35,000 £45,000 £40,833
Median annual salary (50th Percentile) £50,500 £55,000 £53,000
Median % change year-on-year -8.18% +3.77% -11.67%
75th Percentile £75,000 £71,500 £65,000
90th Percentile £88,375 £98,474 £76,875
UK median annual salary £60,000 £62,500 £57,500
% change year-on-year -4.00% +8.70% -11.54%

Data Vault
Job Vacancy Trend in Scotland

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

Data Vault job vacancy trend in Scotland

Data Vault
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing Data Vault.

Salary distribution trend for jobs in Scotland citing Data Vault

Data Vault
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Vault within the Scotland region over the 6 months to 3 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 +6 1 £115,000 - 2
Data Vault
UK

Data Vault
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 (100.00%) Apache Spark
Cloud Services
1 1 (100.00%) AWS
1 1 (100.00%) Azure
1 1 (100.00%) Azure DevOps
1 1 (100.00%) GCP
1 1 (100.00%) GitHub
1 1 (100.00%) GitHub Actions
1 1 (100.00%) Microsoft Purview
1 1 (100.00%) Power Platform
Database & Business Intelligence
1 1 (100.00%) Delta Lake
1 1 (100.00%) Power BI
1 1 (100.00%) Tableau
Job Titles
1 1 (100.00%) Architect
Libraries, Frameworks & Software Standards
1 1 (100.00%) PySpark
Miscellaneous
1 1 (100.00%) Cloud Native
Processes & Methodologies
1 1 (100.00%) AI
1 1 (100.00%) Analytics
1 1 (100.00%) Business Intelligence
1 1 (100.00%) CI/CD
1 1 (100.00%) Data Modelling
1 1 (100.00%) Data Strategy
1 1 (100.00%) Data-Driven Decision Making
1 1 (100.00%) Decision-Making
1 1 (100.00%) DevOps
1 1 (100.00%) ETL
1 1 (100.00%) Generative AI
1 1 (100.00%) Kimball Methodology
1 1 (100.00%) Machine Learning
1 1 (100.00%) Problem-Solving
1 1 (100.00%) RBAC
1 1 (100.00%) Stakeholder Engagement
Programming Languages
1 1 (100.00%) Python
1 1 (100.00%) Scala
1 1 (100.00%) SQL
Vendors
1 1 (100.00%) Databricks