Data Lake Job Trends in Scotland

Data Lakes
UK > Scotland

The table below provides summary statistics and salary benchmarking for jobs advertised in Scotland requiring Data Lake skills. It covers permanent job vacancies from the 6 months leading up to 2 January 2026, with comparisons to the same periods in the previous two years.

6 months to
2 Jan 2026
Same period 2025 Same period 2024
Rank 133 138 140
Rank change year-on-year +5 +2 +31
Permanent jobs citing Data Lake 8 3 45
As % of all permanent jobs in Scotland 0.29% 0.11% 1.51%
As % of the Database & Business Intelligence category 2.99% 0.60% 5.65%
Number of salaries quoted 1 1 19
10th Percentile - - £64,000
25th Percentile £48,250 £53,750 £75,208
Median annual salary (50th Percentile) £49,500 £57,500 £79,632
Median % change year-on-year -13.91% -27.79% +17.54%
75th Percentile £50,750 £61,250 £90,673
90th Percentile - - £100,064
UK median annual salary £83,500 £90,000 £71,850
% change year-on-year -7.22% +25.26% -4.20%

All Database & Business Intelligence Skills
Scotland

Data Lake 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 268 501 797
As % of all permanent jobs advertised in Scotland 9.84% 18.71% 26.66%
Number of salaries quoted 98 221 409
10th Percentile £25,925 £35,000 £32,500
25th Percentile £35,000 £40,000 £45,000
Median annual salary (50th Percentile) £47,500 £52,250 £56,318
Median % change year-on-year -9.09% -7.22% +2.40%
75th Percentile £63,750 £63,750 £72,433
90th Percentile £76,137 £74,145 £89,000
UK median annual salary £60,000 £62,500 £60,000
% change year-on-year -4.00% +4.17% -4.00%

Data Lake
Job Vacancy Trend in Scotland

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

Data Lake job vacancy trend in Scotland

Data Lake
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing Data Lake.

Salary distribution trend for jobs in Scotland citing Data Lake

Data Lake
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 Lake within the Scotland region over the 6 months to 2 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 +2 7 - - 2
Data Lake
UK

Data Lake
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:

Cloud Services
1 8 (100.00%) Azure
1 8 (100.00%) Azure Data Factory
2 7 (87.50%) Azure Synapse Analytics
2 7 (87.50%) GitHub
2 7 (87.50%) GitHub Copilot
2 7 (87.50%) Snowflake
3 1 (12.50%) Azure AKS
3 1 (12.50%) Azure DevOps
3 1 (12.50%) Azure Functions
3 1 (12.50%) Azure Logic Apps
3 1 (12.50%) Azure Service Bus
3 1 (12.50%) Microsoft 365
3 1 (12.50%) Power Platform
3 1 (12.50%) Serverless
Communications & Networking
1 1 (12.50%) Firewall
Database & Business Intelligence
1 7 (87.50%) Metadata
2 1 (12.50%) Azure SQL Database
General
1 7 (87.50%) Finance
2 1 (12.50%) Public Sector
Job Titles
1 1 (12.50%) Azure Engineer
1 1 (12.50%) Cloud Engineer
Miscellaneous
1 7 (87.50%) Cloud Native
2 1 (12.50%) IoT
Processes & Methodologies
1 8 (100.00%) Analytics
1 8 (100.00%) CI/CD
1 8 (100.00%) Continuous Improvement
1 8 (100.00%) DevOps
2 7 (87.50%) Agile
2 7 (87.50%) AI
2 7 (87.50%) Asset Management
2 7 (87.50%) Coaching
2 7 (87.50%) Data Architecture
2 7 (87.50%) Data Engineering
2 7 (87.50%) Data Governance
2 7 (87.50%) Data Modelling
2 7 (87.50%) Data Pipeline
2 7 (87.50%) Decision-Making
2 7 (87.50%) Metadata Management
2 7 (87.50%) Observability
2 7 (87.50%) Portfolio Management
2 7 (87.50%) Test Automation
2 7 (87.50%) Unit Testing
2 7 (87.50%) Use Case
Programming Languages
1 8 (100.00%) SQL
2 7 (87.50%) Python
2 7 (87.50%) T-SQL
3 1 (12.50%) Bicep
Quality Assurance & Compliance
1 7 (87.50%) Data Quality
System Software
1 1 (12.50%) Virtual Machines
1 1 (12.50%) VMware Infrastructure
Vendors
1 7 (87.50%) Databricks
2 1 (12.50%) VMware