Data Lake Contracts in Scotland

Data Lakes
UK > Scotland

The table below provides summary statistics for contract job vacancies advertised in Scotland requiring Data Lake skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Data Lake over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.

6 months to
1 May 2025
Same period 2024 Same period 2023
Rank 107 118 147
Rank change year-on-year +11 +29 +3
Contract jobs citing Data Lake 9 11 16
As % of all contract jobs advertised in Scotland 0.55% 0.50% 0.56%
As % of the Database & Business Intelligence category 2.51% 2.76% 2.62%
Number of daily rates quoted 6 8 12
10th Percentile £377 £371 £416
25th Percentile £463 £398 £465
Median daily rate (50th Percentile) £577 £488 £538
Median % change year-on-year +18.36% -9.30% +13.16%
75th Percentile £589 £559 £581
90th Percentile £645 £648 £624
UK median daily rate £600 £553 £573
% change year-on-year +8.50% -3.41% -0.43%
Number of hourly rates quoted 0 0 1
Median hourly rate - - £35.00
UK median hourly rate £65.00 £40.50 £35.00
% change year-on-year +60.49% +15.71% -

All Database and 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 contract job vacancies requiring database or business intelligence skills in Scotland.

Contract vacancies with a requirement for database or business intelligence skills 358 398 610
As % of all contract IT jobs advertised in Scotland 22.03% 17.95% 21.31%
Number of daily rates quoted 226 295 486
10th Percentile £300 £325 £400
25th Percentile £408 £413 £438
Median daily rate (50th Percentile) £471 £475 £495
Median % change year-on-year -0.95% -4.04% +4.21%
75th Percentile £538 £558 £550
90th Percentile £589 £663 £688
UK median daily rate £525 £525 £540
% change year-on-year - -2.78% -1.64%
Number of hourly rates quoted 3 2 7
10th Percentile £20.72 £24.60 £19.83
25th Percentile £22.42 £29.04 £27.94
Median hourly rate £26.50 £37.07 £35.00
Median % change year-on-year -28.51% +5.91% +34.62%
75th Percentile £28.07 £45.72 £67.66
90th Percentile £28.25 £50.54 £69.25
UK median hourly rate £32.96 £40.00 £60.00
% change year-on-year -17.60% -33.33% +41.18%

Data Lake
Job Vacancy Trend in Scotland

Job postings citing Data Lake as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for Data Lake in Scotland

Data Lake
Contractor Daily Rate Trend in Scotland

3-month moving average daily rate quoted in jobs citing Data Lake in Scotland.

Daily rate trend for Data Lake in Scotland

Data Lake
Daily Rate Histogram in Scotland

Daily rate distribution for jobs citing Data Lake in Scotland over the 6 months to 1 May 2025.

Daily rate histogram for Data Lake in Scotland

Data Lake
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Lake within the Scotland region over the 6 months to 1 May 2025. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
Edinburgh +5 5 £566 +7.71% 4
Glasgow +3 4 £577 +34.19% 4
Data Lake
UK

Data Lake
Co-occurring Skills and Capabilities in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 1 (11.11%) Apache Airflow
Applications
1 2 (22.22%) Microsoft Project
Cloud Services
1 8 (88.89%) Azure
2 2 (22.22%) Azure Data Factory
2 2 (22.22%) Azure DevOps
2 2 (22.22%) Azure Synapse Analytics
2 2 (22.22%) Power Platform
3 1 (11.11%) Cloud Computing
Database & Business Intelligence
1 3 (33.33%) Data Warehouse
2 2 (22.22%) Power BI
3 1 (11.11%) Apache Hive
3 1 (11.11%) Azure SQL Database
3 1 (11.11%) Data Mining
3 1 (11.11%) Hadoop
3 1 (11.11%) MongoDB
Development Applications
1 1 (11.11%) GitLab
1 1 (11.11%) JMeter
General
1 3 (33.33%) Banking
2 2 (22.22%) Finance
2 2 (22.22%) Organisational Skills
3 1 (11.11%) Analytical Skills
3 1 (11.11%) Documentation Skills
3 1 (11.11%) Retail Banking
3 1 (11.11%) Social Skills
Job Titles
1 3 (33.33%) Project Manager
2 2 (22.22%) Data Engineer
3 1 (11.11%) Architect
3 1 (11.11%) Azure Architect
3 1 (11.11%) Azure Data Architect
3 1 (11.11%) Azure DevOps Engineer
3 1 (11.11%) Azure Engineer
3 1 (11.11%) Consultant
3 1 (11.11%) Data Analytics Engineer
3 1 (11.11%) Data Architect
3 1 (11.11%) Data Consultant
3 1 (11.11%) Designer
3 1 (11.11%) DevOps Engineer
3 1 (11.11%) Lead
3 1 (11.11%) Lead Designer
3 1 (11.11%) Principal Architect
3 1 (11.11%) Principal Data Architect
3 1 (11.11%) Technical Manager
3 1 (11.11%) Technical Project Manager
3 1 (11.11%) Test Specialist
Libraries, Frameworks & Software Standards
1 1 (11.11%) Kafka
Miscellaneous
1 1 (11.11%) Data Structures
1 1 (11.11%) Team-Oriented Environment
1 1 (11.11%) Video\Live Streaming
Processes & Methodologies
1 3 (33.33%) Data Engineering
1 3 (33.33%) Data Pipeline
2 2 (22.22%) Agile
2 2 (22.22%) Change Management
2 2 (22.22%) Data Governance
2 2 (22.22%) Data Integration
2 2 (22.22%) Data Modelling
2 2 (22.22%) DevOps
2 2 (22.22%) ETL
2 2 (22.22%) Project Management
2 2 (22.22%) Visualisation
3 1 (11.11%) Artificial Intelligence
3 1 (11.11%) Business Analysis
3 1 (11.11%) Business Intelligence
3 1 (11.11%) Data Management
3 1 (11.11%) Information Security
3 1 (11.11%) Migration
3 1 (11.11%) Requirements Analysis
3 1 (11.11%) Software Engineering
3 1 (11.11%) Stakeholder Management
Programming Languages
1 3 (33.33%) SQL
2 2 (22.22%) Python
3 1 (11.11%) Groovy
Qualifications
1 1 (11.11%) Azure Certification
1 1 (11.11%) Microsoft Certification
Quality Assurance & Compliance
1 1 (11.11%) Accessibility
1 1 (11.11%) Data Quality
1 1 (11.11%) Disclosure Scotland
System Software
1 1 (11.11%) Virtual Machines
Vendors
1 5 (55.56%) Microsoft
2 4 (44.44%) Databricks
3 1 (11.11%) Confluent
3 1 (11.11%) Hitachi
3 1 (11.11%) IBM
3 1 (11.11%) Informatica
3 1 (11.11%) Pega
3 1 (11.11%) SAP
3 1 (11.11%) StreamSets