Snowflake Schema Job Trends

Snowflake Schema
UK

The table below provides summary statistics and salary benchmarking for jobs requiring Snowflake Schema skills. It covers vacancies from the 6 months leading up to 18 September 2025, with comparisons to the same periods in the previous two years.

6 months to
18 Sep 2025
Same period 2024 Same period 2023
Rank 640 763 758
Rank change year-on-year +123 -5 +336
Permanent jobs citing Snowflake Schema 36 33 19
As % of all permanent jobs advertised in the UK 0.073% 0.042% 0.032%
As % of the Database & Business Intelligence category 0.50% 0.27% 0.15%
Number of salaries quoted 22 13 16
10th Percentile £60,850 £53,200 £27,500
25th Percentile £70,000 £60,000 £46,563
Median annual salary (50th Percentile) £92,500 £65,000 £70,000
Median % change year-on-year +42.31% -7.14% +27.27%
75th Percentile £115,000 £85,000 £82,500
90th Percentile £120,175 £100,500 £85,625
UK excluding London median annual salary £70,000 £66,500 £55,000
% change year-on-year +5.26% +20.91% +15.79%

All Database and Business Intelligence Skills
UK

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.

Permanent vacancies with a requirement for database or business intelligence skills 7,208 12,022 12,761
As % of all permanent jobs advertised in the UK 14.57% 15.39% 21.18%
Number of salaries quoted 4,535 7,174 10,178
10th Percentile £33,750 £37,500 £37,500
25th Percentile £45,000 £46,306 £47,500
Median annual salary (50th Percentile) £60,000 £63,500 £62,500
Median % change year-on-year -5.51% +1.60% +4.17%
75th Percentile £80,000 £86,250 £80,000
90th Percentile £107,500 £115,000 £97,290
UK excluding London median annual salary £53,000 £52,500 £55,000
% change year-on-year +0.95% -4.55% +2.80%

Snowflake Schema
Job Vacancy Trend

Job postings citing Snowflake Schema as a proportion of all IT jobs advertised.

Job vacancy trend for Snowflake Schema in the UK

Snowflake Schema
Salary Trend

Salary distribution trend for jobs in the UK citing Snowflake Schema.

Salary distribution trend for jobs in the UK citing Snowflake Schema

Snowflake Schema
Salary Histogram

Salary distribution for jobs citing Snowflake Schema over the 6 months to 18 September 2025.

Salary histogram for Snowflake Schema in the UK

Snowflake Schema
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Snowflake Schema within the UK over the 6 months to 18 September 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
England +108 30 £92,500 +42.31% 24
UK excluding London +125 18 £70,000 +5.26% 16
Work from Home +90 17 £82,500 - 13
London +57 17 £95,000 +46.15% 14
Scotland +47 6 - - 1
North of England +27 5 £120,500 - 6
Midlands +53 3 £70,000 +32.08% 1
Yorkshire - 3 £120,500 -
South West +74 2 - -
North West +11 2 £70,000 - 6
East Midlands - 2 £68,750 -
West Midlands +46 1 £70,000 +32.08% 1
South East - 1 £90,000 - 8
East of England - 1 £60,000 -

Snowflake Schema
Co-occurring Skills and Capabilities 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 5 (13.89%) Apache
1 5 (13.89%) Apache Airflow
Applications
1 1 (2.78%) Microsoft Excel
Business Applications
1 3 (8.33%) NetSuite
Cloud Services
1 19 (52.78%) Snowflake
2 16 (44.44%) Azure
3 14 (38.89%) dbt
4 12 (33.33%) AWS
5 8 (22.22%) GitHub
5 8 (22.22%) Power Platform
6 7 (19.44%) GCP
6 7 (19.44%) SaaS
7 6 (16.67%) Azure DevOps
7 6 (16.67%) GitHub Copilot
8 4 (11.11%) Azure Data Factory
8 4 (11.11%) Azure Synapse Analytics
9 1 (2.78%) Cloud Computing
9 1 (2.78%) Entra ID
Database & Business Intelligence
1 20 (55.56%) Data Warehouse
2 8 (22.22%) Power BI
3 5 (13.89%) Looker
4 4 (11.11%) BigQuery
4 4 (11.11%) Data Vault
4 4 (11.11%) MongoDB
4 4 (11.11%) NoSQL
4 4 (11.11%) Tableau
5 3 (8.33%) Amazon Redshift
5 3 (8.33%) Data Lake
5 3 (8.33%) Mixpanel
6 2 (5.56%) Metadata
6 2 (5.56%) SQL Server
7 1 (2.78%) Amazon QuickSight
7 1 (2.78%) Azure SQL Database
7 1 (2.78%) Microsoft Analysis Services
7 1 (2.78%) PostgreSQL
7 1 (2.78%) Power Query
7 1 (2.78%) SQL Server Analysis Services
7 1 (2.78%) SQL Server Reporting Services
Development Applications
1 6 (16.67%) JIRA
2 2 (5.56%) Git
3 1 (2.78%) GitLab
General
1 11 (30.56%) Analytical Skills
1 11 (30.56%) Finance
1 11 (30.56%) Social Skills
2 5 (13.89%) Law
3 4 (11.11%) Marketing
4 2 (5.56%) Music Industry
5 1 (2.78%) Advertising
5 1 (2.78%) Automotive
5 1 (2.78%) Banking
5 1 (2.78%) Inclusion and Diversity
5 1 (2.78%) Investment Banking
5 1 (2.78%) Legal
5 1 (2.78%) Organisational Skills
Job Titles
1 10 (27.78%) Data Engineer
2 9 (25.00%) Senior
3 8 (22.22%) Snowflake Data Engineer
3 8 (22.22%) Snowflake Engineer
4 7 (19.44%) Architect
5 4 (11.11%) Data Architect
5 4 (11.11%) Lead
5 4 (11.11%) Python Data Engineer
5 4 (11.11%) Python Engineer
6 3 (8.33%) Data Analytics Director
6 3 (8.33%) Developer
6 3 (8.33%) Snowflake Architect
7 2 (5.56%) Analyst
7 2 (5.56%) Analytics Developer
7 2 (5.56%) Data Analyst
7 2 (5.56%) Senior Architect
7 2 (5.56%) Technical Architect
8 1 (2.78%) Azure Specialist
8 1 (2.78%) Engineering Specialist
8 1 (2.78%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 4 (11.11%) Kafka
2 2 (5.56%) Streamlit
3 1 (2.78%) Lambda Expressions
3 1 (2.78%) REST
3 1 (2.78%) Snowpark
Miscellaneous
1 8 (22.22%) Cloud Native
2 5 (13.89%) Data Structures
3 4 (11.11%) Legacy Code
4 3 (8.33%) Product Ownership
4 3 (8.33%) Reinsurance
5 2 (5.56%) Legacy Systems
6 1 (2.78%) Algorithms
6 1 (2.78%) Analytical Mindset
6 1 (2.78%) Self-Motivation
Processes & Methodologies
1 33 (91.67%) Data Modelling
2 22 (61.11%) ETL
3 21 (58.33%) Analytics
4 16 (44.44%) Data Pipeline
5 13 (36.11%) Data Engineering
6 12 (33.33%) Agile
6 12 (33.33%) Artificial Intelligence
7 11 (30.56%) Business Intelligence
8 10 (27.78%) Roadmaps
9 9 (25.00%) Decision-Making
10 8 (22.22%) CI/CD
10 8 (22.22%) Data Governance
11 7 (19.44%) Asset Management
11 7 (19.44%) Continuous Improvement
11 7 (19.44%) Data Strategy
11 7 (19.44%) DevOps
11 7 (19.44%) Mentoring
11 7 (19.44%) Test Automation
12 6 (16.67%) Coaching
12 6 (16.67%) Problem-Solving
Programming Languages
1 17 (47.22%) SQL
2 12 (33.33%) Python
3 3 (8.33%) Data Analysis Expressions
3 3 (8.33%) T-SQL
4 1 (2.78%) ANSI SQL
4 1 (2.78%) Java
Qualifications
1 1 (2.78%) MCSE
1 1 (2.78%) Microsoft Certification
Quality Assurance & Compliance
1 4 (11.11%) Data Quality
2 1 (2.78%) GDPR
System Software
1 1 (2.78%) Active Directory
Systems Management
1 1 (2.78%) Terraform
Vendors
1 5 (13.89%) Salesforce
2 3 (8.33%) Amplitude
2 3 (8.33%) Google
3 2 (5.56%) Microsoft
3 2 (5.56%) Oracle
4 1 (2.78%) Databricks
4 1 (2.78%) Informatica
4 1 (2.78%) Talend