Snowflake Schema Job Trends

Snowflake Schema
UK

The table below provides summary statistics and salary benchmarking for jobs requiring Snowflake Schema skills. It covers permanent job vacancies from the 6 months leading up to 28 November 2025, with comparisons to the same periods in the previous two years.

6 months to
28 Nov 2025
Same period 2024 Same period 2023
Rank 589 704 703
Rank change year-on-year +115 -1 +316
Permanent jobs citing Snowflake Schema 50 52 19
As % of all permanent jobs in the UK 0.093% 0.078% 0.037%
As % of the Database & Business Intelligence category 0.73% 0.48% 0.17%
Number of salaries quoted 27 24 17
10th Percentile £55,500 £46,375 £27,500
25th Percentile £66,875 £53,750 £47,500
Median annual salary (50th Percentile) £85,000 £60,000 £67,500
Median % change year-on-year +41.67% -11.11% +8.00%
75th Percentile £93,750 £80,000 £82,000
90th Percentile £115,000 £99,500 £85,500
UK excluding London median annual salary £70,000 £57,500 £55,000
% change year-on-year +21.74% +4.55% +10.00%

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 6,873 10,945 10,916
As % of all permanent jobs advertised in the UK 12.73% 16.38% 21.43%
Number of salaries quoted 4,478 6,288 8,642
10th Percentile £34,250 £37,500 £37,250
25th Percentile £42,500 £47,500 £47,000
Median annual salary (50th Percentile) £60,000 £65,000 £60,000
Median % change year-on-year -7.69% +8.33% -4.00%
75th Percentile £80,000 £85,063 £80,000
90th Percentile £102,500 £113,750 £95,000
UK excluding London median annual salary £52,500 £53,000 £55,000
% change year-on-year -0.94% -3.64% -

Snowflake Schema
Job Vacancy Trend

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

Snowflake Schema job vacancy trend 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 28 November 2025.

Salary histogram for Snowflake Schema in the UK

Snowflake Schema
Top 13 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 28 November 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 +104 34 £82,500 +37.50% 24
UK excluding London +114 27 £70,000 +21.74% 20
Work from Home +108 25 £85,000 +6.25% 10
London +42 22 £88,750 +36.54% 13
Scotland +25 15 - - 1
North of England +33 5 £120,500 - 5
North West +52 3 £70,000 - 5
South East +40 3 £90,000 +56.52% 10
Midlands +65 2 £68,750 +25.00% 3
East of England - 2 £62,500 - 1
Yorkshire - 2 £120,500 -
West Midlands +59 1 £70,000 +27.27% 2
East Midlands - 1 £67,500 - 1

Snowflake Schema
Co-Occurring Skills & Capabilities 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 4 (8.00%) Apache Airflow
2 3 (6.00%) Apache
3 1 (2.00%) Apache Spark
Business Applications
1 1 (2.00%) SimCorp Dimension
Cloud Services
1 36 (72.00%) Snowflake
2 31 (62.00%) Azure
3 29 (58.00%) dbt
4 21 (42.00%) Power Platform
5 19 (38.00%) Azure DevOps
6 16 (32.00%) AWS
6 16 (32.00%) GitHub
7 13 (26.00%) GitHub Copilot
8 9 (18.00%) Azure Synapse Analytics
9 7 (14.00%) Azure Data Factory
9 7 (14.00%) GCP
10 6 (12.00%) Fivetran
11 4 (8.00%) Collibra
12 3 (6.00%) Matillion
12 3 (6.00%) SaaS
13 2 (4.00%) Cloud Computing
13 2 (4.00%) Entra ID
14 1 (2.00%) Amazon S3
14 1 (2.00%) AWS Lambda
14 1 (2.00%) Google Analytics
Database & Business Intelligence
1 30 (60.00%) Data Warehouse
2 21 (42.00%) Power BI
3 9 (18.00%) SQL Server
4 7 (14.00%) SQL Server Analysis Services
5 6 (12.00%) Data Vault
5 6 (12.00%) SQL Server Reporting Services
6 5 (10.00%) Metadata
6 5 (10.00%) NoSQL
6 5 (10.00%) Power Query
6 5 (10.00%) SQL Server Integration Services
7 4 (8.00%) Data Lake
7 4 (8.00%) Tableau
8 3 (6.00%) MongoDB
9 2 (4.00%) Airbyte
9 2 (4.00%) Amazon QuickSight
9 2 (4.00%) Azure SQL Database
9 2 (4.00%) Microsoft Analysis Services
10 1 (2.00%) Big Data
10 1 (2.00%) MySQL
10 1 (2.00%) PostgreSQL
Development Applications
1 13 (26.00%) JIRA
2 4 (8.00%) Git
3 2 (4.00%) GitLab
4 1 (2.00%) SonarQube
General
1 20 (40.00%) Finance
2 14 (28.00%) Analytical Skills
3 10 (20.00%) Social Skills
4 5 (10.00%) Law
5 3 (6.00%) Banking
5 3 (6.00%) Investment Banking
6 2 (4.00%) Automotive
6 2 (4.00%) Music Industry
7 1 (2.00%) Advertising
7 1 (2.00%) Front Office
7 1 (2.00%) Marketing
7 1 (2.00%) Organisational Skills
Job Titles
1 18 (36.00%) Senior
2 16 (32.00%) Data Engineer
3 10 (20.00%) Snowflake Engineer
4 9 (18.00%) Snowflake Data Engineer
5 6 (12.00%) Architect
6 5 (10.00%) Senior Data Engineer
7 4 (8.00%) Data Architect
7 4 (8.00%) Developer
7 4 (8.00%) Lead
8 3 (6.00%) Python Data Engineer
8 3 (6.00%) Python Engineer
9 2 (4.00%) Azure Specialist
9 2 (4.00%) Business Intelligence Specialist
9 2 (4.00%) Data Modeller
9 2 (4.00%) Snowflake Architect
9 2 (4.00%) Snowflake Developer
9 2 (4.00%) Technical Architect
10 1 (2.00%) Consultant
10 1 (2.00%) Data Scientist
10 1 (2.00%) Principal Engineer
Libraries, Frameworks & Software Standards
1 4 (8.00%) Snowpark
2 3 (6.00%) Kafka
3 2 (4.00%) PySpark
3 2 (4.00%) REST
3 2 (4.00%) Streamlit
Miscellaneous
1 14 (28.00%) Cloud Native
2 4 (8.00%) Data Structures
2 4 (8.00%) Product Ownership
3 3 (6.00%) Legacy Code
4 2 (4.00%) Legacy Systems
4 2 (4.00%) Reinsurance
5 1 (2.00%) Distributed Computing
5 1 (2.00%) Educational Technology
5 1 (2.00%) Hedge funds
5 1 (2.00%) Replication
Processes & Methodologies
1 46 (92.00%) Data Modelling
2 34 (68.00%) Analytics
3 31 (62.00%) ETL
4 22 (44.00%) AI
4 22 (44.00%) CI/CD
4 22 (44.00%) DevOps
5 21 (42.00%) Business Intelligence
6 18 (36.00%) Agile
7 16 (32.00%) Asset Management
7 16 (32.00%) Continuous Improvement
7 16 (32.00%) Migration
8 15 (30.00%) Coaching
8 15 (30.00%) Data Engineering
8 15 (30.00%) Mentoring
9 14 (28.00%) Data Governance
9 14 (28.00%) Data Pipeline
9 14 (28.00%) Test Automation
10 13 (26.00%) Clean Code
10 13 (26.00%) Sprint Planning
10 13 (26.00%) Sprint Retrospective
Programming Languages
1 23 (46.00%) SQL
2 19 (38.00%) Python
3 6 (12.00%) Data Analysis Expressions
4 4 (8.00%) C#
4 4 (8.00%) T-SQL
5 2 (4.00%) ANSI SQL
6 1 (2.00%) PowerShell
Qualifications
1 2 (4.00%) MCSE
1 2 (4.00%) Microsoft Certification
2 1 (2.00%) Computer Science Degree
2 1 (2.00%) Degree
2 1 (2.00%) Security Cleared
2 1 (2.00%) SnowPro
Quality Assurance & Compliance
1 14 (28.00%) Data Quality
2 1 (2.00%) Accessibility
System Software
1 2 (4.00%) Active Directory
2 1 (2.00%) Docker
Systems Management
1 3 (6.00%) Terraform
Vendors
1 5 (10.00%) Microsoft
2 4 (8.00%) Dataiku
2 4 (8.00%) Oracle
3 2 (4.00%) Databricks
3 2 (4.00%) Google
3 2 (4.00%) Informatica
3 2 (4.00%) Salesforce
3 2 (4.00%) Talend
4 1 (2.00%) Bloomberg
4 1 (2.00%) Facebook
4 1 (2.00%) MuleSoft
4 1 (2.00%) OpenAI
4 1 (2.00%) Salesforce Marketing Cloud
4 1 (2.00%) SimCorp