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 30 October 2025, with comparisons to the same periods in the previous two years.

6 months to
30 Oct 2025
Same period 2024 Same period 2023
Rank 617 715 717
Rank change year-on-year +98 +2 +344
Permanent jobs citing Snowflake Schema 45 46 19
As % of all permanent jobs in the UK 0.090% 0.068% 0.035%
As % of the Database & Business Intelligence category 0.64% 0.43% 0.16%
Number of salaries quoted 27 18 17
10th Percentile £55,500 £53,750 £27,500
25th Percentile £68,125 £55,313 £47,500
Median annual salary (50th Percentile) £87,500 £63,750 £65,000
Median % change year-on-year +37.25% -1.92% +4.00%
75th Percentile £98,750 £81,875 £82,000
90th Percentile £117,300 £95,500 £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 7,036 10,721 11,692
As % of all permanent jobs advertised in the UK 14.08% 15.75% 21.48%
Number of salaries quoted 4,393 6,111 9,227
10th Percentile £33,500 £37,500 £36,750
25th Percentile £42,750 £47,500 £46,750
Median annual salary (50th Percentile) £60,000 £65,000 £60,000
Median % change year-on-year -7.69% +8.33% -1.64%
75th Percentile £80,000 £87,500 £80,000
90th Percentile £105,200 £115,000 £95,000
UK excluding London median annual salary £52,500 £52,500 £55,000
% change year-on-year - -4.55% +1.85%

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 30 October 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 30 October 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 +73 33 £87,500 +37.25% 50
UK excluding London +74 24 £70,000 +21.74% 37
Work from Home +69 22 £82,500 +3.13% 27
London +50 21 £88,750 +31.48% 33
Scotland +3 12 - - 4
North of England +6 5 £120,500 - 3
Yorkshire - 3 £120,500 -
Midlands - 3 £70,000 -
South West +31 2 - - 1
North West +7 2 £70,000 - 3
East Midlands - 2 £68,750 -
South East +40 1 £90,000 +56.52% 26
West Midlands - 1 £70,000 -
East of England - 1 £60,000 - 3

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 (8.89%) Apache
1 4 (8.89%) Apache Airflow
Business Applications
1 1 (2.22%) NetSuite
Cloud Services
1 28 (62.22%) Snowflake
2 25 (55.56%) Azure
3 21 (46.67%) dbt
4 16 (35.56%) Power Platform
5 14 (31.11%) Azure DevOps
6 13 (28.89%) AWS
7 12 (26.67%) GitHub
8 10 (22.22%) GitHub Copilot
9 8 (17.78%) Azure Synapse Analytics
10 7 (15.56%) Azure Data Factory
11 6 (13.33%) GCP
12 5 (11.11%) SaaS
13 3 (6.67%) Collibra
13 3 (6.67%) Fivetran
14 2 (4.44%) Entra ID
15 1 (2.22%) Amazon S3
15 1 (2.22%) AWS CloudFormation
15 1 (2.22%) AWS Lambda
15 1 (2.22%) Cloud Computing
15 1 (2.22%) Google Analytics
Database & Business Intelligence
1 27 (60.00%) Data Warehouse
2 16 (35.56%) Power BI
3 6 (13.33%) SQL Server
4 5 (11.11%) Data Vault
4 5 (11.11%) SQL Server Analysis Services
4 5 (11.11%) SQL Server Reporting Services
4 5 (11.11%) Tableau
5 4 (8.89%) Data Lake
5 4 (8.89%) Metadata
5 4 (8.89%) MongoDB
5 4 (8.89%) NoSQL
5 4 (8.89%) Power Query
6 3 (6.67%) Looker
6 3 (6.67%) SQL Server Integration Services
7 2 (4.44%) Amazon QuickSight
7 2 (4.44%) Amazon Redshift
7 2 (4.44%) Azure SQL Database
7 2 (4.44%) Microsoft Analysis Services
8 1 (2.22%) BigQuery
8 1 (2.22%) PostgreSQL
Development Applications
1 10 (22.22%) JIRA
2 2 (4.44%) Git
3 1 (2.22%) GitLab
General
1 16 (35.56%) Finance
2 11 (24.44%) Analytical Skills
2 11 (24.44%) Social Skills
3 6 (13.33%) Law
4 3 (6.67%) Marketing
5 2 (4.44%) Automotive
5 2 (4.44%) Music Industry
6 1 (2.22%) Advertising
6 1 (2.22%) Banking
6 1 (2.22%) Inclusion and Diversity
6 1 (2.22%) Investment Banking
6 1 (2.22%) Legal
6 1 (2.22%) Organisational Skills
Job Titles
1 15 (33.33%) Senior
2 14 (31.11%) Data Engineer
3 11 (24.44%) Snowflake Data Engineer
3 11 (24.44%) Snowflake Engineer
4 6 (13.33%) Architect
5 4 (8.89%) Lead
5 4 (8.89%) Python Data Engineer
5 4 (8.89%) Python Engineer
5 4 (8.89%) Senior Data Engineer
6 3 (6.67%) Data Architect
6 3 (6.67%) Developer
6 3 (6.67%) Snowflake Architect
7 2 (4.44%) Analytics Developer
7 2 (4.44%) Azure Specialist
7 2 (4.44%) Business Intelligence Specialist
7 2 (4.44%) Data Modeller
7 2 (4.44%) Technical Architect
8 1 (2.22%) AWS Data Engineer
8 1 (2.22%) Lead Data Engineer
8 1 (2.22%) Snowflake Developer
Libraries, Frameworks & Software Standards
1 4 (8.89%) Kafka
2 2 (4.44%) REST
2 2 (4.44%) Streamlit
3 1 (2.22%) Lambda Expressions
3 1 (2.22%) Snowpark
Miscellaneous
1 12 (26.67%) Cloud Native
2 4 (8.89%) Data Structures
2 4 (8.89%) Legacy Code
3 3 (6.67%) Product Ownership
3 3 (6.67%) Reinsurance
4 2 (4.44%) Legacy Systems
5 1 (2.22%) Algorithms
5 1 (2.22%) Educational Technology
5 1 (2.22%) Self-Motivation
Processes & Methodologies
1 41 (91.11%) Data Modelling
2 31 (68.89%) Analytics
3 28 (62.22%) ETL
4 17 (37.78%) Business Intelligence
5 16 (35.56%) Agile
5 16 (35.56%) AI
5 16 (35.56%) CI/CD
5 16 (35.56%) DevOps
6 15 (33.33%) Data Pipeline
7 14 (31.11%) Data Engineering
8 13 (28.89%) Asset Management
9 12 (26.67%) Coaching
9 12 (26.67%) Continuous Improvement
10 11 (24.44%) Data Governance
10 11 (24.44%) Test Automation
11 10 (22.22%) Clean Code
11 10 (22.22%) Mentoring
11 10 (22.22%) Migration
11 10 (22.22%) Sprint Planning
11 10 (22.22%) Sprint Retrospective
Programming Languages
1 20 (44.44%) SQL
2 14 (31.11%) Python
3 5 (11.11%) Data Analysis Expressions
4 4 (8.89%) T-SQL
5 3 (6.67%) C#
6 1 (2.22%) ANSI SQL
6 1 (2.22%) Java
Qualifications
1 2 (4.44%) MCSE
1 2 (4.44%) Microsoft Certification
Quality Assurance & Compliance
1 9 (20.00%) Data Quality
System Software
1 2 (4.44%) Active Directory
2 1 (2.22%) Docker
Systems Management
1 1 (2.22%) Terraform
Vendors
1 5 (11.11%) Microsoft
2 4 (8.89%) Salesforce
3 3 (6.67%) Dataiku
4 2 (4.44%) Google
4 2 (4.44%) Oracle
5 1 (2.22%) Amplitude
5 1 (2.22%) Databricks
5 1 (2.22%) Facebook
5 1 (2.22%) Salesforce Marketing Cloud