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 5 December 2025, with comparisons to the same periods in the previous two years.

6 months to
5 Dec 2025
Same period 2024 Same period 2023
Rank 607 694 698
Rank change year-on-year +87 +4 +298
Permanent jobs citing Snowflake Schema 48 52 20
As % of all permanent jobs in the UK 0.086% 0.082% 0.040%
As % of the Database & Business Intelligence category 0.72% 0.48% 0.19%
Number of salaries quoted 25 24 18
10th Percentile £54,500 £46,375 £27,500
25th Percentile £67,500 £53,750 £49,375
Median annual salary (50th Percentile) £87,500 £60,000 £71,250
Median % change year-on-year +45.83% -15.79% +14.00%
75th Percentile £97,500 £80,000 £82,375
90th Percentile £115,000 £99,500 £86,625
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 6,680 10,762 10,757
As % of all permanent jobs advertised in the UK 12.01% 17.01% 21.48%
Number of salaries quoted 4,350 6,224 8,485
10th Percentile £34,750 £37,500 £37,000
25th Percentile £42,500 £47,500 £46,750
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 £86,250 £80,000
90th Percentile £101,375 £115,000 £95,000
UK excluding London median annual salary £52,500 £52,500 £55,000
% change year-on-year - -4.55% -

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 5 December 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 5 December 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 +85 31 £88,750 +47.92% 22
UK excluding London +91 28 £70,000 +21.74% 15
Work from Home +102 26 £85,000 +6.25% 7
London +56 19 £90,000 +38.46% 13
Scotland +31 16 - -
North of England +46 5 £120,500 - 5
North West +45 3 £70,000 - 5
South East +36 3 £90,000 +56.52% 8
Midlands +47 2 £68,750 +25.00% 1
Yorkshire - 2 £120,500 -
East of England - 2 £62,500 - 1
West Midlands +33 1 £70,000 +27.27% 1
East Midlands - 1 £67,500 -

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 (8.33%) Apache Airflow
2 3 (6.25%) Apache
3 1 (2.08%) Apache Spark
Business Applications
1 1 (2.08%) SimCorp Dimension
Cloud Services
1 37 (77.08%) Snowflake
2 30 (62.50%) Azure
2 30 (62.50%) dbt
3 20 (41.67%) Azure DevOps
4 19 (39.58%) Power Platform
5 16 (33.33%) AWS
5 16 (33.33%) GitHub
6 14 (29.17%) GitHub Copilot
7 7 (14.58%) Azure Synapse Analytics
8 6 (12.50%) Fivetran
8 6 (12.50%) GCP
9 5 (10.42%) Azure Data Factory
10 4 (8.33%) Collibra
11 3 (6.25%) Matillion
11 3 (6.25%) SaaS
12 2 (4.17%) Cloud Computing
13 1 (2.08%) Amazon S3
13 1 (2.08%) AWS CloudFormation
13 1 (2.08%) Google Analytics
13 1 (2.08%) Serverless
Database & Business Intelligence
1 30 (62.50%) Data Warehouse
2 19 (39.58%) Power BI
3 9 (18.75%) SQL Server
4 6 (12.50%) Data Vault
4 6 (12.50%) SQL Server Analysis Services
5 5 (10.42%) Metadata
5 5 (10.42%) NoSQL
5 5 (10.42%) SQL Server Integration Services
5 5 (10.42%) SQL Server Reporting Services
6 4 (8.33%) Power Query
7 3 (6.25%) Data Lake
7 3 (6.25%) MongoDB
8 2 (4.17%) Airbyte
8 2 (4.17%) Tableau
9 1 (2.08%) Amazon QuickSight
9 1 (2.08%) Amazon Redshift
9 1 (2.08%) Azure SQL Database
9 1 (2.08%) Big Data
9 1 (2.08%) Data Hub
9 1 (2.08%) Pentaho
Development Applications
1 14 (29.17%) JIRA
2 4 (8.33%) Git
3 2 (4.17%) GitLab
4 1 (2.08%) SonarQube
General
1 21 (43.75%) Finance
2 15 (31.25%) Analytical Skills
3 9 (18.75%) Social Skills
4 5 (10.42%) Law
5 3 (6.25%) Banking
5 3 (6.25%) Investment Banking
6 2 (4.17%) Music Industry
7 1 (2.08%) Advertising
7 1 (2.08%) Automotive
7 1 (2.08%) Front Office
7 1 (2.08%) Marketing
7 1 (2.08%) Organisational Skills
Job Titles
1 19 (39.58%) Senior
2 16 (33.33%) Data Engineer
3 10 (20.83%) Snowflake Engineer
4 9 (18.75%) Snowflake Data Engineer
5 5 (10.42%) Architect
5 5 (10.42%) Senior Data Engineer
6 4 (8.33%) Data Architect
6 4 (8.33%) Lead
7 3 (6.25%) Developer
7 3 (6.25%) Python Data Engineer
7 3 (6.25%) Python Engineer
8 2 (4.17%) Data Modeller
8 2 (4.17%) Snowflake Developer
9 1 (2.08%) AWS Data Engineer
9 1 (2.08%) Azure Data Engineer
9 1 (2.08%) Azure Specialist
9 1 (2.08%) Business Intelligence Developer
9 1 (2.08%) Kafka Engineer
9 1 (2.08%) Principal Data Engineer
9 1 (2.08%) Snowflake Architect
Libraries, Frameworks & Software Standards
1 4 (8.33%) Snowpark
2 3 (6.25%) Kafka
3 2 (4.17%) PySpark
4 1 (2.08%) REST
4 1 (2.08%) Streamlit
Miscellaneous
1 14 (29.17%) Cloud Native
2 4 (8.33%) Data Structures
2 4 (8.33%) Product Ownership
3 3 (6.25%) Legacy Code
4 2 (4.17%) Legacy Systems
5 1 (2.08%) Distributed Computing
5 1 (2.08%) Educational Technology
5 1 (2.08%) Hedge funds
5 1 (2.08%) Reinsurance
5 1 (2.08%) Replication
Processes & Methodologies
1 45 (93.75%) Data Modelling
2 33 (68.75%) Analytics
3 31 (64.58%) ETL
4 22 (45.83%) AI
4 22 (45.83%) CI/CD
4 22 (45.83%) DevOps
5 19 (39.58%) Agile
5 19 (39.58%) Business Intelligence
6 17 (35.42%) Asset Management
6 17 (35.42%) Migration
7 16 (33.33%) Coaching
7 16 (33.33%) Continuous Improvement
7 16 (33.33%) Mentoring
8 15 (31.25%) Test Automation
9 14 (29.17%) Clean Code
9 14 (29.17%) Data Governance
9 14 (29.17%) Data Pipeline
9 14 (29.17%) Sprint Planning
9 14 (29.17%) Sprint Retrospective
10 13 (27.08%) Data Engineering
Programming Languages
1 21 (43.75%) SQL
2 19 (39.58%) Python
3 4 (8.33%) C#
3 4 (8.33%) Data Analysis Expressions
4 2 (4.17%) ANSI SQL
4 2 (4.17%) T-SQL
5 1 (2.08%) PowerShell
Qualifications
1 1 (2.08%) Computer Science Degree
1 1 (2.08%) Degree
1 1 (2.08%) MCSE
1 1 (2.08%) Microsoft Certification
1 1 (2.08%) Security Cleared
1 1 (2.08%) SnowPro
Quality Assurance & Compliance
1 13 (27.08%) Data Quality
2 1 (2.08%) Accessibility
System Software
1 1 (2.08%) Active Directory
1 1 (2.08%) Docker
Systems Management
1 3 (6.25%) Terraform
Vendors
1 4 (8.33%) Dataiku
1 4 (8.33%) Microsoft
1 4 (8.33%) Oracle
2 2 (4.17%) Databricks
2 2 (4.17%) Informatica
2 2 (4.17%) Talend
3 1 (2.08%) Bloomberg
3 1 (2.08%) Facebook
3 1 (2.08%) Google
3 1 (2.08%) MuleSoft
3 1 (2.08%) OpenAI
3 1 (2.08%) Salesforce
3 1 (2.08%) Salesforce Marketing Cloud
3 1 (2.08%) SimCorp