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 12 March 2026, with comparisons to the same periods in the previous two years.

6 months to
12 Mar 2026
Same period 2025 Same period 2024
Rank 630 626 782
Rank change year-on-year -4 +156 +200
Permanent jobs citing Snowflake Schema 52 30 41
As % of all permanent jobs in the UK 0.071% 0.069% 0.049%
As % of the Database & Business Intelligence category 0.74% 0.37% 0.26%
Number of salaries quoted 26 18 20
10th Percentile £51,250 £49,875 £44,000
25th Percentile £52,500 £53,750 £54,375
Median annual salary (50th Percentile) £75,000 £57,500 £71,250
Median % change year-on-year +30.43% -19.30% +14.00%
75th Percentile £84,688 £64,688 £88,750
90th Percentile £90,000 £80,000 £97,500
UK excluding London median annual salary £75,000 £57,500 £62,500
% change year-on-year +30.43% -8.00% +13.64%

All Database & 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 6,983 8,175 15,905
As % of all permanent jobs advertised in the UK 9.49% 18.71% 19.00%
Number of salaries quoted 4,205 5,163 12,215
10th Percentile £35,000 £37,500 £35,000
25th Percentile £45,000 £47,500 £42,750
Median annual salary (50th Percentile) £60,000 £64,000 £57,500
Median % change year-on-year -6.25% +11.30% -8.00%
75th Percentile £80,000 £85,000 £75,000
90th Percentile £100,000 £115,000 £95,000
UK excluding London median annual salary £52,500 £55,000 £52,500
% change year-on-year -4.55% +4.76% -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 12 March 2026.

Salary histogram for Snowflake Schema in the UK

Snowflake Schema
Top 12 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 12 March 2026. 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 -5 39 £75,000 +30.43% 29
UK excluding London -13 26 £75,000 +30.43% 18
London +37 25 £73,750 -7.81% 18
Work from Home +25 20 £78,750 +12.50% 16
Scotland - 12 £72,500 - 1
East of England - 8 £75,000 - 1
North West -10 2 £37,500 - 2
South East -25 2 - - 12
North of England -35 2 £37,500 - 2
West Midlands +4 1 - -
Midlands -18 1 - -
South West - 1 £72,500 - 2

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 16 (30.77%) Apache Airflow
2 13 (25.00%) Apache Spark
3 4 (7.69%) Apache
4 2 (3.85%) Oracle Application Server
Business Applications
1 1 (1.92%) SimCorp Dimension
Cloud Services
1 32 (61.54%) dbt
2 31 (59.62%) Snowflake
3 30 (57.69%) AWS
3 30 (57.69%) Azure
4 26 (50.00%) Power Platform
5 16 (30.77%) Azure Synapse Analytics
6 15 (28.85%) Azure DevOps
7 13 (25.00%) GCP
8 10 (19.23%) GitHub
9 9 (17.31%) GitHub Copilot
10 8 (15.38%) Matillion
11 6 (11.54%) Amazon S3
11 6 (11.54%) AWS Lambda
11 6 (11.54%) Boomi
11 6 (11.54%) Fivetran
11 6 (11.54%) Serverless
12 5 (9.62%) Amazon Kinesis
12 5 (9.62%) AWS KMS
12 5 (9.62%) Azure Data Factory
13 4 (7.69%) Collibra
Database & Business Intelligence
1 40 (76.92%) Data Warehouse
2 26 (50.00%) Power BI
3 14 (26.92%) Amazon Redshift
4 12 (23.08%) Data Lake
5 11 (21.15%) Tableau
6 8 (15.38%) BigQuery
6 8 (15.38%) Elasticsearch
6 8 (15.38%) Looker
6 8 (15.38%) Star Schema
7 7 (13.46%) SQL Server
8 6 (11.54%) Pentaho
8 6 (11.54%) SQL Server Analysis Services
9 5 (9.62%) Data Vault
9 5 (9.62%) Metadata
9 5 (9.62%) Power Query
9 5 (9.62%) SQL Server Integration Services
9 5 (9.62%) SQL Server Reporting Services
10 4 (7.69%) Amazon RDS
11 2 (3.85%) NoSQL
11 2 (3.85%) Oracle ODI
Development Applications
1 9 (17.31%) JIRA
2 8 (15.38%) MLflow
3 7 (13.46%) Git
4 2 (3.85%) Oracle APEX
5 1 (1.92%) GitLab
5 1 (1.92%) SonarQube
General
1 18 (34.62%) Analytical Skills
2 17 (32.69%) Finance
3 7 (13.46%) Law
3 7 (13.46%) Social Skills
4 6 (11.54%) Public Sector
5 2 (3.85%) Banking
5 2 (3.85%) Investment Banking
6 1 (1.92%) Automotive
6 1 (1.92%) Front Office
6 1 (1.92%) Local Government
6 1 (1.92%) Marketing
6 1 (1.92%) Music Industry
Job Titles
1 22 (42.31%) Senior
2 19 (36.54%) Data Engineer
3 10 (19.23%) AWS Engineer
4 8 (15.38%) Senior Systems Engineer
4 8 (15.38%) Systems Engineer
5 6 (11.54%) AWS Data Engineer
5 6 (11.54%) Snowflake Engineer
6 5 (9.62%) Senior Data Engineer
6 5 (9.62%) Snowflake Data Engineer
7 3 (5.77%) Developer
8 2 (3.85%) Architect
8 2 (3.85%) Business Intelligence Developer
8 2 (3.85%) Data Architect
8 2 (3.85%) Data Modeller
8 2 (3.85%) Lead
9 1 (1.92%) Azure Data Engineer
9 1 (1.92%) Azure Specialist
9 1 (1.92%) Lead Data Engineer
9 1 (1.92%) Principal Data Engineer
9 1 (1.92%) Snowflake Developer
Libraries, Frameworks & Software Standards
1 12 (23.08%) Kafka
1 12 (23.08%) PySpark
2 8 (15.38%) LangChain
2 8 (15.38%) LlamaIndex
2 8 (15.38%) pgvector
2 8 (15.38%) PyTorch
2 8 (15.38%) scikit-learn
2 8 (15.38%) TensorFlow
3 3 (5.77%) Snowpark
4 2 (3.85%) JSON
4 2 (3.85%) XML
5 1 (1.92%) REST
Miscellaneous
1 17 (32.69%) Cloud Native
2 8 (15.38%) Clustering
2 8 (15.38%) Public Cloud
3 6 (11.54%) Data Structures
4 2 (3.85%) Product Ownership
5 1 (1.92%) Distributed Computing
5 1 (1.92%) Educational Technology
5 1 (1.92%) Hedge funds
5 1 (1.92%) Legacy Systems
5 1 (1.92%) Replication
Processes & Methodologies
1 43 (82.69%) ETL
2 42 (80.77%) Analytics
2 42 (80.77%) Data Modelling
3 31 (59.62%) Business Intelligence
4 27 (51.92%) Data Engineering
5 24 (46.15%) Performance Tuning
6 23 (44.23%) CI/CD
7 22 (42.31%) AI
8 20 (38.46%) Data Pipeline
9 19 (36.54%) Data Governance
9 19 (36.54%) DevOps
10 18 (34.62%) Migration
11 17 (32.69%) Dimensional Modelling
12 14 (26.92%) RBAC
13 13 (25.00%) Decision-Making
14 12 (23.08%) Asset Management
14 12 (23.08%) Mentoring
15 11 (21.15%) Coaching
15 11 (21.15%) Continuous Improvement
15 11 (21.15%) Machine Learning
Programming Languages
1 36 (69.23%) SQL
2 33 (63.46%) Python
3 5 (9.62%) Data Analysis Expressions
4 4 (7.69%) C#
5 2 (3.85%) T-SQL
6 1 (1.92%) ANSI SQL
6 1 (1.92%) PowerShell
Qualifications
1 6 (11.54%) Security Cleared
2 5 (9.62%) SC Cleared
3 3 (5.77%) AWS Certification
3 3 (5.77%) AWS Certified Solutions Architect
4 2 (3.85%) Degree
5 1 (1.92%) Computer Science Degree
5 1 (1.92%) MCSE
5 1 (1.92%) Microsoft Certification
5 1 (1.92%) SnowPro
Quality Assurance & Compliance
1 22 (42.31%) Data Quality
2 13 (25.00%) GDPR
3 8 (15.38%) California Consumer Privacy Act
4 5 (9.62%) HIPAA
4 5 (9.62%) ISO/IEC 27001
4 5 (9.62%) NIST
4 5 (9.62%) Sarbanes-Oxley
5 1 (1.92%) Accessibility
System Software
1 2 (3.85%) Docker
2 1 (1.92%) Active Directory
Systems Management
1 3 (5.77%) Terraform
Vendors
1 11 (21.15%) Databricks
2 8 (15.38%) Cloudera
2 8 (15.38%) Dell
3 7 (13.46%) Informatica
3 7 (13.46%) Talend
4 6 (11.54%) MuleSoft
5 4 (7.69%) Dataiku
5 4 (7.69%) Microsoft
5 4 (7.69%) Oracle
6 1 (1.92%) Bloomberg
6 1 (1.92%) Facebook
6 1 (1.92%) Google
6 1 (1.92%) OpenAI
6 1 (1.92%) Salesforce
6 1 (1.92%) Salesforce Marketing Cloud
6 1 (1.92%) SimCorp