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 21 September 2026, with comparisons to the same periods in the previous two years.

6 months to
21 Sep 2026
Same period 2025 Same period 2024
Rank 742 628 760
Rank change year-on-year -114 +132 -13
Permanent jobs citing Snowflake Schema 55 37 36
As % of all permanent jobs in the UK 0.047% 0.075% 0.046%
As % of the Database & Business Intelligence category 0.62% 0.52% 0.30%
Number of salaries quoted 43 24 15
10th Percentile £57,000 £58,325 £52,400
25th Percentile £61,250 £69,063 £56,875
Median annual salary (50th Percentile) £85,000 £88,750 £62,500
Median % change year-on-year -4.23% +42.00% -10.71%
75th Percentile £93,750 £115,000 £83,750
90th Percentile £95,000 £119,025 £98,500
UK excluding London median annual salary £62,500 £70,000 £57,500
% change year-on-year -10.71% +21.74% +4.55%

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 8,907 7,146 11,915
As % of all permanent jobs advertised in the UK 7.67% 14.55% 15.38%
Number of salaries quoted 6,014 4,499 7,091
10th Percentile £36,250 £33,750 £37,500
25th Percentile £45,000 £45,000 £46,250
Median annual salary (50th Percentile) £60,000 £60,000 £63,000
Median % change year-on-year - -4.76% +0.80%
75th Percentile £80,000 £80,000 £86,250
90th Percentile £95,000 £107,500 £115,000
UK excluding London median annual salary £55,000 £52,500 £52,500
% change year-on-year +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 21 September 2026.

Salary histogram for Snowflake Schema in the UK

Snowflake Schema
Top 9 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 21 September 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 -89 54 £85,000 -4.23% 99
London -59 31 £85,000 -10.53% 73
UK excluding London -107 23 £62,500 -10.71% 33
Work from Home -43 19 £62,500 -24.24% 43
South East -45 12 £62,500 -30.56% 14
South West -64 8 £95,000 - 3
East of England -35 2 - - 1
West Midlands -48 1 £41,343 -40.94% 1
Midlands -55 1 £41,343 -40.94% 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 8 (14.55%) Apache Airflow
1 8 (14.55%) Apache Spark
Business Applications
1 1 (1.82%) Dynamics CRM
Cloud Services
1 39 (70.91%) Azure
2 29 (52.73%) AWS
3 27 (49.09%) Snowflake
4 26 (47.27%) dbt
5 21 (38.18%) Power Platform
6 18 (32.73%) Azure Synapse Analytics
7 13 (23.64%) Amazon S3
8 12 (21.82%) Azure Data Factory
8 12 (21.82%) GCP
9 9 (16.36%) Azure Cosmos DB
9 9 (16.36%) Azure DevOps
10 2 (3.64%) AWS Lambda
10 2 (3.64%) Azure Databricks
10 2 (3.64%) Fivetran
10 2 (3.64%) GitHub
10 2 (3.64%) Serverless
11 1 (1.82%) GitHub Copilot
Database & Business Intelligence
1 37 (67.27%) Data Warehouse
2 24 (43.64%) Data Lake
2 24 (43.64%) Star Schema
3 21 (38.18%) Power BI
4 13 (23.64%) Data Vault
5 10 (18.18%) Azure SQL Database
5 10 (18.18%) Metadata
5 10 (18.18%) MongoDB
5 10 (18.18%) SQL Server
6 9 (16.36%) Amazon QuickSight
6 9 (16.36%) DynamoDB
6 9 (16.36%) NoSQL
7 8 (14.55%) Amazon Redshift
7 8 (14.55%) BigQuery
7 8 (14.55%) Elasticsearch
7 8 (14.55%) Looker
7 8 (14.55%) Milvus
7 8 (14.55%) Tableau
8 3 (5.45%) PostgreSQL
9 2 (3.64%) Semantic Layer
Development Applications
1 13 (23.64%) Git
2 8 (14.55%) MLflow
3 2 (3.64%) Claude Code
General
1 17 (30.91%) Finance
2 15 (27.27%) Social Skills
3 10 (18.18%) Analytical Skills
4 2 (3.64%) Retail
5 1 (1.82%) Advertising
5 1 (1.82%) Financial Institution
5 1 (1.82%) Influencing Skills
5 1 (1.82%) Legal
5 1 (1.82%) Marketing
Job Titles
1 19 (34.55%) Senior
2 18 (32.73%) Architect
2 18 (32.73%) Data Architect
3 13 (23.64%) Snowflake Architect
4 10 (18.18%) Azure Engineer
4 10 (18.18%) Data Engineer
5 8 (14.55%) Senior Systems Engineer
5 8 (14.55%) Systems Engineer
6 7 (12.73%) Data Modeller
7 5 (9.09%) Senior Data Engineer
8 4 (7.27%) Azure Data Engineer
9 2 (3.64%) Snowflake Data Engineer
9 2 (3.64%) Snowflake Engineer
10 1 (1.82%) Business Intelligence Developer
10 1 (1.82%) Developer
10 1 (1.82%) Power BI Developer
10 1 (1.82%) Principal Engineer
10 1 (1.82%) Principal Software Engineer
10 1 (1.82%) Product Analyst
10 1 (1.82%) Software Engineer
Libraries, Frameworks & Software Standards
1 9 (16.36%) Kafka
2 8 (14.55%) LangChain
2 8 (14.55%) LlamaIndex
2 8 (14.55%) pgvector
2 8 (14.55%) PyTorch
2 8 (14.55%) scikit-learn
2 8 (14.55%) TensorFlow
3 2 (3.64%) JSON
3 2 (3.64%) REST
3 2 (3.64%) Snowpark
3 2 (3.64%) SOAP
3 2 (3.64%) YAML
4 1 (1.82%) .NET
4 1 (1.82%) CSS
4 1 (1.82%) HTML
4 1 (1.82%) Next.js
4 1 (1.82%) Node.js
4 1 (1.82%) PySpark
4 1 (1.82%) React
Miscellaneous
1 15 (27.27%) Data Structures
2 11 (20.00%) Legacy Systems
3 10 (18.18%) Clustering
3 10 (18.18%) Product Ownership
4 9 (16.36%) Cloud Native
4 9 (16.36%) Enterprise Software
5 8 (14.55%) Public Cloud
6 1 (1.82%) AS400
6 1 (1.82%) Foreign Exchange (FX)
6 1 (1.82%) iSeries
6 1 (1.82%) Marketing Technology
6 1 (1.82%) Taxonomies
Operating Systems
1 9 (16.36%) Windows
Processes & Methodologies
1 52 (94.55%) Data Modelling
2 32 (58.18%) RBAC
3 31 (56.36%) AI
3 31 (56.36%) Data Engineering
4 30 (54.55%) Data Architecture
4 30 (54.55%) Data Pipeline
5 27 (49.09%) Analytics
6 24 (43.64%) ETL
6 24 (43.64%) Machine Learning
7 23 (41.82%) Use Case
8 22 (40.00%) Business Intelligence
9 20 (36.36%) Retrieval-Augmented Generation
10 19 (34.55%) Data Governance
11 17 (30.91%) CI/CD
11 17 (30.91%) Data Management
12 14 (25.45%) Dimensional Modelling
13 13 (23.64%) Kimball Methodology
14 12 (21.82%) Inmon Methodology
14 12 (21.82%) Lakehouse
14 12 (21.82%) LLM
Programming Languages
1 43 (78.18%) SQL
2 36 (65.45%) Python
3 10 (18.18%) C#
4 1 (1.82%) Data Analysis Expressions
4 1 (1.82%) T-SQL
4 1 (1.82%) TypeScript
Qualifications
1 9 (16.36%) Degree
2 1 (1.82%) AWS Certification
2 1 (1.82%) SnowPro
Quality Assurance & Compliance
1 19 (34.55%) GDPR
2 18 (32.73%) Data Quality
3 17 (30.91%) California Consumer Privacy Act
4 1 (1.82%) QA
Vendors
1 12 (21.82%) Microsoft
2 10 (18.18%) Databricks
3 9 (16.36%) Informatica
3 9 (16.36%) Talend
4 8 (14.55%) Cloudera
4 8 (14.55%) Dell
5 1 (1.82%) Braze
5 1 (1.82%) Oracle