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 24 August 2026, with comparisons to the same periods in the previous two years.

6 months to
24 Aug 2026
Same period 2025 Same period 2024
Rank 728 647 776
Rank change year-on-year -81 +129 -5
Permanent jobs citing Snowflake Schema 61 34 34
As % of all permanent jobs in the UK 0.056% 0.068% 0.041%
As % of the Database & Business Intelligence category 0.69% 0.45% 0.26%
Number of salaries quoted 36 23 12
10th Percentile £55,000 £57,500 £52,350
25th Percentile £67,813 £62,625 £60,000
Median annual salary (50th Percentile) £85,000 £75,000 £63,750
Median % change year-on-year +13.33% +17.65% -10.27%
75th Percentile £93,750 £115,000 £83,125
90th Percentile £95,000 £119,600 £91,750
UK excluding London median annual salary £62,500 £70,000 £66,500
% change year-on-year -10.71% +5.26% +15.65%

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 8,886 7,500 12,913
As % of all permanent jobs advertised in the UK 8.19% 14.98% 15.47%
Number of salaries quoted 5,993 4,806 8,366
10th Percentile £36,250 £34,750 £36,750
25th Percentile £45,000 £45,000 £45,000
Median annual salary (50th Percentile) £60,000 £60,000 £60,000
Median % change year-on-year - - -4.00%
75th Percentile £80,000 £80,000 £84,964
90th Percentile £95,000 £106,250 £113,750
UK excluding London median annual salary £55,000 £55,000 £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 24 August 2026.

Salary histogram for Snowflake Schema in the UK

Snowflake Schema
Top 11 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 24 August 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 -64 60 £85,000 -2.86% 19
London -15 38 £85,000 -15.00% 12
UK excluding London -91 22 £62,500 -10.71% 12
Work from Home -28 14 £92,500 +32.14% 9
South West -63 8 £95,000 +80.95% 1
East of England -22 6 - -
South East -27 6 £60,000 -33.33% 10
West Midlands -18 1 £41,343 -24.83%
Yorkshire -28 1 - -
Midlands -41 1 £41,343 -38.75%
North of England -43 1 - - 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 25 (40.98%) Apache Airflow
2 23 (37.70%) Apache Spark
Business Applications
1 1 (1.64%) Dynamics CRM
Cloud Services
1 45 (73.77%) AWS
2 44 (72.13%) Azure
3 41 (67.21%) dbt
3 41 (67.21%) Snowflake
4 30 (49.18%) Power Platform
5 29 (47.54%) GCP
6 27 (44.26%) Azure Synapse Analytics
7 13 (21.31%) Amazon S3
8 5 (8.20%) Azure Data Factory
9 3 (4.92%) AWS Lambda
9 3 (4.92%) Azure Cosmos DB
9 3 (4.92%) Azure DevOps
9 3 (4.92%) Serverless
10 2 (3.28%) Fivetran
11 1 (1.64%) Amazon Kinesis
11 1 (1.64%) AWS CodePipeline
11 1 (1.64%) Dagster
11 1 (1.64%) GitHub
11 1 (1.64%) OpenShift
11 1 (1.64%) Prefect
Database & Business Intelligence
1 43 (70.49%) Data Warehouse
2 38 (62.30%) Data Lake
3 30 (49.18%) Power BI
4 24 (39.34%) Amazon Redshift
4 24 (39.34%) Tableau
5 23 (37.70%) BigQuery
5 23 (37.70%) Elasticsearch
5 23 (37.70%) Looker
6 16 (26.23%) Star Schema
7 13 (21.31%) Data Vault
8 5 (8.20%) Metadata
9 4 (6.56%) Azure SQL Database
9 4 (6.56%) MongoDB
9 4 (6.56%) SQL Server
10 3 (4.92%) Amazon QuickSight
10 3 (4.92%) DynamoDB
10 3 (4.92%) NoSQL
10 3 (4.92%) PostgreSQL
11 2 (3.28%) Semantic Layer
12 1 (1.64%) TimescaleDB
Development Applications
1 23 (37.70%) MLflow
2 7 (11.48%) Git
3 1 (1.64%) Claude Code
General
1 24 (39.34%) Analytical Skills
2 16 (26.23%) Finance
3 13 (21.31%) Social Skills
4 2 (3.28%) Retail
5 1 (1.64%) Financial Institution
5 1 (1.64%) Influencing Skills
5 1 (1.64%) Marketing
Job Titles
1 27 (44.26%) Senior
2 23 (37.70%) Senior Systems Engineer
2 23 (37.70%) Systems Engineer
3 17 (27.87%) Architect
3 17 (27.87%) Data Architect
4 12 (19.67%) Snowflake Architect
5 7 (11.48%) Data Engineer
5 7 (11.48%) Data Modeller
6 3 (4.92%) Azure Engineer
7 2 (3.28%) Snowflake Data Engineer
7 2 (3.28%) Snowflake Engineer
8 1 (1.64%) AWS Data Engineer
8 1 (1.64%) Business Intelligence Developer
8 1 (1.64%) Data Analyst
8 1 (1.64%) Lead
8 1 (1.64%) Lead Data Engineer
8 1 (1.64%) Platform Engineer
8 1 (1.64%) Power BI Developer
8 1 (1.64%) Product Analyst
8 1 (1.64%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 25 (40.98%) Kafka
2 23 (37.70%) LangChain
2 23 (37.70%) LlamaIndex
2 23 (37.70%) pgvector
2 23 (37.70%) PyTorch
2 23 (37.70%) scikit-learn
2 23 (37.70%) TensorFlow
3 2 (3.28%) JSON
3 2 (3.28%) REST
3 2 (3.28%) Snowpark
3 2 (3.28%) SOAP
3 2 (3.28%) YAML
4 1 (1.64%) CSS
4 1 (1.64%) HTML
4 1 (1.64%) PySpark
Miscellaneous
1 25 (40.98%) Clustering
2 23 (37.70%) Cloud Native
2 23 (37.70%) Public Cloud
3 13 (21.31%) Data Structures
4 5 (8.20%) Legacy Systems
5 4 (6.56%) Product Ownership
6 3 (4.92%) Enterprise Software
7 1 (1.64%) AS400
7 1 (1.64%) Foreign Exchange (FX)
7 1 (1.64%) iSeries
7 1 (1.64%) Marketing Technology
Operating Systems
1 3 (4.92%) Windows
Processes & Methodologies
1 58 (95.08%) Data Modelling
2 46 (75.41%) Data Engineering
3 45 (73.77%) AI
4 44 (72.13%) Data Pipeline
5 39 (63.93%) RBAC
6 37 (60.66%) Machine Learning
6 37 (60.66%) Use Case
7 35 (57.38%) Analytics
7 35 (57.38%) ETL
8 34 (55.74%) Retrieval-Augmented Generation
9 33 (54.10%) Data Governance
10 31 (50.82%) Business Intelligence
11 30 (49.18%) Dimensional Modelling
12 26 (42.62%) Data Management
13 25 (40.98%) Data Science
13 25 (40.98%) Generative AI
13 25 (40.98%) Performance Tuning
14 23 (37.70%) Feature Engineering
14 23 (37.70%) Presales
14 23 (37.70%) Semantic Search
Programming Languages
1 52 (85.25%) SQL
2 43 (70.49%) Python
3 3 (4.92%) C#
4 1 (1.64%) Data Analysis Expressions
4 1 (1.64%) T-SQL
Qualifications
1 3 (4.92%) Degree
2 1 (1.64%) AWS Certification
2 1 (1.64%) SnowPro
Quality Assurance & Compliance
1 28 (45.90%) GDPR
2 26 (42.62%) California Consumer Privacy Act
3 12 (19.67%) Data Quality
4 1 (1.64%) QA
System Software
1 1 (1.64%) Docker
Vendors
1 25 (40.98%) Databricks
2 23 (37.70%) Cloudera
2 23 (37.70%) Dell
3 5 (8.20%) Microsoft
4 3 (4.92%) Informatica
4 3 (4.92%) Talend
5 1 (1.64%) Braze
5 1 (1.64%) Oracle