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

6 months to
17 Aug 2026
Same period 2025 Same period 2024
Rank 728 655 779
Rank change year-on-year -73 +124 -2
Permanent jobs citing Snowflake Schema 61 32 33
As % of all permanent jobs in the UK 0.057% 0.064% 0.040%
As % of the Database & Business Intelligence category 0.68% 0.42% 0.26%
Number of salaries quoted 37 22 10
10th Percentile £52,750 £57,500 £50,725
25th Percentile £70,000 £61,438 £60,000
Median annual salary (50th Percentile) £85,000 £73,750 £66,250
Median % change year-on-year +15.25% +11.32% -6.76%
75th Percentile £93,750 £111,250 £84,375
90th Percentile £95,000 £120,175 £93,750
UK excluding London median annual salary £72,500 £70,000 £66,500
% change year-on-year +3.57% +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 8,994 7,553 12,905
As % of all permanent jobs advertised in the UK 8.40% 15.05% 15.58%
Number of salaries quoted 6,015 4,819 8,488
10th Percentile £36,250 £35,000 £36,675
25th Percentile £45,000 £45,563 £45,000
Median annual salary (50th Percentile) £60,000 £60,000 £60,000
Median % change year-on-year - - -4.76%
75th Percentile £80,000 £80,000 £84,964
90th Percentile £95,000 £107,500 £112,500
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 17 August 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 17 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 -39 59 £85,000 +4.62% 30
London -28 37 £85,000 -9.33% 23
UK excluding London -89 23 £72,500 +3.57% 9
Work from Home -40 15 £91,250 +30.36% 9
South West -68 9 £95,000 +80.95% 2
East of England -14 6 - -
South East -37 5 £57,500 -36.11% 5
Scotland +2 1 £72,500 -
West Midlands -17 1 £41,343 -24.83%
Midlands -28 1 £41,343 -38.75%
Yorkshire -32 1 - -
North of England -58 1 - - 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 26 (42.62%) Apache Airflow
2 24 (39.34%) Apache Spark
3 2 (3.28%) Oracle Application Server
4 1 (1.64%) Apache
Business Applications
1 1 (1.64%) Dynamics CRM
Cloud Services
1 47 (77.05%) AWS
2 42 (68.85%) Azure
3 41 (67.21%) dbt
3 41 (67.21%) Snowflake
4 29 (47.54%) Power Platform
5 28 (45.90%) GCP
6 26 (42.62%) Azure Synapse Analytics
7 14 (22.95%) Amazon S3
8 4 (6.56%) AWS Lambda
8 4 (6.56%) Azure Data Factory
8 4 (6.56%) Serverless
9 2 (3.28%) Amazon Kinesis
9 2 (3.28%) Azure Cosmos DB
9 2 (3.28%) Azure DevOps
9 2 (3.28%) Fivetran
10 1 (1.64%) Amazon EventBridge
10 1 (1.64%) Dagster
10 1 (1.64%) GitHub
10 1 (1.64%) OpenShift
10 1 (1.64%) Prefect
Database & Business Intelligence
1 45 (73.77%) Data Warehouse
2 37 (60.66%) Data Lake
3 29 (47.54%) Power BI
4 25 (40.98%) Amazon Redshift
5 24 (39.34%) Tableau
6 23 (37.70%) BigQuery
6 23 (37.70%) Elasticsearch
6 23 (37.70%) Looker
7 17 (27.87%) Star Schema
8 13 (21.31%) Data Vault
9 4 (6.56%) Metadata
10 3 (4.92%) Azure SQL Database
10 3 (4.92%) MongoDB
10 3 (4.92%) PostgreSQL
10 3 (4.92%) SQL Server
11 2 (3.28%) Amazon QuickSight
11 2 (3.28%) NoSQL
11 2 (3.28%) Oracle BI EE
11 2 (3.28%) Oracle Reports
11 2 (3.28%) Semantic Layer
Development Applications
1 23 (37.70%) MLflow
2 7 (11.48%) Git
3 2 (3.28%) Oracle APEX
4 1 (1.64%) Claude Code
General
1 24 (39.34%) Analytical Skills
2 17 (27.87%) Finance
3 15 (24.59%) Social Skills
4 2 (3.28%) Retail
5 1 (1.64%) Financial Institution
5 1 (1.64%) Influencing Skills
Job Titles
1 26 (42.62%) Senior
2 23 (37.70%) Senior Systems Engineer
2 23 (37.70%) Systems Engineer
3 16 (26.23%) Architect
3 16 (26.23%) Data Architect
4 12 (19.67%) Snowflake Architect
5 10 (16.39%) Data Engineer
6 7 (11.48%) Data Modeller
7 2 (3.28%) AWS Data Engineer
7 2 (3.28%) AWS Engineer
7 2 (3.28%) Azure Engineer
7 2 (3.28%) Snowflake Data Engineer
7 2 (3.28%) Snowflake 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%) Power BI Developer
8 1 (1.64%) Product Analyst
8 1 (1.64%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 24 (39.34%) 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 4 (6.56%) JSON
4 2 (3.28%) PySpark
4 2 (3.28%) REST
4 2 (3.28%) Snowpark
4 2 (3.28%) SOAP
4 2 (3.28%) XML
4 2 (3.28%) YAML
Miscellaneous
1 25 (40.98%) Clustering
2 23 (37.70%) Cloud Native
2 23 (37.70%) Public Cloud
3 12 (19.67%) Data Structures
4 4 (6.56%) Legacy Systems
5 3 (4.92%) Product Ownership
6 2 (3.28%) Enterprise Software
7 1 (1.64%) AS400
7 1 (1.64%) Foreign Exchange (FX)
7 1 (1.64%) iSeries
Operating Systems
1 2 (3.28%) Windows
Processes & Methodologies
1 56 (91.80%) Data Modelling
2 45 (73.77%) Data Engineering
3 44 (72.13%) AI
3 44 (72.13%) Data Pipeline
4 38 (62.30%) RBAC
5 37 (60.66%) Machine Learning
5 37 (60.66%) Use Case
6 36 (59.02%) Analytics
6 36 (59.02%) ETL
7 34 (55.74%) Retrieval-Augmented Generation
8 32 (52.46%) Business Intelligence
8 32 (52.46%) Data Governance
8 32 (52.46%) Dimensional Modelling
9 26 (42.62%) Performance Tuning
10 25 (40.98%) Data Management
10 25 (40.98%) Data Science
10 25 (40.98%) Generative AI
10 25 (40.98%) Predictive Modelling
11 23 (37.70%) Feature Engineering
11 23 (37.70%) Knowledge Management
Programming Languages
1 50 (81.97%) SQL
2 43 (70.49%) Python
3 2 (3.28%) C#
4 1 (1.64%) Data Analysis Expressions
4 1 (1.64%) T-SQL
Qualifications
1 2 (3.28%) Degree
2 1 (1.64%) AWS Certification
2 1 (1.64%) SnowPro
Quality Assurance & Compliance
1 27 (44.26%) GDPR
2 25 (40.98%) California Consumer Privacy Act
3 11 (18.03%) Data Quality
System Software
1 1 (1.64%) Docker
Vendors
1 25 (40.98%) Databricks
2 23 (37.70%) Cloudera
2 23 (37.70%) Dell
3 4 (6.56%) Microsoft
4 3 (4.92%) Oracle
5 2 (3.28%) Informatica
5 2 (3.28%) Talend