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 31 May 2026, with comparisons to the same periods in the previous two years.

6 months to
31 May 2026
Same period 2025 Same period 2024
Rank 679 638 849
Rank change year-on-year -41 +211 +62
Permanent jobs citing Snowflake Schema 49 20 42
As % of all permanent jobs in the UK 0.053% 0.046% 0.042%
As % of the Database & Business Intelligence category 0.61% 0.28% 0.24%
Number of salaries quoted 24 14 17
10th Percentile £51,250 £54,000 £41,000
25th Percentile £52,500 £60,250 £51,500
Median annual salary (50th Percentile) £75,000 £71,250 £65,000
Median % change year-on-year +5.26% +9.62% -
75th Percentile £87,500 £95,000 £88,750
90th Percentile £89,250 £110,500 £97,500
UK excluding London median annual salary £72,500 £62,500 £55,000
% change year-on-year +16.00% +13.64% -31.25%

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 8,043 7,269 17,532
As % of all permanent jobs advertised in the UK 8.64% 16.62% 17.36%
Number of salaries quoted 5,060 4,737 12,520
10th Percentile £35,000 £36,250 £35,000
25th Percentile £45,000 £47,500 £42,725
Median annual salary (50th Percentile) £60,000 £62,500 £57,500
Median % change year-on-year -4.00% +8.70% -11.54%
75th Percentile £80,000 £83,750 £77,500
90th Percentile £95,000 £113,979 £97,500
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 31 May 2026.

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 31 May 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 -32 48 £75,000 +1.69% 16
London -7 30 £85,000 +13.33% 11
UK excluding London -44 19 £72,500 +16.00% 10
East of England - 11 £75,000 -
Work from Home +18 7 £72,500 +3.57% 6
South East - 3 £52,500 - 6
North of England -39 2 £37,500 -68.88% 3
West Midlands -31 1 - -
Midlands -36 1 - -
Yorkshire -41 1 - -
South West -55 1 £72,500 +38.10% 1
Scotland - 1 £72,500 -
North West - 1 £37,500 - 3

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 30 (61.22%) Apache Airflow
2 27 (55.10%) Apache Spark
3 4 (8.16%) Apache
4 2 (4.08%) Oracle Application Server
Cloud Services
1 44 (89.80%) AWS
2 33 (67.35%) Azure
2 33 (67.35%) dbt
2 33 (67.35%) Snowflake
3 29 (59.18%) Power Platform
4 25 (51.02%) Azure Synapse Analytics
4 25 (51.02%) GCP
5 12 (24.49%) Amazon S3
6 7 (14.29%) AWS Lambda
6 7 (14.29%) Serverless
7 5 (10.20%) Amazon Kinesis
7 5 (10.20%) AWS KMS
7 5 (10.20%) Boomi
7 5 (10.20%) Matillion
8 4 (8.16%) Amazon EventBridge
9 3 (6.12%) Azure Data Factory
10 2 (4.08%) Fivetran
11 1 (2.04%) Dagster
11 1 (2.04%) Dataform
11 1 (2.04%) Prefect
Database & Business Intelligence
1 43 (87.76%) Data Warehouse
2 29 (59.18%) Data Lake
2 29 (59.18%) Power BI
3 28 (57.14%) Amazon Redshift
4 24 (48.98%) Tableau
5 23 (46.94%) BigQuery
5 23 (46.94%) Elasticsearch
5 23 (46.94%) Looker
6 14 (28.57%) Star Schema
7 7 (14.29%) Data Vault
8 5 (10.20%) Pentaho
9 4 (8.16%) Amazon RDS
10 2 (4.08%) Oracle BI EE
10 2 (4.08%) Oracle ODI
10 2 (4.08%) Oracle Reports
10 2 (4.08%) PostgreSQL
11 1 (2.04%) Azure SQL Database
11 1 (2.04%) Metadata
11 1 (2.04%) SQL Server
11 1 (2.04%) SQL Server Integration Services
Development Applications
1 23 (46.94%) MLflow
2 7 (14.29%) Git
3 2 (4.08%) Oracle APEX
General
1 24 (48.98%) Analytical Skills
2 7 (14.29%) Social Skills
3 6 (12.24%) Public Sector
4 5 (10.20%) Finance
4 5 (10.20%) Law
5 1 (2.04%) Local Government
5 1 (2.04%) Retail
Job Titles
1 23 (46.94%) Senior
1 23 (46.94%) Senior Systems Engineer
1 23 (46.94%) Systems Engineer
2 13 (26.53%) Data Engineer
3 9 (18.37%) AWS Engineer
4 6 (12.24%) Architect
4 6 (12.24%) Data Architect
4 6 (12.24%) Snowflake Architect
5 5 (10.20%) AWS Data Engineer
6 2 (4.08%) Business Intelligence Developer
6 2 (4.08%) Developer
6 2 (4.08%) Power BI Developer
7 1 (2.04%) Analyst
7 1 (2.04%) Business Intelligence Analyst
7 1 (2.04%) Lead
7 1 (2.04%) Lead Data Engineer
7 1 (2.04%) Platform Engineer
7 1 (2.04%) Snowflake Data Engineer
7 1 (2.04%) Snowflake Engineer
Libraries, Frameworks & Software Standards
1 27 (55.10%) Kafka
2 23 (46.94%) LangChain
2 23 (46.94%) LlamaIndex
2 23 (46.94%) pgvector
2 23 (46.94%) PyTorch
2 23 (46.94%) scikit-learn
2 23 (46.94%) TensorFlow
3 10 (20.41%) PySpark
4 4 (8.16%) JSON
5 2 (4.08%) REST
5 2 (4.08%) SOAP
5 2 (4.08%) XML
5 2 (4.08%) YAML
6 1 (2.04%) Snowpark
Miscellaneous
1 24 (48.98%) Clustering
2 23 (46.94%) Cloud Native
2 23 (46.94%) Public Cloud
3 11 (22.45%) Data Structures
4 1 (2.04%) AS400
4 1 (2.04%) iSeries
4 1 (2.04%) Legacy Systems
Processes & Methodologies
1 43 (87.76%) Data Engineering
2 41 (83.67%) ETL
3 40 (81.63%) Data Pipeline
4 39 (79.59%) Data Modelling
5 35 (71.43%) Analytics
5 35 (71.43%) RBAC
6 34 (69.39%) Business Intelligence
6 34 (69.39%) Performance Tuning
7 32 (65.31%) AI
8 30 (61.22%) Dimensional Modelling
8 30 (61.22%) Machine Learning
8 30 (61.22%) Use Case
9 29 (59.18%) Retrieval-Augmented Generation
10 26 (53.06%) Data Governance
11 25 (51.02%) Predictive Modelling
12 24 (48.98%) Data Science
12 24 (48.98%) Generative AI
13 23 (46.94%) Feature Engineering
13 23 (46.94%) Prompt Engineering
13 23 (46.94%) Semantic Search
Programming Languages
1 45 (91.84%) SQL
2 43 (87.76%) Python
3 2 (4.08%) Data Analysis Expressions
4 1 (2.04%) T-SQL
Qualifications
1 5 (10.20%) SC Cleared
1 5 (10.20%) Security Cleared
2 3 (6.12%) AWS Certification
2 3 (6.12%) AWS Certified Solutions Architect
3 1 (2.04%) Degree
Quality Assurance & Compliance
1 29 (59.18%) GDPR
2 23 (46.94%) California Consumer Privacy Act
3 13 (26.53%) Data Quality
4 5 (10.20%) HIPAA
4 5 (10.20%) ISO/IEC 27001
4 5 (10.20%) NIST
4 5 (10.20%) Sarbanes-Oxley
System Software
1 1 (2.04%) Docker
Vendors
1 25 (51.02%) Databricks
2 23 (46.94%) Cloudera
2 23 (46.94%) Dell
3 5 (10.20%) Informatica
3 5 (10.20%) MuleSoft
3 5 (10.20%) Talend
4 2 (4.08%) Microsoft
4 2 (4.08%) Oracle