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

6 months to
17 Apr 2026
Same period 2025 Same period 2024
Rank 647 599 830
Rank change year-on-year -48 +231 +128
Permanent jobs citing Snowflake Schema 61 24 44
As % of all permanent jobs in the UK 0.071% 0.058% 0.047%
As % of the Database & Business Intelligence category 0.79% 0.33% 0.25%
Number of salaries quoted 23 18 20
10th Percentile £51,250 £49,000 £44,000
25th Percentile £52,500 £52,813 £52,250
Median annual salary (50th Percentile) £72,500 £58,750 £71,250
Median % change year-on-year +23.40% -17.54% +14.00%
75th Percentile £80,000 £79,375 £88,750
90th Percentile £90,000 £88,250 £97,500
UK excluding London median annual salary £72,500 £57,500 £60,000
% change year-on-year +26.09% -4.17% +9.09%

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 7,746 7,376 17,284
As % of all permanent jobs advertised in the UK 9.00% 17.74% 18.28%
Number of salaries quoted 4,542 5,187 12,655
10th Percentile £35,000 £37,500 £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 £85,000 £75,000
90th Percentile £100,000 £115,000 £95,000
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 April 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 17 April 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 -49 51 £72,500 +26.09% 20
UK excluding London -56 31 £72,500 +26.09% 13
London +16 29 £73,750 -7.81% 12
Work from Home +4 16 £72,500 +3.57% 11
East of England - 12 £75,000 - 1
Scotland - 9 £72,500 -
South East -36 5 £52,500 -8.70% 7
North of England -52 3 £37,500 - 2
North West -17 2 £37,500 - 2
West Midlands -24 1 - - 1
South West -45 1 £72,500 +38.10% 2
Midlands -51 1 - - 1
Yorkshire - 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 31 (50.82%) Apache Airflow
2 28 (45.90%) Apache Spark
3 4 (6.56%) Apache
4 2 (3.28%) Oracle Application Server
Business Applications
1 1 (1.64%) SimCorp Dimension
Cloud Services
1 44 (72.13%) AWS
2 43 (70.49%) dbt
2 43 (70.49%) Snowflake
3 41 (67.21%) Azure
4 38 (62.30%) Power Platform
5 29 (47.54%) Azure Synapse Analytics
6 28 (45.90%) GCP
7 10 (16.39%) Azure DevOps
8 8 (13.11%) Matillion
9 7 (11.48%) Amazon S3
9 7 (11.48%) AWS Lambda
9 7 (11.48%) Fivetran
9 7 (11.48%) GitHub
9 7 (11.48%) Serverless
10 6 (9.84%) Azure Data Factory
10 6 (9.84%) Boomi
10 6 (9.84%) GitHub Copilot
11 5 (8.20%) Amazon Kinesis
11 5 (8.20%) AWS KMS
12 4 (6.56%) Amazon EventBridge
Database & Business Intelligence
1 52 (85.25%) Data Warehouse
2 38 (62.30%) Power BI
3 28 (45.90%) Amazon Redshift
4 26 (42.62%) Data Lake
5 25 (40.98%) Tableau
6 23 (37.70%) BigQuery
6 23 (37.70%) Elasticsearch
6 23 (37.70%) Looker
7 8 (13.11%) Star Schema
8 6 (9.84%) Pentaho
8 6 (9.84%) SQL Server
9 5 (8.20%) SQL Server Analysis Services
9 5 (8.20%) SQL Server Integration Services
10 4 (6.56%) Amazon RDS
10 4 (6.56%) Data Vault
10 4 (6.56%) Metadata
10 4 (6.56%) SQL Server Reporting Services
11 3 (4.92%) Power Query
12 2 (3.28%) Airbyte
12 2 (3.28%) Oracle Reports
Development Applications
1 23 (37.70%) MLflow
2 9 (14.75%) Git
3 6 (9.84%) JIRA
4 2 (3.28%) Oracle APEX
5 1 (1.64%) GitLab
5 1 (1.64%) SonarQube
General
1 31 (50.82%) Analytical Skills
2 15 (24.59%) Finance
3 6 (9.84%) Law
3 6 (9.84%) Public Sector
4 5 (8.20%) Social Skills
5 2 (3.28%) Banking
5 2 (3.28%) Investment Banking
6 1 (1.64%) Automotive
6 1 (1.64%) Front Office
6 1 (1.64%) Local Government
Job Titles
1 33 (54.10%) Senior
2 23 (37.70%) Senior Systems Engineer
2 23 (37.70%) Systems Engineer
3 19 (31.15%) Data Engineer
4 9 (14.75%) AWS Engineer
5 5 (8.20%) AWS Data Engineer
5 5 (8.20%) Snowflake Engineer
6 4 (6.56%) Developer
6 4 (6.56%) Senior Data Engineer
6 4 (6.56%) Snowflake Data Engineer
7 3 (4.92%) Business Intelligence Developer
8 2 (3.28%) Data Modeller
8 2 (3.28%) Lead
8 2 (3.28%) Power BI Developer
9 1 (1.64%) Azure Data Engineer
9 1 (1.64%) Azure Specialist
9 1 (1.64%) Business Intelligence Analyst
9 1 (1.64%) Business Intelligence Specialist
9 1 (1.64%) Lead Data Engineer
9 1 (1.64%) Principal Engineer
Libraries, Frameworks & Software Standards
1 27 (44.26%) 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 12 (19.67%) PySpark
4 4 (6.56%) JSON
5 3 (4.92%) REST
5 3 (4.92%) Snowpark
6 2 (3.28%) SOAP
6 2 (3.28%) XML
6 2 (3.28%) YAML
Miscellaneous
1 29 (47.54%) Cloud Native
2 23 (37.70%) Clustering
2 23 (37.70%) Public Cloud
3 6 (9.84%) Data Structures
4 1 (1.64%) Distributed Computing
4 1 (1.64%) Hedge funds
4 1 (1.64%) Product Ownership
4 1 (1.64%) Replication
Processes & Methodologies
1 53 (86.89%) ETL
2 50 (81.97%) Data Modelling
3 49 (80.33%) Analytics
4 43 (70.49%) Business Intelligence
5 42 (68.85%) Data Engineering
6 39 (63.93%) Performance Tuning
7 36 (59.02%) Data Pipeline
8 35 (57.38%) AI
9 34 (55.74%) Data Governance
10 32 (52.46%) Dimensional Modelling
11 29 (47.54%) RBAC
12 26 (42.62%) Machine Learning
13 25 (40.98%) Data Science
13 25 (40.98%) Predictive Modelling
14 24 (39.34%) Data Management
14 24 (39.34%) Generative AI
14 24 (39.34%) Presales
15 23 (37.70%) Knowledge Management
15 23 (37.70%) Retrieval-Augmented Generation
15 23 (37.70%) Use Case
Programming Languages
1 49 (80.33%) SQL
2 47 (77.05%) Python
3 5 (8.20%) Data Analysis Expressions
4 3 (4.92%) C#
4 3 (4.92%) T-SQL
5 1 (1.64%) ANSI SQL
5 1 (1.64%) PowerShell
Qualifications
1 6 (9.84%) Security Cleared
2 5 (8.20%) SC Cleared
3 3 (4.92%) AWS Certification
3 3 (4.92%) AWS Certified Solutions Architect
4 2 (3.28%) Degree
5 1 (1.64%) Computer Science Degree
5 1 (1.64%) MCSE
5 1 (1.64%) Microsoft Certification
5 1 (1.64%) SnowPro
Quality Assurance & Compliance
1 28 (45.90%) GDPR
2 23 (37.70%) California Consumer Privacy Act
3 20 (32.79%) Data Quality
4 5 (8.20%) HIPAA
4 5 (8.20%) ISO/IEC 27001
4 5 (8.20%) NIST
4 5 (8.20%) Sarbanes-Oxley
5 1 (1.64%) Accessibility
System Software
1 1 (1.64%) Active Directory
1 1 (1.64%) Docker
Systems Management
1 3 (4.92%) Terraform
Vendors
1 26 (42.62%) Databricks
2 23 (37.70%) Cloudera
2 23 (37.70%) Dell
3 7 (11.48%) Informatica
3 7 (11.48%) Talend
4 6 (9.84%) MuleSoft
5 4 (6.56%) Microsoft
5 4 (6.56%) Oracle
6 3 (4.92%) Dataiku
7 1 (1.64%) Bloomberg
7 1 (1.64%) Google
7 1 (1.64%) OpenAI
7 1 (1.64%) SimCorp