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

6 months to
1 May 2026
Same period 2025 Same period 2024
Rank 669 637 844
Rank change year-on-year -32 +207 +96
Permanent jobs citing Snowflake Schema 55 20 43
As % of all permanent jobs in the UK 0.061% 0.047% 0.045%
As % of the Database & Business Intelligence category 0.71% 0.27% 0.25%
Number of salaries quoted 21 17 18
10th Percentile £51,250 £48,250 £42,000
25th Percentile £52,500 £52,500 £51,750
Median annual salary (50th Percentile) £72,500 £60,000 £66,250
Median % change year-on-year +20.83% -9.43% +1.92%
75th Percentile £77,500 £80,000 £88,750
90th Percentile £90,000 £103,000 £97,500
UK excluding London median annual salary £72,500 £57,500 £55,000
% change year-on-year +26.09% +4.55% -22.81%

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 7,784 7,276 17,395
As % of all permanent jobs advertised in the UK 8.65% 17.20% 18.15%
Number of salaries quoted 4,591 5,112 12,595
10th Percentile £35,000 £37,250 £35,000
25th Percentile £45,000 £47,500 £42,725
Median annual salary (50th Percentile) £60,000 £62,779 £57,500
Median % change year-on-year -4.43% +9.18% -11.54%
75th Percentile £80,000 £85,000 £76,250
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 1 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 1 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 -31 49 £72,500 +20.83% 25
London -5 27 £65,000 -35.00% 15
UK excluding London -47 27 £72,500 +26.09% 15
Work from Home +6 13 £78,750 +26.00% 11
East of England - 12 £75,000 - 1
South East -26 5 £52,500 -8.70% 5
Scotland - 5 £72,500 - 2
North of England - 3 £37,500 - 2
North West - 2 £37,500 - 1
West Midlands -30 1 - - 3
Midlands -39 1 - - 4
South West -54 1 £72,500 +38.10% 1
Yorkshire - 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 31 (56.36%) Apache Airflow
2 28 (50.91%) Apache Spark
3 4 (7.27%) Apache
4 2 (3.64%) Oracle Application Server
Business Applications
1 1 (1.82%) SimCorp Dimension
Cloud Services
1 44 (80.00%) AWS
2 38 (69.09%) Snowflake
3 37 (67.27%) dbt
4 35 (63.64%) Azure
5 34 (61.82%) Power Platform
6 28 (50.91%) GCP
7 26 (47.27%) Azure Synapse Analytics
8 8 (14.55%) Matillion
9 7 (12.73%) Amazon S3
9 7 (12.73%) AWS Lambda
9 7 (12.73%) Serverless
10 6 (10.91%) Azure DevOps
10 6 (10.91%) Boomi
11 5 (9.09%) Amazon Kinesis
11 5 (9.09%) AWS KMS
11 5 (9.09%) Fivetran
11 5 (9.09%) GitHub
12 4 (7.27%) Amazon EventBridge
12 4 (7.27%) Azure Data Factory
12 4 (7.27%) GitHub Copilot
Database & Business Intelligence
1 46 (83.64%) Data Warehouse
2 34 (61.82%) Power BI
3 28 (50.91%) Amazon Redshift
4 26 (47.27%) Data Lake
5 24 (43.64%) Tableau
6 23 (41.82%) BigQuery
6 23 (41.82%) Elasticsearch
6 23 (41.82%) Looker
7 8 (14.55%) Star Schema
8 6 (10.91%) Pentaho
9 4 (7.27%) Amazon RDS
9 4 (7.27%) SQL Server
10 3 (5.45%) SQL Server Integration Services
11 2 (3.64%) Data Vault
11 2 (3.64%) NoSQL
11 2 (3.64%) Oracle BI EE
11 2 (3.64%) Oracle ODI
11 2 (3.64%) Oracle Reports
11 2 (3.64%) PostgreSQL
11 2 (3.64%) SQL Server Analysis Services
Development Applications
1 23 (41.82%) MLflow
2 9 (16.36%) Git
3 4 (7.27%) JIRA
4 2 (3.64%) Oracle APEX
5 1 (1.82%) GitLab
5 1 (1.82%) SonarQube
General
1 29 (52.73%) Analytical Skills
2 11 (20.00%) Finance
3 6 (10.91%) Law
3 6 (10.91%) Public Sector
4 3 (5.45%) Social Skills
5 2 (3.64%) Banking
5 2 (3.64%) Investment Banking
6 1 (1.82%) Front Office
6 1 (1.82%) Local Government
Job Titles
1 29 (52.73%) Senior
2 23 (41.82%) Senior Systems Engineer
2 23 (41.82%) Systems Engineer
3 18 (32.73%) Data Engineer
4 9 (16.36%) AWS Engineer
5 5 (9.09%) AWS Data Engineer
6 4 (7.27%) Developer
7 3 (5.45%) Business Intelligence Developer
7 3 (5.45%) Snowflake Engineer
8 2 (3.64%) Lead
8 2 (3.64%) Power BI Developer
8 2 (3.64%) Senior Data Engineer
8 2 (3.64%) Snowflake Data Engineer
9 1 (1.82%) Azure Data Engineer
9 1 (1.82%) Azure Engineer
9 1 (1.82%) Lead Data Engineer
9 1 (1.82%) Platform Engineer
9 1 (1.82%) Principal Data Engineer
9 1 (1.82%) Principal Engineer
9 1 (1.82%) Snowflake Developer
Libraries, Frameworks & Software Standards
1 27 (49.09%) Kafka
2 23 (41.82%) LangChain
2 23 (41.82%) LlamaIndex
2 23 (41.82%) pgvector
2 23 (41.82%) PyTorch
2 23 (41.82%) scikit-learn
2 23 (41.82%) TensorFlow
3 12 (21.82%) PySpark
4 4 (7.27%) JSON
5 3 (5.45%) Snowpark
6 2 (3.64%) REST
6 2 (3.64%) SOAP
6 2 (3.64%) XML
6 2 (3.64%) YAML
Miscellaneous
1 27 (49.09%) Cloud Native
2 23 (41.82%) Clustering
2 23 (41.82%) Public Cloud
3 6 (10.91%) Data Structures
4 1 (1.82%) Distributed Computing
4 1 (1.82%) Hedge funds
4 1 (1.82%) Product Ownership
4 1 (1.82%) Replication
Processes & Methodologies
1 49 (89.09%) ETL
2 44 (80.00%) Data Modelling
3 42 (76.36%) Analytics
4 41 (74.55%) Data Engineering
5 39 (70.91%) Business Intelligence
6 37 (67.27%) Data Pipeline
7 36 (65.45%) Performance Tuning
8 33 (60.00%) AI
9 32 (58.18%) Dimensional Modelling
10 30 (54.55%) Data Governance
10 30 (54.55%) RBAC
11 26 (47.27%) Machine Learning
12 25 (45.45%) Data Science
12 25 (45.45%) Predictive Modelling
13 24 (43.64%) Data Management
13 24 (43.64%) Generative AI
13 24 (43.64%) Presales
14 23 (41.82%) Knowledge Management
14 23 (41.82%) Prompt Engineering
14 23 (41.82%) Use Case
Programming Languages
1 46 (83.64%) SQL
2 45 (81.82%) Python
3 4 (7.27%) Data Analysis Expressions
4 2 (3.64%) T-SQL
5 1 (1.82%) ANSI SQL
5 1 (1.82%) C#
5 1 (1.82%) PowerShell
Qualifications
1 6 (10.91%) Security Cleared
2 5 (9.09%) SC Cleared
3 3 (5.45%) AWS Certification
3 3 (5.45%) AWS Certified Solutions Architect
4 2 (3.64%) Degree
5 1 (1.82%) Computer Science Degree
5 1 (1.82%) SnowPro
Quality Assurance & Compliance
1 28 (50.91%) GDPR
2 23 (41.82%) California Consumer Privacy Act
3 16 (29.09%) Data Quality
4 5 (9.09%) HIPAA
4 5 (9.09%) ISO/IEC 27001
4 5 (9.09%) NIST
4 5 (9.09%) Sarbanes-Oxley
5 1 (1.82%) Accessibility
System Software
1 1 (1.82%) Docker
Systems Management
1 3 (5.45%) Terraform
Vendors
1 26 (47.27%) Databricks
2 23 (41.82%) Cloudera
2 23 (41.82%) Dell
3 7 (12.73%) Informatica
3 7 (12.73%) Talend
4 6 (10.91%) MuleSoft
5 4 (7.27%) Oracle
6 1 (1.82%) Bloomberg
6 1 (1.82%) Dataiku
6 1 (1.82%) Google
6 1 (1.82%) Microsoft
6 1 (1.82%) OpenAI
6 1 (1.82%) SimCorp