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

6 months to
13 May 2026
Same period 2025 Same period 2024
Rank 666 643 836
Rank change year-on-year -23 +193 +85
Permanent jobs citing Snowflake Schema 51 20 44
As % of all permanent jobs in the UK 0.057% 0.046% 0.046%
As % of the Database & Business Intelligence category 0.65% 0.27% 0.25%
Number of salaries quoted 20 15 19
10th Percentile £51,125 £52,500 £43,000
25th Percentile £52,188 £53,750 £52,000
Median annual salary (50th Percentile) £72,500 £65,000 £67,500
Median % change year-on-year +11.54% -3.70% +3.85%
75th Percentile £77,500 £100,000 £88,750
90th Percentile £87,750 £112,000 £97,500
UK excluding London median annual salary £72,500 £57,500 £60,000
% change year-on-year +26.09% -4.17% -25.00%

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 7,865 7,403 17,353
As % of all permanent jobs advertised in the UK 8.75% 17.05% 18.00%
Number of salaries quoted 4,744 4,979 12,496
10th Percentile £35,000 £36,750 £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 £76,250
90th Percentile £96,250 £115,000 £96,250
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 13 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 13 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 -5 46 £68,750 -8.33% 18
London 0 25 £55,000 -45.00% 11
UK excluding London -52 25 £72,500 +26.09% 11
East of England - 12 £75,000 - 2
Work from Home +23 11 £78,750 +12.50% 7
South East -10 5 £52,500 -8.70% 5
Scotland - 4 £72,500 -
North of England -23 2 £37,500 -68.88% 3
West Midlands -23 1 - - 1
Midlands -34 1 - - 1
South West -49 1 £72,500 +38.10%
Yorkshire -60 1 - - 1
North West - 1 £37,500 - 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 30 (58.82%) Apache Airflow
2 28 (54.90%) Apache Spark
3 4 (7.84%) Apache
4 2 (3.92%) Oracle Application Server
Cloud Services
1 43 (84.31%) AWS
2 34 (66.67%) dbt
2 34 (66.67%) Snowflake
3 32 (62.75%) Azure
4 31 (60.78%) Power Platform
5 26 (50.98%) GCP
6 25 (49.02%) Azure Synapse Analytics
7 8 (15.69%) Amazon S3
8 7 (13.73%) AWS Lambda
8 7 (13.73%) Matillion
8 7 (13.73%) Serverless
9 6 (11.76%) Boomi
10 5 (9.80%) Amazon Kinesis
10 5 (9.80%) AWS KMS
11 4 (7.84%) Amazon EventBridge
11 4 (7.84%) Azure Data Factory
11 4 (7.84%) Azure DevOps
11 4 (7.84%) Fivetran
12 3 (5.88%) GitHub
12 3 (5.88%) GitHub Copilot
Database & Business Intelligence
1 43 (84.31%) Data Warehouse
2 31 (60.78%) Power BI
3 28 (54.90%) Amazon Redshift
4 27 (52.94%) Data Lake
5 24 (47.06%) Tableau
6 23 (45.10%) BigQuery
6 23 (45.10%) Elasticsearch
6 23 (45.10%) Looker
7 9 (17.65%) Star Schema
8 6 (11.76%) Pentaho
9 4 (7.84%) Amazon RDS
10 2 (3.92%) Airbyte
10 2 (3.92%) Data Vault
10 2 (3.92%) Metadata
10 2 (3.92%) Oracle BI EE
10 2 (3.92%) Oracle ODI
10 2 (3.92%) Oracle Reports
10 2 (3.92%) PostgreSQL
10 2 (3.92%) SQL Server
10 2 (3.92%) SQL Server Integration Services
Development Applications
1 23 (45.10%) MLflow
2 9 (17.65%) Git
3 3 (5.88%) JIRA
4 2 (3.92%) Oracle APEX
General
1 28 (54.90%) Analytical Skills
2 8 (15.69%) Finance
3 6 (11.76%) Law
3 6 (11.76%) Public Sector
4 4 (7.84%) Social Skills
5 1 (1.96%) Local Government
Job Titles
1 27 (52.94%) Senior
2 23 (45.10%) Senior Systems Engineer
2 23 (45.10%) Systems Engineer
3 16 (31.37%) Data Engineer
4 9 (17.65%) AWS Engineer
5 5 (9.80%) AWS Data Engineer
6 2 (3.92%) Business Intelligence Developer
6 2 (3.92%) Developer
6 2 (3.92%) Lead
6 2 (3.92%) Power BI Developer
7 1 (1.96%) Analyst
7 1 (1.96%) Architect
7 1 (1.96%) Business Intelligence Analyst
7 1 (1.96%) Data Architect
7 1 (1.96%) Lead Data Engineer
7 1 (1.96%) Platform Engineer
7 1 (1.96%) Principal Data Engineer
7 1 (1.96%) Principal Engineer
7 1 (1.96%) Snowflake Architect
7 1 (1.96%) Snowflake Data Engineer
Libraries, Frameworks & Software Standards
1 27 (52.94%) Kafka
2 23 (45.10%) LangChain
2 23 (45.10%) LlamaIndex
2 23 (45.10%) pgvector
2 23 (45.10%) PyTorch
2 23 (45.10%) scikit-learn
2 23 (45.10%) TensorFlow
3 12 (23.53%) PySpark
4 4 (7.84%) JSON
5 2 (3.92%) REST
5 2 (3.92%) Snowpark
5 2 (3.92%) SOAP
5 2 (3.92%) XML
5 2 (3.92%) YAML
Miscellaneous
1 26 (50.98%) Cloud Native
2 23 (45.10%) Clustering
2 23 (45.10%) Public Cloud
3 7 (13.73%) Data Structures
4 1 (1.96%) Distributed Computing
4 1 (1.96%) Replication
Processes & Methodologies
1 46 (90.20%) ETL
2 41 (80.39%) Data Engineering
3 40 (78.43%) Data Modelling
4 39 (76.47%) Analytics
5 37 (72.55%) Data Pipeline
6 36 (70.59%) Business Intelligence
7 35 (68.63%) Performance Tuning
8 32 (62.75%) Dimensional Modelling
9 31 (60.78%) AI
9 31 (60.78%) RBAC
10 27 (52.94%) Data Governance
11 26 (50.98%) Machine Learning
12 25 (49.02%) Predictive Modelling
13 24 (47.06%) Data Science
13 24 (47.06%) Presales
13 24 (47.06%) Retrieval-Augmented Generation
13 24 (47.06%) Use Case
14 23 (45.10%) Generative AI
14 23 (45.10%) Prompt Engineering
14 23 (45.10%) Semantic Search
Programming Languages
1 44 (86.27%) SQL
2 43 (84.31%) Python
3 3 (5.88%) Data Analysis Expressions
4 2 (3.92%) T-SQL
Qualifications
1 6 (11.76%) Security Cleared
2 5 (9.80%) SC Cleared
3 3 (5.88%) AWS Certification
3 3 (5.88%) AWS Certified Solutions Architect
4 1 (1.96%) Degree
4 1 (1.96%) SnowPro
Quality Assurance & Compliance
1 28 (54.90%) GDPR
2 23 (45.10%) California Consumer Privacy Act
3 14 (27.45%) Data Quality
4 5 (9.80%) HIPAA
4 5 (9.80%) ISO/IEC 27001
4 5 (9.80%) NIST
4 5 (9.80%) Sarbanes-Oxley
5 1 (1.96%) Accessibility
System Software
1 1 (1.96%) Docker
Systems Management
1 2 (3.92%) Terraform
Vendors
1 25 (49.02%) Databricks
2 23 (45.10%) Cloudera
2 23 (45.10%) Dell
3 7 (13.73%) Talend
4 6 (11.76%) Informatica
4 6 (11.76%) MuleSoft
5 3 (5.88%) Oracle
6 1 (1.96%) Microsoft