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

6 months to
17 May 2026
Same period 2025 Same period 2024
Rank 661 640 839
Rank change year-on-year -21 +199 +78
Permanent jobs citing Snowflake Schema 51 19 43
As % of all permanent jobs in the UK 0.056% 0.043% 0.044%
As % of the Database & Business Intelligence category 0.64% 0.26% 0.25%
Number of salaries quoted 21 14 18
10th Percentile £51,250 £52,500 £42,000
25th Percentile £52,500 £54,688 £51,750
Median annual salary (50th Percentile) £72,500 £70,000 £66,250
Median % change year-on-year +3.57% +5.66% +1.92%
75th Percentile £77,500 £100,000 £88,750
90th Percentile £87,500 £112,750 £97,500
UK excluding London median annual salary £72,500 £56,250 £60,000
% change year-on-year +28.89% -6.25% -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 7,951 7,329 17,408
As % of all permanent jobs advertised in the UK 8.67% 16.64% 17.95%
Number of salaries quoted 4,825 4,943 12,508
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 £77,000
90th Percentile £96,250 £115,000 £96,539
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 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 17 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 -29 47 £72,500 -3.33% 26
London -12 26 £70,000 -30.00% 15
UK excluding London -32 24 £72,500 +28.89% 19
East of England - 12 £75,000 - 4
Work from Home +31 10 £78,750 +12.50% 13
South East -14 5 £52,500 -35.38% 7
Scotland - 3 £72,500 - 2
North of England -38 2 £37,500 -68.88% 3
West Midlands -30 1 - - 1
Midlands -32 1 - - 1
South West -47 1 £72,500 +38.10% 2
Yorkshire -49 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 44 (86.27%) 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 9 (17.65%) 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%) Fivetran
12 3 (5.88%) Azure DevOps
13 2 (3.92%) GitHub
13 2 (3.92%) GitHub Copilot
Database & Business Intelligence
1 43 (84.31%) Data Warehouse
2 31 (60.78%) Power BI
3 28 (54.90%) Amazon Redshift
3 28 (54.90%) Data Lake
4 24 (47.06%) Tableau
5 23 (45.10%) BigQuery
5 23 (45.10%) Elasticsearch
5 23 (45.10%) Looker
6 10 (19.61%) Star Schema
7 6 (11.76%) Pentaho
8 4 (7.84%) Amazon RDS
9 3 (5.88%) Data Vault
10 2 (3.92%) Airbyte
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 2 (3.92%) JIRA
3 2 (3.92%) Oracle APEX
General
1 27 (52.94%) Analytical Skills
2 7 (13.73%) Finance
3 6 (11.76%) Law
3 6 (11.76%) Public Sector
4 5 (9.80%) Social Skills
5 1 (1.96%) Local Government
Job Titles
1 26 (50.98%) 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%) Architect
6 2 (3.92%) Business Intelligence Developer
6 2 (3.92%) Data Architect
6 2 (3.92%) Developer
6 2 (3.92%) Lead
6 2 (3.92%) Power BI Developer
6 2 (3.92%) Snowflake Architect
7 1 (1.96%) Analyst
7 1 (1.96%) Business Intelligence Analyst
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 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 25 (49.02%) Cloud Native
2 23 (45.10%) Clustering
2 23 (45.10%) Public Cloud
3 8 (15.69%) Data Structures
4 1 (1.96%) Distributed Computing
4 1 (1.96%) Replication
Processes & Methodologies
1 45 (88.24%) ETL
2 42 (82.35%) Data Engineering
3 40 (78.43%) Data Modelling
4 38 (74.51%) Analytics
4 38 (74.51%) Data Pipeline
5 36 (70.59%) Business Intelligence
6 35 (68.63%) Performance Tuning
7 32 (62.75%) Dimensional Modelling
7 32 (62.75%) RBAC
8 31 (60.78%) AI
9 27 (52.94%) Data Governance
9 27 (52.94%) Machine Learning
10 25 (49.02%) Predictive Modelling
10 25 (49.02%) Retrieval-Augmented Generation
10 25 (49.02%) Use Case
11 24 (47.06%) Data Science
11 24 (47.06%) Presales
12 23 (45.10%) Feature Engineering
12 23 (45.10%) Semantic Search
12 23 (45.10%) Systems Engineering
Programming Languages
1 45 (88.24%) SQL
2 44 (86.27%) 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