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

6 months to
5 Mar 2026
Same period 2025 Same period 2024
Rank 625 638 782
Rank change year-on-year +13 +144 +192
Permanent jobs citing Snowflake Schema 51 31 37
As % of all permanent jobs in the UK 0.071% 0.068% 0.047%
As % of the Database & Business Intelligence category 0.73% 0.36% 0.24%
Number of salaries quoted 27 17 21
10th Percentile £51,250 £49,000 £45,000
25th Percentile £52,500 £53,750 £55,000
Median annual salary (50th Percentile) £75,000 £57,500 £75,000
Median % change year-on-year +30.43% -23.33% +20.00%
75th Percentile £87,500 £65,000 £88,750
90th Percentile £90,000 £80,000 £97,500
UK excluding London median annual salary £75,000 £57,500 £62,500
% change year-on-year +30.43% -8.00% +27.22%

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 6,987 8,501 15,148
As % of all permanent jobs advertised in the UK 9.73% 18.60% 19.29%
Number of salaries quoted 4,220 5,045 11,662
10th Percentile £35,000 £37,500 £35,000
25th Percentile £44,259 £47,500 £43,500
Median annual salary (50th Percentile) £60,000 £65,000 £57,500
Median % change year-on-year -7.69% +13.04% -8.00%
75th Percentile £80,000 £86,250 £75,000
90th Percentile £100,000 £115,000 £95,000
UK excluding London median annual salary £52,500 £55,000 £52,500
% change year-on-year -4.55% +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 5 March 2026.

Salary histogram for Snowflake Schema in the UK

Snowflake Schema
Top 12 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 5 March 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 +7 36 £75,000 +30.43% 32
UK excluding London +8 27 £75,000 +30.43% 17
Work from Home +43 23 £85,000 +21.43% 17
London +41 23 £75,000 -6.25% 24
Scotland - 14 £72,500 - 1
East of England - 7 £75,000 - 2
North West -12 2 £37,500 - 1
South East -26 2 - - 9
North of England -28 2 £37,500 - 2
West Midlands +4 1 - -
Midlands -1 1 - -
South West - 1 £72,500 - 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 12 (23.53%) Apache Airflow
2 9 (17.65%) Apache Spark
3 4 (7.84%) Apache
4 2 (3.92%) Oracle Application Server
Business Applications
1 1 (1.96%) SimCorp Dimension
Cloud Services
1 31 (60.78%) dbt
2 29 (56.86%) Snowflake
3 28 (54.90%) Azure
4 27 (52.94%) AWS
5 22 (43.14%) Power Platform
6 17 (33.33%) Azure DevOps
7 12 (23.53%) Azure Synapse Analytics
7 12 (23.53%) GitHub
8 11 (21.57%) GitHub Copilot
9 9 (17.65%) GCP
10 8 (15.69%) Matillion
11 6 (11.76%) Amazon S3
11 6 (11.76%) AWS Lambda
11 6 (11.76%) Boomi
11 6 (11.76%) Fivetran
11 6 (11.76%) Serverless
12 5 (9.80%) Amazon Kinesis
12 5 (9.80%) AWS KMS
12 5 (9.80%) Azure Data Factory
13 4 (7.84%) Collibra
Database & Business Intelligence
1 38 (74.51%) Data Warehouse
2 22 (43.14%) Power BI
3 10 (19.61%) Amazon Redshift
4 8 (15.69%) Data Lake
4 8 (15.69%) Star Schema
5 7 (13.73%) SQL Server
5 7 (13.73%) Tableau
6 6 (11.76%) Data Vault
6 6 (11.76%) Metadata
6 6 (11.76%) Pentaho
6 6 (11.76%) SQL Server Analysis Services
7 5 (9.80%) Power Query
7 5 (9.80%) SQL Server Integration Services
7 5 (9.80%) SQL Server Reporting Services
8 4 (7.84%) Amazon RDS
8 4 (7.84%) BigQuery
8 4 (7.84%) Elasticsearch
8 4 (7.84%) Looker
9 2 (3.92%) Oracle BI EE
9 2 (3.92%) Oracle ODI
Development Applications
1 11 (21.57%) JIRA
2 7 (13.73%) Git
3 4 (7.84%) MLflow
4 2 (3.92%) Oracle APEX
5 1 (1.96%) GitLab
5 1 (1.96%) SonarQube
General
1 19 (37.25%) Finance
2 16 (31.37%) Analytical Skills
3 8 (15.69%) Social Skills
4 7 (13.73%) Law
5 6 (11.76%) Public Sector
6 2 (3.92%) Banking
6 2 (3.92%) Investment Banking
6 2 (3.92%) Music Industry
7 1 (1.96%) Automotive
7 1 (1.96%) Front Office
7 1 (1.96%) Local Government
7 1 (1.96%) Marketing
Job Titles
1 20 (39.22%) Senior
2 19 (37.25%) Data Engineer
3 10 (19.61%) AWS Engineer
4 6 (11.76%) AWS Data Engineer
4 6 (11.76%) Snowflake Engineer
5 5 (9.80%) Senior Data Engineer
5 5 (9.80%) Snowflake Data Engineer
6 4 (7.84%) Senior Systems Engineer
6 4 (7.84%) Systems Engineer
7 3 (5.88%) Architect
7 3 (5.88%) Data Architect
7 3 (5.88%) Developer
8 2 (3.92%) Business Intelligence Developer
8 2 (3.92%) Data Modeller
8 2 (3.92%) Lead
9 1 (1.96%) Analyst
9 1 (1.96%) Azure Data Engineer
9 1 (1.96%) Business Intelligence Analyst
9 1 (1.96%) Consultant
9 1 (1.96%) Lead Data Engineer
Libraries, Frameworks & Software Standards
1 12 (23.53%) PySpark
2 8 (15.69%) Kafka
3 4 (7.84%) LangChain
3 4 (7.84%) LlamaIndex
3 4 (7.84%) pgvector
3 4 (7.84%) PyTorch
3 4 (7.84%) scikit-learn
3 4 (7.84%) TensorFlow
4 3 (5.88%) Snowpark
5 2 (3.92%) JSON
5 2 (3.92%) XML
6 1 (1.96%) REST
Miscellaneous
1 15 (29.41%) Cloud Native
2 6 (11.76%) Data Structures
3 4 (7.84%) Clustering
3 4 (7.84%) Public Cloud
4 3 (5.88%) Product Ownership
5 2 (3.92%) Legacy Systems
6 1 (1.96%) Distributed Computing
6 1 (1.96%) Educational Technology
6 1 (1.96%) Hedge funds
6 1 (1.96%) Replication
Processes & Methodologies
1 42 (82.35%) ETL
2 41 (80.39%) Analytics
2 41 (80.39%) Data Modelling
3 27 (52.94%) Business Intelligence
4 25 (49.02%) CI/CD
5 24 (47.06%) Data Engineering
6 21 (41.18%) DevOps
7 20 (39.22%) AI
7 20 (39.22%) Migration
7 20 (39.22%) Performance Tuning
8 16 (31.37%) Data Pipeline
9 15 (29.41%) Data Governance
10 14 (27.45%) Asset Management
10 14 (27.45%) Dimensional Modelling
10 14 (27.45%) Mentoring
11 13 (25.49%) Coaching
11 13 (25.49%) Continuous Improvement
11 13 (25.49%) Decision-Making
12 12 (23.53%) Test Automation
13 11 (21.57%) Agile
Programming Languages
1 32 (62.75%) SQL
2 29 (56.86%) Python
3 5 (9.80%) Data Analysis Expressions
4 4 (7.84%) C#
5 2 (3.92%) T-SQL
6 1 (1.96%) ANSI SQL
6 1 (1.96%) PowerShell
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 2 (3.92%) Degree
5 1 (1.96%) Computer Science Degree
5 1 (1.96%) MCSE
5 1 (1.96%) Microsoft Certification
5 1 (1.96%) SnowPro
Quality Assurance & Compliance
1 22 (43.14%) Data Quality
2 9 (17.65%) GDPR
3 5 (9.80%) HIPAA
3 5 (9.80%) ISO/IEC 27001
3 5 (9.80%) NIST
3 5 (9.80%) Sarbanes-Oxley
4 4 (7.84%) California Consumer Privacy Act
5 1 (1.96%) Accessibility
System Software
1 2 (3.92%) Docker
2 1 (1.96%) Active Directory
Systems Management
1 3 (5.88%) Terraform
Vendors
1 7 (13.73%) Databricks
1 7 (13.73%) Informatica
1 7 (13.73%) Talend
2 6 (11.76%) MuleSoft
3 4 (7.84%) Cloudera
3 4 (7.84%) Dataiku
3 4 (7.84%) Dell
3 4 (7.84%) Microsoft
3 4 (7.84%) Oracle
4 1 (1.96%) Bloomberg
4 1 (1.96%) Facebook
4 1 (1.96%) Google
4 1 (1.96%) OpenAI
4 1 (1.96%) Salesforce
4 1 (1.96%) Salesforce Marketing Cloud
4 1 (1.96%) SimCorp