Snowflake Schema Job Trends in England

Snowflake Schema
UK > England

The table below provides summary statistics and salary benchmarking for jobs advertised in England requiring Snowflake Schema skills. It covers permanent job vacancies from the 6 months leading up to 6 March 2026, with comparisons to the same periods in the previous two years.

6 months to
6 Mar 2026
Same period 2025 Same period 2024
Rank 614 603 736
Rank change year-on-year -11 +133 +193
Permanent jobs citing Snowflake Schema 40 28 36
As % of all permanent jobs in England 0.063% 0.068% 0.052%
As % of the Database & Business Intelligence category 0.65% 0.36% 0.27%
Number of salaries quoted 25 14 20
10th Percentile £51,250 £52,875 £44,000
25th Percentile £52,500 £53,750 £56,250
Median annual salary (50th Percentile) £75,000 £57,500 £77,500
Median % change year-on-year +30.43% -25.81% +24.00%
75th Percentile £90,000 £75,938 £88,750
90th Percentile - £80,000 £97,500
UK median annual salary £75,000 £57,500 £75,000
% change year-on-year +30.43% -23.33% +20.00%

All Database & Business Intelligence Skills
England

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 in England.

Permanent vacancies with a requirement for database or business intelligence skills 6,191 7,715 13,103
As % of all permanent jobs advertised in England 9.71% 18.73% 18.75%
Number of salaries quoted 3,927 4,620 10,674
10th Percentile £35,000 £38,000 £35,000
25th Percentile £45,000 £48,750 £43,750
Median annual salary (50th Percentile) £60,000 £65,000 £57,500
Median % change year-on-year -7.69% +13.04% -11.54%
75th Percentile £81,250 £87,500 £76,250
90th Percentile £100,000 £115,000 £95,000
UK median annual salary £60,000 £65,000 £57,500
% change year-on-year -7.69% +13.04% -8.00%

Snowflake Schema
Job Vacancy Trend in England

Historical trend showing the proportion of permanent IT job postings citing Snowflake Schema relative to all permanent IT jobs advertised in England.

Snowflake Schema job vacancy trend in England

Snowflake Schema
Salary Trend in England

Salary distribution trend for jobs in England citing Snowflake Schema.

Salary distribution trend for jobs in England citing Snowflake Schema

Snowflake Schema
Salary Histogram in England

Salary distribution for jobs citing Snowflake Schema in England over the 6 months to 6 March 2026.

Salary histogram for Snowflake Schema in England

Snowflake Schema
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Snowflake Schema within the England region over the 6 months to 6 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
London +38 26 £75,000 -6.25% 22
East of England - 8 £75,000 - 2
North West -9 2 £37,500 - 1
South East -25 2 - - 10
North of England -33 2 £37,500 - 2
West Midlands +2 1 - -
Midlands -10 1 - -
South West - 1 £72,500 - 3
Snowflake Schema
UK

Snowflake Schema
Co-Occurring Skills & Capabilities in England 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 16 (40.00%) Apache Airflow
2 13 (32.50%) Apache Spark
3 4 (10.00%) Apache
4 1 (2.50%) Oracle Application Server
Business Applications
1 1 (2.50%) SimCorp Dimension
Cloud Services
1 29 (72.50%) AWS
2 24 (60.00%) Power Platform
3 21 (52.50%) dbt
4 19 (47.50%) Snowflake
5 18 (45.00%) Azure
6 16 (40.00%) Azure Synapse Analytics
7 12 (30.00%) GCP
8 7 (17.50%) Matillion
9 6 (15.00%) Amazon S3
9 6 (15.00%) AWS Lambda
9 6 (15.00%) Azure DevOps
9 6 (15.00%) Boomi
9 6 (15.00%) Serverless
10 5 (12.50%) Amazon Kinesis
10 5 (12.50%) AWS KMS
10 5 (12.50%) Fivetran
11 4 (10.00%) Amazon EventBridge
11 4 (10.00%) Collibra
12 3 (7.50%) Azure Data Factory
13 1 (2.50%) AWS CodePipeline
Database & Business Intelligence
1 28 (70.00%) Data Warehouse
2 24 (60.00%) Power BI
3 14 (35.00%) Amazon Redshift
4 12 (30.00%) Data Lake
5 11 (27.50%) Tableau
6 8 (20.00%) BigQuery
6 8 (20.00%) Elasticsearch
6 8 (20.00%) Looker
7 7 (17.50%) SQL Server
7 7 (17.50%) Star Schema
8 6 (15.00%) Pentaho
8 6 (15.00%) SQL Server Analysis Services
9 5 (12.50%) Power Query
9 5 (12.50%) SQL Server Integration Services
9 5 (12.50%) SQL Server Reporting Services
10 4 (10.00%) Amazon RDS
10 4 (10.00%) Data Vault
10 4 (10.00%) Metadata
11 2 (5.00%) Airbyte
11 2 (5.00%) NoSQL
Development Applications
1 8 (20.00%) MLflow
2 7 (17.50%) Git
3 1 (2.50%) GitLab
3 1 (2.50%) Oracle APEX
3 1 (2.50%) SonarQube
General
1 9 (22.50%) Analytical Skills
2 7 (17.50%) Law
3 6 (15.00%) Public Sector
4 5 (12.50%) Finance
5 4 (10.00%) Social Skills
6 2 (5.00%) Banking
6 2 (5.00%) Investment Banking
6 2 (5.00%) Music Industry
7 1 (2.50%) Automotive
7 1 (2.50%) Front Office
7 1 (2.50%) Local Government
7 1 (2.50%) Marketing
Job Titles
1 18 (45.00%) Data Engineer
2 13 (32.50%) Senior
3 10 (25.00%) AWS Engineer
4 8 (20.00%) Senior Systems Engineer
4 8 (20.00%) Systems Engineer
5 6 (15.00%) AWS Data Engineer
5 6 (15.00%) Snowflake Engineer
6 5 (12.50%) Senior Data Engineer
6 5 (12.50%) Snowflake Data Engineer
7 3 (7.50%) Architect
7 3 (7.50%) Data Architect
7 3 (7.50%) Developer
8 2 (5.00%) Business Intelligence Developer
9 1 (2.50%) Azure Engineer
9 1 (2.50%) Azure Specialist
9 1 (2.50%) Business Intelligence Specialist
9 1 (2.50%) Data Consultant
9 1 (2.50%) Data Scientist
9 1 (2.50%) Principal Engineer
9 1 (2.50%) Report Manager
Libraries, Frameworks & Software Standards
1 12 (30.00%) Kafka
1 12 (30.00%) PySpark
2 8 (20.00%) LangChain
2 8 (20.00%) LlamaIndex
2 8 (20.00%) pgvector
2 8 (20.00%) PyTorch
2 8 (20.00%) scikit-learn
2 8 (20.00%) TensorFlow
3 3 (7.50%) Snowpark
4 1 (2.50%) JSON
4 1 (2.50%) REST
4 1 (2.50%) XML
Miscellaneous
1 8 (20.00%) Cloud Native
1 8 (20.00%) Clustering
1 8 (20.00%) Public Cloud
2 6 (15.00%) Data Structures
3 3 (7.50%) Product Ownership
4 2 (5.00%) Legacy Systems
5 1 (2.50%) Distributed Computing
5 1 (2.50%) Educational Technology
5 1 (2.50%) Hedge funds
5 1 (2.50%) Replication
Processes & Methodologies
1 34 (85.00%) ETL
2 31 (77.50%) Analytics
2 31 (77.50%) Data Modelling
3 28 (70.00%) Business Intelligence
4 27 (67.50%) Data Engineering
5 24 (60.00%) Performance Tuning
6 20 (50.00%) Data Pipeline
7 16 (40.00%) Data Governance
7 16 (40.00%) Dimensional Modelling
8 14 (35.00%) CI/CD
8 14 (35.00%) RBAC
9 13 (32.50%) AI
10 12 (30.00%) Decision-Making
11 11 (27.50%) Data Science
11 11 (27.50%) Machine Learning
12 10 (25.00%) Data Transformation
12 10 (25.00%) DevOps
12 10 (25.00%) Predictive Modelling
13 9 (22.50%) Data Management
13 9 (22.50%) Migration
Programming Languages
1 35 (87.50%) SQL
2 32 (80.00%) Python
3 5 (12.50%) Data Analysis Expressions
4 4 (10.00%) C#
5 2 (5.00%) T-SQL
6 1 (2.50%) ANSI SQL
6 1 (2.50%) PowerShell
Qualifications
1 6 (15.00%) Security Cleared
2 5 (12.50%) SC Cleared
3 3 (7.50%) AWS Certification
3 3 (7.50%) AWS Certified Solutions Architect
4 2 (5.00%) Degree
5 1 (2.50%) Computer Science Degree
5 1 (2.50%) MCSE
5 1 (2.50%) Microsoft Certification
Quality Assurance & Compliance
1 20 (50.00%) Data Quality
2 13 (32.50%) GDPR
3 8 (20.00%) California Consumer Privacy Act
4 5 (12.50%) HIPAA
4 5 (12.50%) ISO/IEC 27001
4 5 (12.50%) NIST
4 5 (12.50%) Sarbanes-Oxley
5 1 (2.50%) Accessibility
System Software
1 2 (5.00%) Docker
2 1 (2.50%) Active Directory
Systems Management
1 3 (7.50%) Terraform
Vendors
1 11 (27.50%) Databricks
2 8 (20.00%) Cloudera
2 8 (20.00%) Dell
3 7 (17.50%) Informatica
4 6 (15.00%) MuleSoft
4 6 (15.00%) Talend
5 4 (10.00%) Dataiku
6 3 (7.50%) Oracle
7 2 (5.00%) Microsoft
8 1 (2.50%) Bloomberg
8 1 (2.50%) Facebook
8 1 (2.50%) Google
8 1 (2.50%) OpenAI
8 1 (2.50%) Salesforce
8 1 (2.50%) Salesforce Marketing Cloud
8 1 (2.50%) SimCorp