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

6 months to
27 Mar 2026
Same period 2025 Same period 2024
Rank 599 578 766
Rank change year-on-year -21 +188 +150
Permanent jobs citing Snowflake Schema 52 23 43
As % of all permanent jobs in England 0.076% 0.063% 0.055%
As % of the Database & Business Intelligence category 0.81% 0.33% 0.31%
Number of salaries quoted 22 15 19
10th Percentile £51,375 £51,750 £43,000
25th Percentile £53,438 £53,125 £55,000
Median annual salary (50th Percentile) £75,000 £57,500 £75,000
Median % change year-on-year +30.43% -23.33% +15.38%
75th Percentile £83,438 £80,000 £88,750
90th Percentile £90,000 £96,500 £97,500
UK median annual salary £75,000 £57,500 £71,250
% change year-on-year +30.43% -19.30% +14.00%

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 6,458 6,892 14,076
As % of all permanent jobs advertised in England 9.39% 18.98% 18.16%
Number of salaries quoted 4,024 4,676 11,258
10th Percentile £35,000 £37,500 £35,000
25th Percentile £45,000 £47,500 £43,250
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 £87,063 £76,250
90th Percentile £100,000 £115,000 £95,000
UK median annual salary £60,000 £63,750 £57,500
% change year-on-year -5.88% +10.87% -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 27 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 27 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 +20 32 £75,000 -6.25% 13
East of England - 12 £75,000 - 3
South East -40 3 £57,500 - 8
North of England -46 3 £37,500 - 2
North West -19 2 £37,500 - 2
West Midlands -9 1 - -
Midlands -30 1 - -
South West -38 1 £72,500 +38.10% 2
Yorkshire - 1 - -
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 31 (59.62%) Apache Airflow
2 28 (53.85%) Apache Spark
3 4 (7.69%) Apache
4 1 (1.92%) Oracle Application Server
Business Applications
1 1 (1.92%) SimCorp Dimension
Cloud Services
1 41 (78.85%) AWS
2 38 (73.08%) Power Platform
3 34 (65.38%) Azure
3 34 (65.38%) dbt
3 34 (65.38%) Snowflake
4 31 (59.62%) Azure Synapse Analytics
5 27 (51.92%) GCP
6 7 (13.46%) Matillion
7 6 (11.54%) Azure DevOps
7 6 (11.54%) Boomi
8 5 (9.62%) Amazon Kinesis
8 5 (9.62%) Amazon S3
8 5 (9.62%) AWS KMS
8 5 (9.62%) AWS Lambda
8 5 (9.62%) Fivetran
8 5 (9.62%) Serverless
9 4 (7.69%) Amazon EventBridge
9 4 (7.69%) Azure Data Factory
9 4 (7.69%) Collibra
10 1 (1.92%) Entra ID
Database & Business Intelligence
1 42 (80.77%) Data Warehouse
2 38 (73.08%) Power BI
3 28 (53.85%) Amazon Redshift
4 27 (51.92%) Data Lake
5 26 (50.00%) Tableau
6 23 (44.23%) BigQuery
6 23 (44.23%) Elasticsearch
6 23 (44.23%) Looker
7 8 (15.38%) SQL Server
8 7 (13.46%) Star Schema
9 6 (11.54%) Pentaho
9 6 (11.54%) SQL Server Analysis Services
9 6 (11.54%) SQL Server Integration Services
10 5 (9.62%) SQL Server Reporting Services
11 4 (7.69%) Amazon RDS
11 4 (7.69%) Power Query
12 2 (3.85%) Airbyte
12 2 (3.85%) Data Vault
12 2 (3.85%) Metadata
12 2 (3.85%) NoSQL
Development Applications
1 23 (44.23%) MLflow
2 7 (13.46%) Git
3 1 (1.92%) GitLab
3 1 (1.92%) Oracle APEX
3 1 (1.92%) SonarQube
General
1 25 (48.08%) Analytical Skills
2 7 (13.46%) Law
3 6 (11.54%) Public Sector
4 5 (9.62%) Finance
5 2 (3.85%) Banking
5 2 (3.85%) Investment Banking
5 2 (3.85%) Social Skills
6 1 (1.92%) Automotive
6 1 (1.92%) Front Office
6 1 (1.92%) Local Government
6 1 (1.92%) Marketing
Job Titles
1 28 (53.85%) Senior
2 23 (44.23%) Senior Systems Engineer
2 23 (44.23%) Systems Engineer
3 17 (32.69%) Data Engineer
4 9 (17.31%) AWS Engineer
5 6 (11.54%) Snowflake Engineer
6 5 (9.62%) AWS Data Engineer
6 5 (9.62%) Senior Data Engineer
6 5 (9.62%) Snowflake Data Engineer
7 4 (7.69%) Developer
8 3 (5.77%) Business Intelligence Developer
9 2 (3.85%) Power BI Developer
10 1 (1.92%) Azure Data Engineer
10 1 (1.92%) Azure Engineer
10 1 (1.92%) Azure Specialist
10 1 (1.92%) Business Intelligence Analyst
10 1 (1.92%) Lead
10 1 (1.92%) Lead Data Engineer
10 1 (1.92%) Principal Data Engineer
10 1 (1.92%) Snowflake Developer
Libraries, Frameworks & Software Standards
1 27 (51.92%) Kafka
2 23 (44.23%) LangChain
2 23 (44.23%) LlamaIndex
2 23 (44.23%) pgvector
2 23 (44.23%) PyTorch
2 23 (44.23%) scikit-learn
2 23 (44.23%) TensorFlow
3 12 (23.08%) PySpark
4 3 (5.77%) Snowpark
5 1 (1.92%) JSON
5 1 (1.92%) REST
5 1 (1.92%) XML
Miscellaneous
1 23 (44.23%) Cloud Native
1 23 (44.23%) Clustering
1 23 (44.23%) Public Cloud
2 6 (11.54%) Data Structures
3 1 (1.92%) Distributed Computing
3 1 (1.92%) Educational Technology
3 1 (1.92%) Hedge funds
3 1 (1.92%) Product Ownership
3 1 (1.92%) Replication
Processes & Methodologies
1 46 (88.46%) ETL
2 43 (82.69%) Analytics
2 43 (82.69%) Data Modelling
3 42 (80.77%) Business Intelligence
4 40 (76.92%) Performance Tuning
5 39 (75.00%) Data Engineering
6 34 (65.38%) Data Pipeline
7 32 (61.54%) Data Governance
8 30 (57.69%) Dimensional Modelling
9 29 (55.77%) AI
9 29 (55.77%) RBAC
10 26 (50.00%) Data Science
10 26 (50.00%) Machine Learning
11 25 (48.08%) Predictive Modelling
12 24 (46.15%) Data Management
12 24 (46.15%) Generative AI
13 23 (44.23%) Feature Engineering
13 23 (44.23%) Prompt Engineering
13 23 (44.23%) Retrieval-Augmented Generation
13 23 (44.23%) Semantic Search
Programming Languages
1 49 (94.23%) SQL
2 46 (88.46%) Python
3 5 (9.62%) Data Analysis Expressions
4 4 (7.69%) C#
5 3 (5.77%) T-SQL
6 1 (1.92%) ANSI SQL
6 1 (1.92%) PowerShell
Qualifications
1 6 (11.54%) Security Cleared
2 5 (9.62%) SC Cleared
3 3 (5.77%) AWS Certification
3 3 (5.77%) AWS Certified Solutions Architect
4 2 (3.85%) Degree
5 1 (1.92%) Computer Science Degree
5 1 (1.92%) MCSE
5 1 (1.92%) Microsoft Certification
Quality Assurance & Compliance
1 28 (53.85%) GDPR
2 23 (44.23%) California Consumer Privacy Act
3 19 (36.54%) Data Quality
4 5 (9.62%) HIPAA
4 5 (9.62%) ISO/IEC 27001
4 5 (9.62%) NIST
4 5 (9.62%) Sarbanes-Oxley
5 1 (1.92%) Accessibility
System Software
1 1 (1.92%) Active Directory
1 1 (1.92%) Docker
Systems Management
1 3 (5.77%) Terraform
Vendors
1 26 (50.00%) Databricks
2 23 (44.23%) Cloudera
2 23 (44.23%) Dell
3 7 (13.46%) Informatica
4 6 (11.54%) MuleSoft
4 6 (11.54%) Talend
5 4 (7.69%) Dataiku
6 3 (5.77%) Microsoft
6 3 (5.77%) Oracle
7 1 (1.92%) Bloomberg
7 1 (1.92%) Facebook
7 1 (1.92%) Google
7 1 (1.92%) OpenAI
7 1 (1.92%) Salesforce
7 1 (1.92%) Salesforce Marketing Cloud
7 1 (1.92%) SimCorp