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

6 months to
21 May 2026
Same period 2025 Same period 2024
Rank 646 615 771
Rank change year-on-year -31 +156 +106
Permanent jobs citing Snowflake Schema 44 17 43
As % of all permanent jobs in England 0.054% 0.043% 0.051%
As % of the Database & Business Intelligence category 0.62% 0.26% 0.29%
Number of salaries quoted 18 12 18
10th Percentile £50,875 £52,500 £42,000
25th Percentile £51,563 £53,438 £51,750
Median annual salary (50th Percentile) £73,750 £75,000 £66,250
Median % change year-on-year -1.67% +13.21% -1.27%
75th Percentile £77,500 £101,875 £88,750
90th Percentile £88,250 £114,250 £97,500
UK median annual salary £73,750 £70,000 £66,250
% change year-on-year +5.36% +5.66% +1.92%

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 7,108 6,530 14,744
As % of all permanent jobs advertised in England 8.65% 16.63% 17.41%
Number of salaries quoted 4,504 4,469 11,393
10th Percentile £35,750 £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 £85,000 £77,500
90th Percentile £97,125 £115,000 £98,750
UK median annual salary £60,000 £62,500 £57,500
% change year-on-year -4.00% +8.70% -11.54%

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 21 May 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 21 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
London -9 26 £70,000 -30.00% 12
East of England - 11 £75,000 - 2
South East -20 3 £52,500 -35.38% 7
North of England -34 2 £37,500 -68.88% 3
Midlands -28 1 - - 1
Yorkshire -40 1 - - 1
West Midlands -41 1 - - 1
South West -57 1 £72,500 +38.10% 1
North West - 1 £37,500 - 2
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 30 (68.18%) Apache Airflow
2 28 (63.64%) Apache Spark
3 4 (9.09%) Apache
4 1 (2.27%) Oracle Application Server
Cloud Services
1 39 (88.64%) AWS
2 29 (65.91%) Azure
2 29 (65.91%) dbt
2 29 (65.91%) Power Platform
2 29 (65.91%) Snowflake
3 25 (56.82%) Azure Synapse Analytics
3 25 (56.82%) GCP
4 9 (20.45%) Amazon S3
5 7 (15.91%) AWS Lambda
5 7 (15.91%) Serverless
6 5 (11.36%) Amazon Kinesis
6 5 (11.36%) AWS KMS
6 5 (11.36%) Boomi
6 5 (11.36%) Matillion
7 4 (9.09%) Amazon EventBridge
7 4 (9.09%) Azure Data Factory
8 2 (4.55%) Fivetran
9 1 (2.27%) Dagster
9 1 (2.27%) Dataform
9 1 (2.27%) Prefect
Database & Business Intelligence
1 39 (88.64%) Data Warehouse
2 29 (65.91%) Power BI
3 28 (63.64%) Amazon Redshift
4 27 (61.36%) Data Lake
5 24 (54.55%) Tableau
6 23 (52.27%) BigQuery
6 23 (52.27%) Elasticsearch
6 23 (52.27%) Looker
7 9 (20.45%) Star Schema
8 5 (11.36%) Pentaho
9 4 (9.09%) Amazon RDS
10 3 (6.82%) Data Vault
11 2 (4.55%) PostgreSQL
11 2 (4.55%) SQL Server Integration Services
12 1 (2.27%) Azure SQL Database
12 1 (2.27%) Oracle BI EE
12 1 (2.27%) Oracle ODI
12 1 (2.27%) Oracle Reports
12 1 (2.27%) SQL Server
12 1 (2.27%) SQL Server Analysis Services
Development Applications
1 23 (52.27%) MLflow
2 8 (18.18%) Git
3 1 (2.27%) Oracle APEX
General
1 24 (54.55%) Analytical Skills
2 6 (13.64%) Public Sector
3 5 (11.36%) Law
4 3 (6.82%) Finance
4 3 (6.82%) Social Skills
5 1 (2.27%) Local Government
Job Titles
1 23 (52.27%) Senior
1 23 (52.27%) Senior Systems Engineer
1 23 (52.27%) Systems Engineer
2 12 (27.27%) Data Engineer
3 9 (20.45%) AWS Engineer
4 5 (11.36%) AWS Data Engineer
5 2 (4.55%) Architect
5 2 (4.55%) Business Intelligence Developer
5 2 (4.55%) Data Architect
5 2 (4.55%) Developer
5 2 (4.55%) Power BI Developer
5 2 (4.55%) Snowflake Architect
6 1 (2.27%) Analyst
6 1 (2.27%) Azure Data Engineer
6 1 (2.27%) Azure Engineer
6 1 (2.27%) Business Intelligence Analyst
6 1 (2.27%) Lead
6 1 (2.27%) Lead Data Engineer
6 1 (2.27%) Platform Engineer
6 1 (2.27%) Snowflake Engineer
Libraries, Frameworks & Software Standards
1 27 (61.36%) Kafka
2 23 (52.27%) LangChain
2 23 (52.27%) LlamaIndex
2 23 (52.27%) pgvector
2 23 (52.27%) PyTorch
2 23 (52.27%) scikit-learn
2 23 (52.27%) TensorFlow
3 11 (25.00%) PySpark
4 3 (6.82%) JSON
5 2 (4.55%) REST
5 2 (4.55%) SOAP
5 2 (4.55%) YAML
6 1 (2.27%) XML
Miscellaneous
1 23 (52.27%) Cloud Native
1 23 (52.27%) Clustering
1 23 (52.27%) Public Cloud
2 7 (15.91%) Data Structures
3 1 (2.27%) Distributed Computing
Processes & Methodologies
1 40 (90.91%) ETL
2 39 (88.64%) Data Engineering
3 36 (81.82%) Data Pipeline
4 35 (79.55%) Data Modelling
5 34 (77.27%) Performance Tuning
6 33 (75.00%) Analytics
6 33 (75.00%) Business Intelligence
7 31 (70.45%) RBAC
8 29 (65.91%) Dimensional Modelling
9 27 (61.36%) AI
10 25 (56.82%) Data Governance
10 25 (56.82%) Machine Learning
10 25 (56.82%) Retrieval-Augmented Generation
10 25 (56.82%) Use Case
11 24 (54.55%) Data Science
11 24 (54.55%) Predictive Modelling
12 23 (52.27%) Data Management
12 23 (52.27%) Knowledge Management
12 23 (52.27%) Storytelling
12 23 (52.27%) Systems Engineering
Programming Languages
1 41 (93.18%) SQL
2 40 (90.91%) Python
3 3 (6.82%) Data Analysis Expressions
4 2 (4.55%) T-SQL
Qualifications
1 5 (11.36%) SC Cleared
1 5 (11.36%) Security Cleared
2 3 (6.82%) AWS Certification
2 3 (6.82%) AWS Certified Solutions Architect
3 1 (2.27%) Degree
Quality Assurance & Compliance
1 28 (63.64%) GDPR
2 23 (52.27%) California Consumer Privacy Act
3 11 (25.00%) Data Quality
4 5 (11.36%) HIPAA
4 5 (11.36%) ISO/IEC 27001
4 5 (11.36%) NIST
4 5 (11.36%) Sarbanes-Oxley
System Software
1 1 (2.27%) Docker
Systems Management
1 1 (2.27%) Terraform
Vendors
1 25 (56.82%) Databricks
2 23 (52.27%) Cloudera
2 23 (52.27%) Dell
3 5 (11.36%) Informatica
3 5 (11.36%) MuleSoft
3 5 (11.36%) Talend
4 1 (2.27%) Microsoft
4 1 (2.27%) Oracle