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

6 months to
28 May 2026
Same period 2025 Same period 2024
Rank 648 609 784
Rank change year-on-year -39 +175 +106
Permanent jobs citing Snowflake Schema 47 16 42
As % of all permanent jobs in England 0.057% 0.042% 0.048%
As % of the Database & Business Intelligence category 0.65% 0.25% 0.28%
Number of salaries quoted 22 10 17
10th Percentile £51,250 £52,375 £41,000
25th Percentile £52,500 £62,688 £51,500
Median annual salary (50th Percentile) £75,000 £75,000 £65,000
Median % change year-on-year - +15.38% -8.52%
75th Percentile £87,500 £100,000 £88,750
90th Percentile - £115,575 £97,500
UK median annual salary £75,000 £72,500 £65,000
% change year-on-year +3.45% +11.54% -

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 7,258 6,333 14,768
As % of all permanent jobs advertised in England 8.73% 16.61% 17.04%
Number of salaries quoted 4,687 4,237 11,400
10th Percentile £36,250 £36,250 £35,000
25th Percentile £45,000 £47,500 £42,725
Median annual salary (50th Percentile) £60,000 £63,500 £57,500
Median % change year-on-year -5.51% +10.43% -11.54%
75th Percentile £80,000 £85,000 £77,500
90th Percentile £95,000 £115,000 £100,000
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 28 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 28 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 -17 29 £85,000 -15.00% 13
East of England - 11 £75,000 - 1
South East - 3 £52,500 - 5
North of England -40 2 £37,500 -68.88% 3
West Midlands -32 1 - -
Midlands -34 1 - -
Yorkshire -51 1 - -
South West -59 1 £72,500 +38.10%
North West - 1 £37,500 - 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 30 (63.83%) Apache Airflow
2 27 (57.45%) Apache Spark
3 4 (8.51%) Apache
4 1 (2.13%) Oracle Application Server
Cloud Services
1 42 (89.36%) AWS
2 32 (68.09%) Azure
2 32 (68.09%) dbt
2 32 (68.09%) Snowflake
3 29 (61.70%) Power Platform
4 25 (53.19%) Azure Synapse Analytics
4 25 (53.19%) GCP
5 12 (25.53%) Amazon S3
6 7 (14.89%) AWS Lambda
6 7 (14.89%) Serverless
7 5 (10.64%) Amazon Kinesis
7 5 (10.64%) AWS KMS
7 5 (10.64%) Boomi
7 5 (10.64%) Matillion
8 4 (8.51%) Amazon EventBridge
9 3 (6.38%) Azure Data Factory
10 2 (4.26%) Fivetran
11 1 (2.13%) Dagster
11 1 (2.13%) Dataform
11 1 (2.13%) Prefect
Database & Business Intelligence
1 42 (89.36%) Data Warehouse
2 29 (61.70%) Data Lake
2 29 (61.70%) Power BI
3 28 (59.57%) Amazon Redshift
4 24 (51.06%) Tableau
5 23 (48.94%) BigQuery
5 23 (48.94%) Elasticsearch
5 23 (48.94%) Looker
6 12 (25.53%) Star Schema
7 6 (12.77%) Data Vault
8 5 (10.64%) Pentaho
9 4 (8.51%) Amazon RDS
10 2 (4.26%) PostgreSQL
11 1 (2.13%) Azure SQL Database
11 1 (2.13%) Metadata
11 1 (2.13%) Oracle BI EE
11 1 (2.13%) Oracle ODI
11 1 (2.13%) Oracle Reports
11 1 (2.13%) SQL Server
11 1 (2.13%) SQL Server Integration Services
Development Applications
1 23 (48.94%) MLflow
2 7 (14.89%) Git
3 1 (2.13%) Oracle APEX
General
1 24 (51.06%) Analytical Skills
2 6 (12.77%) Public Sector
2 6 (12.77%) Social Skills
3 5 (10.64%) Law
4 4 (8.51%) Finance
5 1 (2.13%) Local Government
Job Titles
1 23 (48.94%) Senior
1 23 (48.94%) Senior Systems Engineer
1 23 (48.94%) Systems Engineer
2 12 (25.53%) Data Engineer
3 9 (19.15%) AWS Engineer
4 5 (10.64%) Architect
4 5 (10.64%) AWS Data Engineer
4 5 (10.64%) Data Architect
4 5 (10.64%) Snowflake Architect
5 2 (4.26%) Business Intelligence Developer
5 2 (4.26%) Developer
5 2 (4.26%) Power BI Developer
6 1 (2.13%) Analyst
6 1 (2.13%) Business Intelligence Analyst
6 1 (2.13%) Lead
6 1 (2.13%) Lead Data Engineer
6 1 (2.13%) Platform Engineer
6 1 (2.13%) Snowflake Data Engineer
6 1 (2.13%) Snowflake Engineer
Libraries, Frameworks & Software Standards
1 27 (57.45%) Kafka
2 23 (48.94%) LangChain
2 23 (48.94%) LlamaIndex
2 23 (48.94%) pgvector
2 23 (48.94%) PyTorch
2 23 (48.94%) scikit-learn
2 23 (48.94%) TensorFlow
3 10 (21.28%) PySpark
4 3 (6.38%) JSON
5 2 (4.26%) REST
5 2 (4.26%) SOAP
5 2 (4.26%) YAML
6 1 (2.13%) XML
Miscellaneous
1 23 (48.94%) Cloud Native
1 23 (48.94%) Clustering
1 23 (48.94%) Public Cloud
2 10 (21.28%) Data Structures
Processes & Methodologies
1 42 (89.36%) Data Engineering
2 40 (85.11%) ETL
3 39 (82.98%) Data Pipeline
4 38 (80.85%) Data Modelling
5 34 (72.34%) Performance Tuning
5 34 (72.34%) RBAC
6 33 (70.21%) Analytics
6 33 (70.21%) Business Intelligence
7 31 (65.96%) AI
8 29 (61.70%) Machine Learning
8 29 (61.70%) Use Case
9 28 (59.57%) Dimensional Modelling
9 28 (59.57%) Retrieval-Augmented Generation
10 25 (53.19%) Data Governance
11 24 (51.06%) Data Science
11 24 (51.06%) Predictive Modelling
12 23 (48.94%) Presales
12 23 (48.94%) Semantic Search
12 23 (48.94%) Storytelling
12 23 (48.94%) Systems Engineering
Programming Languages
1 44 (93.62%) SQL
2 43 (91.49%) Python
3 2 (4.26%) Data Analysis Expressions
4 1 (2.13%) T-SQL
Qualifications
1 5 (10.64%) SC Cleared
1 5 (10.64%) Security Cleared
2 3 (6.38%) AWS Certification
2 3 (6.38%) AWS Certified Solutions Architect
3 1 (2.13%) Degree
Quality Assurance & Compliance
1 29 (61.70%) GDPR
2 23 (48.94%) California Consumer Privacy Act
3 12 (25.53%) Data Quality
4 5 (10.64%) HIPAA
4 5 (10.64%) ISO/IEC 27001
4 5 (10.64%) NIST
4 5 (10.64%) Sarbanes-Oxley
System Software
1 1 (2.13%) Docker
Vendors
1 25 (53.19%) Databricks
2 23 (48.94%) Cloudera
2 23 (48.94%) Dell
3 5 (10.64%) Informatica
3 5 (10.64%) MuleSoft
3 5 (10.64%) Talend
4 2 (4.26%) Microsoft
5 1 (2.13%) Oracle