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 3 July 2026, with comparisons to the same periods in the previous two years.

6 months to
3 Jul 2026
Same period 2025 Same period 2024
Rank 654 619 803
Rank change year-on-year -35 +184 +23
Permanent jobs citing Snowflake Schema 50 23 43
As % of all permanent jobs in England 0.058% 0.055% 0.047%
As % of the Database & Business Intelligence category 0.65% 0.34% 0.29%
Number of salaries quoted 26 15 17
10th Percentile £51,250 £55,600 £46,500
25th Percentile £54,375 £63,250 £52,500
Median annual salary (50th Percentile) £85,000 £75,000 £60,000
Median % change year-on-year +13.33% +25.00% -15.55%
75th Percentile £87,500 £107,500 £85,000
90th Percentile £93,750 £120,750 £92,250
UK median annual salary £85,000 £72,500 £60,000
% change year-on-year +17.24% +20.83% -15.55%

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 7,655 6,718 14,970
As % of all permanent jobs advertised in England 8.91% 16.08% 16.19%
Number of salaries quoted 5,202 4,484 11,263
10th Percentile £36,250 £35,000 £35,392
25th Percentile £45,750 £46,250 £43,500
Median annual salary (50th Percentile) £60,000 £62,500 £58,500
Median % change year-on-year -4.00% +6.84% -10.00%
75th Percentile £80,000 £83,738 £80,000
90th Percentile £95,000 £112,500 £105,000
UK median annual salary £60,000 £62,500 £57,500
% change year-on-year -4.00% +8.70% -8.73%

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 3 July 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 3 July 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 -5 33 £85,000 +13.33% 23
East of England - 8 £75,000 - 2
South West -64 4 £82,500 +57.14% 8
South East -23 3 £52,500 -41.67% 9
North of England -35 2 £37,500 -68.88% 1
Yorkshire -35 1 - -
North West - 1 £37,500 - 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 28 (56.00%) Apache Airflow
2 26 (52.00%) Apache Spark
3 3 (6.00%) Apache
4 1 (2.00%) Oracle Application Server
Cloud Services
1 44 (88.00%) AWS
2 38 (76.00%) Snowflake
3 36 (72.00%) dbt
4 35 (70.00%) Azure
5 28 (56.00%) Power Platform
6 25 (50.00%) GCP
7 24 (48.00%) Azure Synapse Analytics
8 14 (28.00%) Amazon S3
9 6 (12.00%) AWS Lambda
9 6 (12.00%) Serverless
10 4 (8.00%) Amazon Kinesis
11 3 (6.00%) Amazon EventBridge
12 2 (4.00%) AWS KMS
12 2 (4.00%) Azure Data Factory
12 2 (4.00%) Boomi
12 2 (4.00%) Fivetran
12 2 (4.00%) Matillion
13 1 (2.00%) AWS CodePipeline
13 1 (2.00%) Dagster
13 1 (2.00%) OpenShift
Database & Business Intelligence
1 43 (86.00%) Data Warehouse
2 31 (62.00%) Data Lake
3 28 (56.00%) Power BI
4 27 (54.00%) Amazon Redshift
5 24 (48.00%) Tableau
6 23 (46.00%) BigQuery
6 23 (46.00%) Elasticsearch
6 23 (46.00%) Looker
7 13 (26.00%) Star Schema
8 10 (20.00%) Data Vault
9 3 (6.00%) Amazon RDS
9 3 (6.00%) PostgreSQL
10 2 (4.00%) Pentaho
11 1 (2.00%) Azure SQL Database
11 1 (2.00%) MongoDB
11 1 (2.00%) Oracle BI EE
11 1 (2.00%) Oracle Reports
11 1 (2.00%) Redis
11 1 (2.00%) SQL Server
11 1 (2.00%) SQL Server Integration Services
Development Applications
1 23 (46.00%) MLflow
2 6 (12.00%) Git
3 1 (2.00%) Oracle APEX
General
1 24 (48.00%) Analytical Skills
2 10 (20.00%) Social Skills
3 7 (14.00%) Finance
4 3 (6.00%) Public Sector
5 2 (4.00%) Law
6 1 (2.00%) Financial Institution
6 1 (2.00%) Influencing Skills
6 1 (2.00%) Local Government
6 1 (2.00%) Retail
Job Titles
1 23 (46.00%) Senior
1 23 (46.00%) Senior Systems Engineer
1 23 (46.00%) Systems Engineer
2 10 (20.00%) Architect
2 10 (20.00%) Data Architect
2 10 (20.00%) Data Engineer
3 9 (18.00%) Snowflake Architect
4 6 (12.00%) AWS Engineer
5 4 (8.00%) AWS Data Engineer
6 2 (4.00%) Analyst
6 2 (4.00%) Data Modeller
7 1 (2.00%) Business Intelligence Analyst
7 1 (2.00%) Business Intelligence Developer
7 1 (2.00%) Data Analyst
7 1 (2.00%) Developer
7 1 (2.00%) Lead
7 1 (2.00%) Lead Data Engineer
7 1 (2.00%) Platform Engineer
7 1 (2.00%) Power BI Developer
7 1 (2.00%) Product Analyst
Libraries, Frameworks & Software Standards
1 26 (52.00%) Kafka
2 23 (46.00%) LangChain
2 23 (46.00%) LlamaIndex
2 23 (46.00%) pgvector
2 23 (46.00%) PyTorch
2 23 (46.00%) scikit-learn
2 23 (46.00%) TensorFlow
3 6 (12.00%) PySpark
4 3 (6.00%) JSON
5 2 (4.00%) REST
5 2 (4.00%) Snowpark
5 2 (4.00%) SOAP
5 2 (4.00%) YAML
6 1 (2.00%) XML
Miscellaneous
1 25 (50.00%) Clustering
2 23 (46.00%) Cloud Native
2 23 (46.00%) Public Cloud
3 11 (22.00%) Data Structures
4 1 (2.00%) AS400
4 1 (2.00%) Foreign Exchange (FX)
4 1 (2.00%) iSeries
4 1 (2.00%) Legacy Systems
4 1 (2.00%) Product Ownership
Processes & Methodologies
1 44 (88.00%) Data Modelling
2 42 (84.00%) Data Engineering
2 42 (84.00%) Data Pipeline
3 37 (74.00%) AI
4 36 (72.00%) ETL
5 35 (70.00%) Machine Learning
5 35 (70.00%) RBAC
6 34 (68.00%) Analytics
6 34 (68.00%) Use Case
7 32 (64.00%) Business Intelligence
7 32 (64.00%) Retrieval-Augmented Generation
8 30 (60.00%) Performance Tuning
9 29 (58.00%) Dimensional Modelling
10 28 (56.00%) Data Governance
11 25 (50.00%) Data Science
12 24 (48.00%) Generative AI
12 24 (48.00%) Predictive Modelling
13 23 (46.00%) Data Management
13 23 (46.00%) Knowledge Management
13 23 (46.00%) Prompt Engineering
Programming Languages
1 45 (90.00%) SQL
2 42 (84.00%) Python
3 1 (2.00%) Data Analysis Expressions
3 1 (2.00%) T-SQL
Qualifications
1 3 (6.00%) AWS Certification
2 2 (4.00%) AWS Certified Solutions Architect
2 2 (4.00%) SC Cleared
2 2 (4.00%) Security Cleared
3 1 (2.00%) Degree
3 1 (2.00%) SnowPro
Quality Assurance & Compliance
1 27 (54.00%) GDPR
2 23 (46.00%) California Consumer Privacy Act
3 11 (22.00%) Data Quality
4 2 (4.00%) HIPAA
4 2 (4.00%) ISO/IEC 27001
4 2 (4.00%) NIST
4 2 (4.00%) Sarbanes-Oxley
System Software
1 1 (2.00%) Docker
Vendors
1 25 (50.00%) Databricks
2 23 (46.00%) Cloudera
2 23 (46.00%) Dell
3 2 (4.00%) Informatica
3 2 (4.00%) Microsoft
3 2 (4.00%) MuleSoft
3 2 (4.00%) Oracle
3 2 (4.00%) Talend