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 17 September 2026, with comparisons to the same periods in the previous two years.

6 months to
17 Sep 2026
Same period 2025 Same period 2024
Rank 700 617 718
Rank change year-on-year -83 +101 -15
Permanent jobs citing Snowflake Schema 59 31 31
As % of all permanent jobs in England 0.058% 0.072% 0.045%
As % of the Database & Business Intelligence category 0.74% 0.48% 0.29%
Number of salaries quoted 41 23 13
10th Percentile £56,250 £60,250 £53,200
25th Percentile £61,250 £70,000 £60,000
Median annual salary (50th Percentile) £85,000 £90,000 £65,000
Median % change year-on-year -5.56% +38.46% -7.14%
75th Percentile £93,750 £115,000 £85,000
90th Percentile £95,000 £119,600 £100,500
UK median annual salary £85,000 £90,000 £65,000
% change year-on-year -5.56% +38.46% -7.14%

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 7,996 6,434 10,626
As % of all permanent jobs advertised in England 7.89% 14.91% 15.46%
Number of salaries quoted 5,589 4,183 6,506
10th Percentile £36,250 £33,800 £37,500
25th Percentile £46,000 £45,000 £47,500
Median annual salary (50th Percentile) £60,000 £60,000 £65,000
Median % change year-on-year - -7.69% +1.56%
75th Percentile £80,000 £81,688 £88,750
90th Percentile £96,250 £110,000 £118,750
UK median annual salary £60,000 £60,000 £63,000
% change year-on-year - -4.76% +0.80%

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 17 September 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 17 September 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 -39 34 £85,000 -10.53% 60
South East -40 12 £62,500 -30.56% 14
South West -69 8 £95,000 +80.95% 2
East of England -28 4 - - 1
West Midlands -36 1 £41,343 -40.94%
Midlands -45 1 £41,343 -40.94%
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 14 (23.73%) Apache Airflow
1 14 (23.73%) Apache Spark
Business Applications
1 1 (1.69%) Dynamics CRM
Cloud Services
1 43 (72.88%) Azure
2 34 (57.63%) AWS
3 33 (55.93%) Snowflake
4 32 (54.24%) dbt
5 27 (45.76%) Power Platform
6 24 (40.68%) Azure Synapse Analytics
7 17 (28.81%) GCP
8 13 (22.03%) Amazon S3
9 12 (20.34%) Azure Data Factory
10 9 (15.25%) Azure Cosmos DB
10 9 (15.25%) Azure DevOps
11 2 (3.39%) AWS Lambda
11 2 (3.39%) Fivetran
11 2 (3.39%) GitHub
11 2 (3.39%) Serverless
12 1 (1.69%) Azure Databricks
12 1 (1.69%) GitHub Copilot
Database & Business Intelligence
1 43 (72.88%) Data Warehouse
2 29 (49.15%) Data Lake
3 27 (45.76%) Power BI
4 23 (38.98%) Star Schema
5 14 (23.73%) Amazon Redshift
5 14 (23.73%) BigQuery
5 14 (23.73%) Elasticsearch
5 14 (23.73%) Looker
5 14 (23.73%) Milvus
5 14 (23.73%) Tableau
6 13 (22.03%) Data Vault
7 10 (16.95%) Azure SQL Database
7 10 (16.95%) Metadata
7 10 (16.95%) MongoDB
7 10 (16.95%) SQL Server
8 9 (15.25%) Amazon QuickSight
8 9 (15.25%) DynamoDB
8 9 (15.25%) NoSQL
9 3 (5.08%) PostgreSQL
10 2 (3.39%) Semantic Layer
Development Applications
1 14 (23.73%) MLflow
2 13 (22.03%) Git
3 2 (3.39%) Claude Code
General
1 16 (27.12%) Analytical Skills
1 16 (27.12%) Finance
2 15 (25.42%) Social Skills
3 2 (3.39%) Retail
4 1 (1.69%) Financial Institution
4 1 (1.69%) Influencing Skills
4 1 (1.69%) Legal
4 1 (1.69%) Marketing
Job Titles
1 24 (40.68%) Senior
2 17 (28.81%) Architect
2 17 (28.81%) Data Architect
3 14 (23.73%) Senior Systems Engineer
3 14 (23.73%) Systems Engineer
4 13 (22.03%) Snowflake Architect
5 9 (15.25%) Azure Engineer
5 9 (15.25%) Data Engineer
6 7 (11.86%) Data Modeller
7 4 (6.78%) Senior Data Engineer
8 3 (5.08%) Azure Data Engineer
9 2 (3.39%) Snowflake Data Engineer
9 2 (3.39%) Snowflake Engineer
10 1 (1.69%) Business Intelligence Developer
10 1 (1.69%) Developer
10 1 (1.69%) Power BI Developer
10 1 (1.69%) Principal Engineer
10 1 (1.69%) Principal Software Engineer
10 1 (1.69%) Product Analyst
10 1 (1.69%) Software Engineer
Libraries, Frameworks & Software Standards
1 15 (25.42%) Kafka
2 14 (23.73%) LangChain
2 14 (23.73%) LlamaIndex
2 14 (23.73%) pgvector
2 14 (23.73%) PyTorch
2 14 (23.73%) scikit-learn
2 14 (23.73%) TensorFlow
3 2 (3.39%) JSON
3 2 (3.39%) REST
3 2 (3.39%) Snowpark
3 2 (3.39%) SOAP
3 2 (3.39%) YAML
4 1 (1.69%) .NET
4 1 (1.69%) CSS
4 1 (1.69%) HTML
4 1 (1.69%) Next.js
4 1 (1.69%) Node.js
4 1 (1.69%) React
Miscellaneous
1 16 (27.12%) Clustering
2 15 (25.42%) Cloud Native
2 15 (25.42%) Data Structures
3 14 (23.73%) Public Cloud
4 11 (18.64%) Legacy Systems
5 10 (16.95%) Product Ownership
6 9 (15.25%) Enterprise Software
7 1 (1.69%) AS400
7 1 (1.69%) Foreign Exchange (FX)
7 1 (1.69%) iSeries
7 1 (1.69%) Marketing Technology
7 1 (1.69%) Taxonomies
Operating Systems
1 9 (15.25%) Windows
Processes & Methodologies
1 56 (94.92%) Data Modelling
2 38 (64.41%) RBAC
3 36 (61.02%) Data Engineering
3 36 (61.02%) Data Pipeline
4 35 (59.32%) AI
5 33 (55.93%) Analytics
6 30 (50.85%) ETL
6 30 (50.85%) Machine Learning
7 29 (49.15%) Data Architecture
7 29 (49.15%) Use Case
8 28 (47.46%) Business Intelligence
9 26 (44.07%) Retrieval-Augmented Generation
10 24 (40.68%) Data Governance
11 23 (38.98%) Data Management
12 20 (33.90%) Dimensional Modelling
13 17 (28.81%) CI/CD
13 17 (28.81%) Lakehouse
14 16 (27.12%) Data Science
14 16 (27.12%) Generative AI
14 16 (27.12%) Performance Tuning
Programming Languages
1 47 (79.66%) SQL
2 41 (69.49%) Python
3 10 (16.95%) C#
4 1 (1.69%) Data Analysis Expressions
4 1 (1.69%) T-SQL
4 1 (1.69%) TypeScript
Qualifications
1 9 (15.25%) Degree
2 1 (1.69%) AWS Certification
2 1 (1.69%) SnowPro
Quality Assurance & Compliance
1 25 (42.37%) GDPR
2 23 (38.98%) California Consumer Privacy Act
3 18 (30.51%) Data Quality
4 1 (1.69%) QA
Vendors
1 15 (25.42%) Databricks
2 14 (23.73%) Cloudera
2 14 (23.73%) Dell
3 12 (20.34%) Microsoft
4 9 (15.25%) Informatica
4 9 (15.25%) Talend
5 1 (1.69%) Braze
5 1 (1.69%) Oracle