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

6 months to
2 Sep 2026
Same period 2025 Same period 2024
Rank 682 606 726
Rank change year-on-year -76 +120 -7
Permanent jobs citing Snowflake Schema 57 30 35
As % of all permanent jobs in England 0.059% 0.069% 0.049%
As % of the Database & Business Intelligence category 0.72% 0.46% 0.32%
Number of salaries quoted 37 22 13
10th Percentile £55,250 £57,775 £53,200
25th Percentile £61,250 £67,188 £60,000
Median annual salary (50th Percentile) £85,000 £81,250 £65,000
Median % change year-on-year +4.62% +25.00% -3.13%
75th Percentile £93,750 £115,000 £85,000
90th Percentile £95,000 £120,175 £100,500
UK median annual salary £85,000 £81,250 £65,000
% change year-on-year +4.62% +25.00% -3.13%

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 7,944 6,585 11,069
As % of all permanent jobs advertised in England 8.17% 15.09% 15.51%
Number of salaries quoted 5,539 4,345 7,238
10th Percentile £36,250 £34,500 £37,500
25th Percentile £45,750 £45,000 £46,250
Median annual salary (50th Percentile) £60,000 £60,000 £63,500
Median % change year-on-year - -5.51% -2.31%
75th Percentile £80,000 £80,000 £87,500
90th Percentile £95,000 £108,750 £116,250
UK median annual salary £60,000 £60,000 £62,500
% change year-on-year - -4.00% -

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 2 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 2 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 -38 34 £85,000 -15.00% 57
South East -30 8 £62,500 -30.56% 15
South West -66 8 £95,000 +80.95% 1
East of England -17 5 - -
West Midlands -28 1 £41,343 -33.85%
Midlands -44 1 £41,343 -39.87%
Yorkshire -48 1 - -
North of England -55 1 - - 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 19 (33.33%) Apache Airflow
1 19 (33.33%) Apache Spark
Business Applications
1 1 (1.75%) Dynamics CRM
Cloud Services
1 42 (73.68%) Azure
2 39 (68.42%) AWS
3 37 (64.91%) dbt
3 37 (64.91%) Snowflake
4 27 (47.37%) Power Platform
5 25 (43.86%) Azure Synapse Analytics
6 22 (38.60%) GCP
7 13 (22.81%) Amazon S3
8 7 (12.28%) Azure Data Factory
9 5 (8.77%) Azure Cosmos DB
9 5 (8.77%) Azure DevOps
10 2 (3.51%) AWS Lambda
10 2 (3.51%) Fivetran
10 2 (3.51%) Serverless
11 1 (1.75%) Azure Databricks
11 1 (1.75%) GitHub
Database & Business Intelligence
1 42 (73.68%) Data Warehouse
2 34 (59.65%) Data Lake
3 27 (47.37%) Power BI
4 19 (33.33%) Amazon Redshift
4 19 (33.33%) BigQuery
4 19 (33.33%) Elasticsearch
4 19 (33.33%) Looker
4 19 (33.33%) Milvus
4 19 (33.33%) Star Schema
4 19 (33.33%) Tableau
5 13 (22.81%) Data Vault
6 6 (10.53%) Azure SQL Database
6 6 (10.53%) Metadata
6 6 (10.53%) MongoDB
6 6 (10.53%) SQL Server
7 5 (8.77%) Amazon QuickSight
7 5 (8.77%) DynamoDB
7 5 (8.77%) NoSQL
8 3 (5.26%) PostgreSQL
9 2 (3.51%) Semantic Layer
Development Applications
1 19 (33.33%) MLflow
2 9 (15.79%) Git
3 1 (1.75%) Claude Code
General
1 20 (35.09%) Analytical Skills
2 15 (26.32%) Finance
3 14 (24.56%) Social Skills
4 2 (3.51%) Retail
5 1 (1.75%) Financial Institution
5 1 (1.75%) Influencing Skills
5 1 (1.75%) Marketing
Job Titles
1 25 (43.86%) Senior
2 19 (33.33%) Senior Systems Engineer
2 19 (33.33%) Systems Engineer
3 17 (29.82%) Architect
3 17 (29.82%) Data Architect
4 13 (22.81%) Snowflake Architect
5 7 (12.28%) Data Modeller
6 6 (10.53%) Data Engineer
7 5 (8.77%) Azure Engineer
8 2 (3.51%) Senior Data Engineer
9 1 (1.75%) Analyst
9 1 (1.75%) Azure Data Engineer
9 1 (1.75%) Business Intelligence Developer
9 1 (1.75%) Data Analyst
9 1 (1.75%) Developer
9 1 (1.75%) Platform Engineer
9 1 (1.75%) Power BI Developer
9 1 (1.75%) Product Analyst
9 1 (1.75%) Snowflake Data Engineer
9 1 (1.75%) Snowflake Engineer
Libraries, Frameworks & Software Standards
1 20 (35.09%) Kafka
2 19 (33.33%) LangChain
2 19 (33.33%) LlamaIndex
2 19 (33.33%) pgvector
2 19 (33.33%) PyTorch
2 19 (33.33%) scikit-learn
2 19 (33.33%) TensorFlow
3 2 (3.51%) JSON
3 2 (3.51%) REST
3 2 (3.51%) Snowpark
3 2 (3.51%) SOAP
3 2 (3.51%) YAML
4 1 (1.75%) CSS
4 1 (1.75%) HTML
Miscellaneous
1 21 (36.84%) Clustering
2 19 (33.33%) Cloud Native
2 19 (33.33%) Public Cloud
3 14 (24.56%) Data Structures
4 7 (12.28%) Legacy Systems
5 6 (10.53%) Product Ownership
6 5 (8.77%) Enterprise Software
7 1 (1.75%) AS400
7 1 (1.75%) Foreign Exchange (FX)
7 1 (1.75%) iSeries
7 1 (1.75%) Marketing Technology
Operating Systems
1 5 (8.77%) Windows
Processes & Methodologies
1 55 (96.49%) Data Modelling
2 40 (70.18%) AI
2 40 (70.18%) Data Engineering
3 39 (68.42%) Data Pipeline
4 38 (66.67%) RBAC
5 34 (59.65%) Machine Learning
5 34 (59.65%) Use Case
6 32 (56.14%) Analytics
7 31 (54.39%) ETL
7 31 (54.39%) Retrieval-Augmented Generation
8 28 (49.12%) Business Intelligence
8 28 (49.12%) Data Governance
9 24 (42.11%) Data Architecture
9 24 (42.11%) Data Management
9 24 (42.11%) Dimensional Modelling
10 22 (38.60%) Lakehouse
11 21 (36.84%) Generative AI
11 21 (36.84%) Performance Tuning
12 20 (35.09%) Data Science
13 19 (33.33%) Semantic Search
Programming Languages
1 48 (84.21%) SQL
2 40 (70.18%) Python
3 5 (8.77%) C#
4 1 (1.75%) Data Analysis Expressions
4 1 (1.75%) T-SQL
Qualifications
1 5 (8.77%) Degree
2 1 (1.75%) AWS Certification
2 1 (1.75%) SnowPro
Quality Assurance & Compliance
1 26 (45.61%) GDPR
2 24 (42.11%) California Consumer Privacy Act
3 13 (22.81%) Data Quality
4 1 (1.75%) QA
Vendors
1 20 (35.09%) Databricks
2 19 (33.33%) Cloudera
2 19 (33.33%) Dell
3 7 (12.28%) Microsoft
4 5 (8.77%) Informatica
4 5 (8.77%) Talend
5 1 (1.75%) Braze
5 1 (1.75%) Oracle