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 15 August 2026, with comparisons to the same periods in the previous two years.

6 months to
15 Aug 2026
Same period 2025 Same period 2024
Rank 675 625 739
Rank change year-on-year -50 +114 +9
Permanent jobs citing Snowflake Schema 59 29 32
As % of all permanent jobs in England 0.063% 0.066% 0.044%
As % of the Database & Business Intelligence category 0.72% 0.43% 0.29%
Number of salaries quoted 35 20 11
10th Percentile £52,250 £57,000 £47,500
25th Percentile £65,625 £64,750 £55,750
Median annual salary (50th Percentile) £85,000 £81,250 £65,000
Median % change year-on-year +4.62% +25.00% -8.52%
75th Percentile £93,750 £115,000 £83,750
90th Percentile £95,000 £120,750 £92,500
UK median annual salary £85,000 £73,750 £65,000
% change year-on-year +15.25% +13.46% -8.52%

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 8,147 6,705 11,194
As % of all permanent jobs advertised in England 8.63% 15.34% 15.48%
Number of salaries quoted 5,588 4,395 7,746
10th Percentile £36,250 £35,000 £37,250
25th Percentile £45,750 £45,750 £46,212
Median annual salary (50th Percentile) £60,000 £61,500 £62,500
Median % change year-on-year -2.44% -1.60% -3.85%
75th Percentile £80,000 £81,250 £85,000
90th Percentile £95,000 £110,000 £115,000
UK median annual salary £60,000 £60,000 £60,000
% change year-on-year - - -4.76%

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 15 August 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 15 August 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 -30 37 £85,000 -9.33% 28
South West -68 9 £95,000 +80.95% 4
East of England -14 6 - -
South East -23 5 £57,500 -36.11% 5
West Midlands -27 1 £41,343 -24.83%
Yorkshire -31 1 - -
Midlands -33 1 £41,343 -38.75%
North of England -44 1 - - 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 26 (44.07%) Apache Airflow
2 24 (40.68%) Apache Spark
3 1 (1.69%) Apache
3 1 (1.69%) Oracle Application Server
Business Applications
1 1 (1.69%) Dynamics CRM
Cloud Services
1 45 (76.27%) AWS
2 41 (69.49%) Azure
2 41 (69.49%) dbt
2 41 (69.49%) Snowflake
3 29 (49.15%) Power Platform
4 27 (45.76%) GCP
5 26 (44.07%) Azure Synapse Analytics
6 14 (23.73%) Amazon S3
7 4 (6.78%) AWS Lambda
7 4 (6.78%) Azure Data Factory
7 4 (6.78%) Serverless
8 2 (3.39%) Amazon Kinesis
8 2 (3.39%) Azure Cosmos DB
8 2 (3.39%) Azure DevOps
8 2 (3.39%) Fivetran
9 1 (1.69%) Amazon EventBridge
9 1 (1.69%) Dagster
9 1 (1.69%) GitHub
9 1 (1.69%) OpenShift
9 1 (1.69%) Prefect
Database & Business Intelligence
1 44 (74.58%) Data Warehouse
2 36 (61.02%) Data Lake
3 29 (49.15%) Power BI
4 25 (42.37%) Amazon Redshift
5 24 (40.68%) Tableau
6 23 (38.98%) BigQuery
6 23 (38.98%) Elasticsearch
6 23 (38.98%) Looker
7 16 (27.12%) Star Schema
8 13 (22.03%) Data Vault
9 4 (6.78%) Metadata
10 3 (5.08%) Azure SQL Database
10 3 (5.08%) MongoDB
10 3 (5.08%) PostgreSQL
10 3 (5.08%) SQL Server
11 2 (3.39%) Amazon QuickSight
11 2 (3.39%) DynamoDB
11 2 (3.39%) NoSQL
11 2 (3.39%) Semantic Layer
12 1 (1.69%) Amazon RDS
Development Applications
1 23 (38.98%) MLflow
2 7 (11.86%) Git
3 1 (1.69%) Claude Code
3 1 (1.69%) Oracle APEX
General
1 24 (40.68%) Analytical Skills
2 15 (25.42%) Finance
3 14 (23.73%) Social Skills
4 2 (3.39%) Retail
5 1 (1.69%) Financial Institution
5 1 (1.69%) Influencing Skills
Job Titles
1 26 (44.07%) Senior
2 23 (38.98%) Senior Systems Engineer
2 23 (38.98%) Systems Engineer
3 15 (25.42%) Architect
3 15 (25.42%) Data Architect
4 12 (20.34%) Snowflake Architect
5 9 (15.25%) Data Engineer
6 7 (11.86%) Data Modeller
7 2 (3.39%) AWS Data Engineer
7 2 (3.39%) AWS Engineer
7 2 (3.39%) Azure Engineer
7 2 (3.39%) Snowflake Data Engineer
7 2 (3.39%) Snowflake Engineer
8 1 (1.69%) Business Intelligence Developer
8 1 (1.69%) Data Analyst
8 1 (1.69%) Lead
8 1 (1.69%) Lead Data Engineer
8 1 (1.69%) Power BI Developer
8 1 (1.69%) Product Analyst
8 1 (1.69%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 24 (40.68%) Kafka
2 23 (38.98%) LangChain
2 23 (38.98%) LlamaIndex
2 23 (38.98%) pgvector
2 23 (38.98%) PyTorch
2 23 (38.98%) scikit-learn
2 23 (38.98%) TensorFlow
3 3 (5.08%) JSON
4 2 (3.39%) PySpark
4 2 (3.39%) REST
4 2 (3.39%) Snowpark
4 2 (3.39%) SOAP
4 2 (3.39%) YAML
5 1 (1.69%) XML
Miscellaneous
1 25 (42.37%) Clustering
2 23 (38.98%) Cloud Native
2 23 (38.98%) Public Cloud
3 12 (20.34%) Data Structures
4 4 (6.78%) Legacy Systems
5 3 (5.08%) Product Ownership
6 2 (3.39%) Enterprise Software
7 1 (1.69%) AS400
7 1 (1.69%) Foreign Exchange (FX)
7 1 (1.69%) iSeries
Operating Systems
1 2 (3.39%) Windows
Processes & Methodologies
1 55 (93.22%) Data Modelling
2 44 (74.58%) Data Engineering
2 44 (74.58%) Data Pipeline
3 43 (72.88%) AI
4 38 (64.41%) RBAC
5 37 (62.71%) Machine Learning
5 37 (62.71%) Use Case
6 35 (59.32%) Analytics
6 35 (59.32%) ETL
7 34 (57.63%) Retrieval-Augmented Generation
8 31 (52.54%) Business Intelligence
8 31 (52.54%) Data Governance
8 31 (52.54%) Dimensional Modelling
9 26 (44.07%) Performance Tuning
10 25 (42.37%) Data Management
10 25 (42.37%) Data Science
10 25 (42.37%) Generative AI
11 24 (40.68%) Predictive Modelling
12 23 (38.98%) Knowledge Management
12 23 (38.98%) Prompt Engineering
Programming Languages
1 49 (83.05%) SQL
2 43 (72.88%) Python
3 2 (3.39%) C#
4 1 (1.69%) Data Analysis Expressions
4 1 (1.69%) T-SQL
Qualifications
1 2 (3.39%) Degree
2 1 (1.69%) AWS Certification
2 1 (1.69%) SnowPro
Quality Assurance & Compliance
1 27 (45.76%) GDPR
2 25 (42.37%) California Consumer Privacy Act
3 11 (18.64%) Data Quality
System Software
1 1 (1.69%) Docker
Vendors
1 25 (42.37%) Databricks
2 23 (38.98%) Cloudera
2 23 (38.98%) Dell
3 4 (6.78%) Microsoft
4 2 (3.39%) Informatica
4 2 (3.39%) Oracle
4 2 (3.39%) Talend