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

6 months to
27 Aug 2026
Same period 2025 Same period 2024
Rank 682 611 728
Rank change year-on-year -71 +117 +20
Permanent jobs citing Snowflake Schema 61 29 33
As % of all permanent jobs in England 0.063% 0.066% 0.045%
As % of the Database & Business Intelligence category 0.76% 0.43% 0.29%
Number of salaries quoted 36 21 12
10th Percentile £55,000 £57,500 £52,350
25th Percentile £61,250 £66,250 £60,000
Median annual salary (50th Percentile) £85,000 £87,500 £63,750
Median % change year-on-year -2.86% +37.25% -10.27%
75th Percentile £93,750 £115,000 £83,125
90th Percentile £95,000 £120,750 £91,750
UK median annual salary £85,000 £81,250 £63,750
% change year-on-year +4.62% +27.45% -10.27%

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 8,004 6,690 11,306
As % of all permanent jobs advertised in England 8.27% 15.26% 15.47%
Number of salaries quoted 5,566 4,400 7,558
10th Percentile £36,250 £34,500 £37,250
25th Percentile £46,000 £45,000 £46,250
Median annual salary (50th Percentile) £60,000 £60,000 £62,500
Median % change year-on-year - -4.00% -3.85%
75th Percentile £80,000 £80,000 £86,250
90th Percentile £95,000 £110,000 £115,000
UK median annual salary £60,000 £60,000 £60,000
% 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 27 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 27 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 -29 37 £85,000 -15.00% 9
South East -22 8 £62,500 -30.56% 7
South West -67 8 £95,000 +80.95%
East of England -24 6 - -
Midlands -31 1 £41,343 -38.75%
West Midlands -33 1 £41,343 -24.83%
Yorkshire -38 1 - -
North of England -49 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 24 (39.34%) Apache Airflow
2 23 (37.70%) Apache Spark
Business Applications
1 1 (1.64%) Dynamics CRM
Cloud Services
1 45 (73.77%) Azure
2 43 (70.49%) AWS
3 41 (67.21%) dbt
3 41 (67.21%) Snowflake
4 32 (52.46%) Power Platform
5 29 (47.54%) Azure Synapse Analytics
6 27 (44.26%) GCP
7 13 (21.31%) Amazon S3
8 7 (11.48%) Azure Data Factory
9 5 (8.20%) Azure Cosmos DB
9 5 (8.20%) Azure DevOps
10 3 (4.92%) AWS Lambda
10 3 (4.92%) Serverless
11 2 (3.28%) Fivetran
12 1 (1.64%) Amazon Kinesis
12 1 (1.64%) AWS CodePipeline
12 1 (1.64%) GitHub
12 1 (1.64%) OpenShift
Database & Business Intelligence
1 45 (73.77%) Data Warehouse
2 37 (60.66%) Data Lake
3 32 (52.46%) Power BI
4 24 (39.34%) Amazon Redshift
4 24 (39.34%) Tableau
5 23 (37.70%) BigQuery
5 23 (37.70%) Elasticsearch
5 23 (37.70%) Looker
6 18 (29.51%) Star Schema
7 13 (21.31%) Data Vault
8 7 (11.48%) Metadata
9 6 (9.84%) Azure SQL Database
9 6 (9.84%) MongoDB
9 6 (9.84%) SQL Server
10 5 (8.20%) Amazon QuickSight
10 5 (8.20%) DynamoDB
10 5 (8.20%) NoSQL
11 3 (4.92%) PostgreSQL
12 2 (3.28%) Semantic Layer
13 1 (1.64%) TimescaleDB
Development Applications
1 23 (37.70%) MLflow
2 9 (14.75%) Git
3 1 (1.64%) Claude Code
General
1 24 (39.34%) Analytical Skills
2 15 (24.59%) Finance
3 13 (21.31%) Social Skills
4 2 (3.28%) Retail
5 1 (1.64%) Financial Institution
5 1 (1.64%) Influencing Skills
5 1 (1.64%) Marketing
Job Titles
1 29 (47.54%) Senior
2 23 (37.70%) Senior Systems Engineer
2 23 (37.70%) Systems Engineer
3 16 (26.23%) Architect
3 16 (26.23%) Data Architect
4 12 (19.67%) Snowflake Architect
5 7 (11.48%) Data Engineer
5 7 (11.48%) Data Modeller
6 5 (8.20%) Azure Engineer
7 2 (3.28%) Senior Data Engineer
7 2 (3.28%) Snowflake Data Engineer
7 2 (3.28%) Snowflake Engineer
8 1 (1.64%) AWS Data Engineer
8 1 (1.64%) AWS Engineer
8 1 (1.64%) Azure Data Engineer
8 1 (1.64%) Business Intelligence Developer
8 1 (1.64%) Developer
8 1 (1.64%) Platform Engineer
8 1 (1.64%) Power BI Developer
8 1 (1.64%) Product Analyst
Libraries, Frameworks & Software Standards
1 25 (40.98%) Kafka
2 23 (37.70%) LangChain
2 23 (37.70%) LlamaIndex
2 23 (37.70%) pgvector
2 23 (37.70%) PyTorch
2 23 (37.70%) scikit-learn
2 23 (37.70%) TensorFlow
3 2 (3.28%) JSON
3 2 (3.28%) REST
3 2 (3.28%) Snowpark
3 2 (3.28%) SOAP
3 2 (3.28%) YAML
4 1 (1.64%) CSS
4 1 (1.64%) HTML
4 1 (1.64%) PySpark
Miscellaneous
1 25 (40.98%) Clustering
2 23 (37.70%) Cloud Native
2 23 (37.70%) Public Cloud
3 13 (21.31%) Data Structures
4 7 (11.48%) Legacy Systems
5 6 (9.84%) Product Ownership
6 5 (8.20%) Enterprise Software
7 1 (1.64%) AS400
7 1 (1.64%) Foreign Exchange (FX)
7 1 (1.64%) iSeries
7 1 (1.64%) Marketing Technology
Operating Systems
1 5 (8.20%) Windows
Processes & Methodologies
1 58 (95.08%) Data Modelling
2 44 (72.13%) Data Engineering
3 43 (70.49%) AI
3 43 (70.49%) Data Pipeline
4 41 (67.21%) RBAC
5 37 (60.66%) Machine Learning
5 37 (60.66%) Use Case
6 36 (59.02%) Analytics
6 36 (59.02%) ETL
7 34 (55.74%) Retrieval-Augmented Generation
8 33 (54.10%) Business Intelligence
9 32 (52.46%) Data Governance
10 29 (47.54%) Dimensional Modelling
11 28 (45.90%) Data Management
12 25 (40.98%) Generative AI
12 25 (40.98%) Performance Tuning
13 24 (39.34%) Data Science
14 23 (37.70%) Feature Engineering
14 23 (37.70%) Presales
14 23 (37.70%) Semantic Search
Programming Languages
1 52 (85.25%) SQL
2 44 (72.13%) Python
3 5 (8.20%) C#
4 1 (1.64%) Data Analysis Expressions
4 1 (1.64%) T-SQL
Qualifications
1 5 (8.20%) Degree
2 1 (1.64%) AWS Certification
2 1 (1.64%) SnowPro
Quality Assurance & Compliance
1 30 (49.18%) GDPR
2 28 (45.90%) California Consumer Privacy Act
3 13 (21.31%) Data Quality
4 1 (1.64%) QA
System Software
1 1 (1.64%) Docker
Vendors
1 24 (39.34%) Databricks
2 23 (37.70%) Cloudera
2 23 (37.70%) Dell
3 7 (11.48%) Microsoft
4 5 (8.20%) Informatica
4 5 (8.20%) Talend
5 1 (1.64%) Braze
5 1 (1.64%) Oracle