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 19 May 2026, with comparisons to the same periods in the previous two years.

6 months to
19 May 2026
Same period 2025 Same period 2024
Rank 651 609 789
Rank change year-on-year -42 +180 +93
Permanent jobs citing Snowflake Schema 47 17 43
As % of all permanent jobs in England 0.057% 0.043% 0.051%
As % of the Database & Business Intelligence category 0.66% 0.26% 0.29%
Number of salaries quoted 19 12 18
10th Percentile £51,000 £52,500 £42,000
25th Percentile £51,875 £53,438 £51,750
Median annual salary (50th Percentile) £72,500 £75,000 £66,250
Median % change year-on-year -3.33% +13.21% -6.76%
75th Percentile £77,500 £101,875 £88,750
90th Percentile £88,000 £114,250 £97,500
UK median annual salary £72,500 £70,000 £66,250
% change year-on-year +3.57% +5.66% +1.92%

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 7,098 6,591 14,736
As % of all permanent jobs advertised in England 8.66% 16.75% 17.40%
Number of salaries quoted 4,493 4,511 11,399
10th Percentile £35,750 £36,250 £35,000
25th Percentile £45,000 £47,500 £42,725
Median annual salary (50th Percentile) £60,000 £62,500 £57,500
Median % change year-on-year -4.00% +8.70% -11.54%
75th Percentile £80,000 £85,000 £77,500
90th Percentile £97,500 £115,000 £97,500
UK median annual salary £60,000 £62,500 £57,500
% change year-on-year -4.00% +8.70% -11.54%

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 19 May 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 19 May 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 26 £70,000 -30.00% 14
East of England - 12 £75,000 - 3
South East -18 5 £52,500 -35.38% 7
North of England -24 2 £37,500 -68.88% 2
West Midlands -18 1 - - 1
Midlands -29 1 - - 1
Yorkshire -49 1 - - 1
South West -56 1 £72,500 +38.10% 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 30 (63.83%) Apache Airflow
2 28 (59.57%) Apache Spark
3 4 (8.51%) Apache
4 1 (2.13%) Oracle Application Server
Cloud Services
1 42 (89.36%) AWS
2 31 (65.96%) dbt
2 31 (65.96%) Power Platform
2 31 (65.96%) Snowflake
3 29 (61.70%) Azure
4 25 (53.19%) Azure Synapse Analytics
4 25 (53.19%) GCP
5 9 (19.15%) Amazon S3
6 7 (14.89%) AWS Lambda
6 7 (14.89%) Serverless
7 6 (12.77%) Boomi
7 6 (12.77%) Matillion
8 5 (10.64%) Amazon Kinesis
8 5 (10.64%) AWS KMS
9 4 (8.51%) Amazon EventBridge
9 4 (8.51%) Azure Data Factory
10 3 (6.38%) Fivetran
11 1 (2.13%) AWS CodePipeline
11 1 (2.13%) Dagster
11 1 (2.13%) Prefect
Database & Business Intelligence
1 40 (85.11%) Data Warehouse
2 31 (65.96%) Power BI
3 28 (59.57%) Amazon Redshift
3 28 (59.57%) Data Lake
4 24 (51.06%) Tableau
5 23 (48.94%) BigQuery
5 23 (48.94%) Elasticsearch
5 23 (48.94%) Looker
6 9 (19.15%) Star Schema
7 6 (12.77%) Pentaho
8 4 (8.51%) Amazon RDS
9 3 (6.38%) Data Vault
10 2 (4.26%) Airbyte
10 2 (4.26%) Metadata
10 2 (4.26%) PostgreSQL
10 2 (4.26%) SQL Server
10 2 (4.26%) SQL Server Integration Services
11 1 (2.13%) MySQL
11 1 (2.13%) Oracle Reports
11 1 (2.13%) SQL Server Analysis Services
Development Applications
1 23 (48.94%) MLflow
2 9 (19.15%) Git
3 1 (2.13%) Oracle APEX
General
1 25 (53.19%) Analytical Skills
2 6 (12.77%) Law
2 6 (12.77%) Public Sector
3 4 (8.51%) Finance
4 3 (6.38%) Social Skills
5 1 (2.13%) Local Government
Job Titles
1 24 (51.06%) Senior
2 23 (48.94%) Senior Systems Engineer
2 23 (48.94%) Systems Engineer
3 15 (31.91%) Data Engineer
4 9 (19.15%) AWS Engineer
5 5 (10.64%) AWS Data Engineer
6 2 (4.26%) Architect
6 2 (4.26%) Business Intelligence Developer
6 2 (4.26%) Data Architect
6 2 (4.26%) Developer
6 2 (4.26%) Power BI Developer
6 2 (4.26%) Snowflake Architect
7 1 (2.13%) Analyst
7 1 (2.13%) Azure Data Engineer
7 1 (2.13%) Azure Engineer
7 1 (2.13%) Business Intelligence Analyst
7 1 (2.13%) Platform Engineer
7 1 (2.13%) Principal Data Engineer
7 1 (2.13%) Principal Engineer
7 1 (2.13%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 27 (57.45%) Kafka
2 23 (48.94%) LangChain
2 23 (48.94%) LlamaIndex
2 23 (48.94%) pgvector
2 23 (48.94%) PyTorch
2 23 (48.94%) scikit-learn
2 23 (48.94%) TensorFlow
3 12 (25.53%) PySpark
4 3 (6.38%) JSON
5 2 (4.26%) REST
5 2 (4.26%) Snowpark
5 2 (4.26%) SOAP
5 2 (4.26%) YAML
6 1 (2.13%) XML
Miscellaneous
1 23 (48.94%) Cloud Native
1 23 (48.94%) Clustering
1 23 (48.94%) Public Cloud
2 8 (17.02%) Data Structures
3 1 (2.13%) Distributed Computing
3 1 (2.13%) Replication
Processes & Methodologies
1 42 (89.36%) ETL
2 41 (87.23%) Data Engineering
3 38 (80.85%) Data Pipeline
4 37 (78.72%) Data Modelling
5 35 (74.47%) Analytics
5 35 (74.47%) Business Intelligence
5 35 (74.47%) Performance Tuning
6 32 (68.09%) RBAC
7 30 (63.83%) Dimensional Modelling
8 29 (61.70%) AI
9 27 (57.45%) Machine Learning
10 26 (55.32%) Data Governance
11 25 (53.19%) Retrieval-Augmented Generation
11 25 (53.19%) Use Case
12 24 (51.06%) Data Science
12 24 (51.06%) Predictive Modelling
13 23 (48.94%) Data Management
13 23 (48.94%) Knowledge Management
13 23 (48.94%) Presales
13 23 (48.94%) Semantic Search
Programming Languages
1 44 (93.62%) SQL
2 43 (91.49%) Python
3 3 (6.38%) Data Analysis Expressions
4 2 (4.26%) T-SQL
Qualifications
1 6 (12.77%) Security Cleared
2 5 (10.64%) SC Cleared
3 3 (6.38%) AWS Certification
3 3 (6.38%) AWS Certified Solutions Architect
4 1 (2.13%) Degree
Quality Assurance & Compliance
1 28 (59.57%) GDPR
2 23 (48.94%) California Consumer Privacy Act
3 14 (29.79%) Data Quality
4 5 (10.64%) HIPAA
4 5 (10.64%) ISO/IEC 27001
4 5 (10.64%) NIST
4 5 (10.64%) Sarbanes-Oxley
5 1 (2.13%) Accessibility
System Software
1 1 (2.13%) Docker
Systems Management
1 2 (4.26%) Terraform
Vendors
1 25 (53.19%) Databricks
2 23 (48.94%) Cloudera
2 23 (48.94%) Dell
3 6 (12.77%) Informatica
3 6 (12.77%) MuleSoft
3 6 (12.77%) Talend
4 2 (4.26%) Oracle
5 1 (2.13%) Microsoft