Snowflake Schema Job Trends

Snowflake Schema
UK

The table below provides summary statistics and salary benchmarking for jobs requiring Snowflake Schema skills. It covers permanent job vacancies from the 6 months leading up to 27 July 2026, with comparisons to the same periods in the previous two years.

6 months to
27 Jul 2026
Same period 2025 Same period 2024
Rank 723 651 794
Rank change year-on-year -72 +143 +30
Permanent jobs citing Snowflake Schema 54 28 36
As % of all permanent jobs in the UK 0.053% 0.057% 0.041%
As % of the Database & Business Intelligence category 0.61% 0.37% 0.26%
Number of salaries quoted 30 20 8
10th Percentile £51,250 £57,000 £50,300
25th Percentile £70,313 £60,250 £57,875
Median annual salary (50th Percentile) £85,000 £73,750 £62,500
Median % change year-on-year +15.25% +18.00% -6.86%
75th Percentile £91,875 £103,750 £72,188
90th Percentile £95,000 £120,750 £83,250
UK excluding London median annual salary £72,500 £70,000 £66,500
% change year-on-year +3.57% +5.26% -5.00%

All Database & Business Intelligence Skills
UK

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.

Permanent vacancies with a requirement for database or business intelligence skills 8,829 7,640 14,060
As % of all permanent jobs advertised in the UK 8.72% 15.45% 15.92%
Number of salaries quoted 5,888 4,940 9,553
10th Percentile £36,250 £35,000 £36,250
25th Percentile £45,000 £46,250 £45,000
Median annual salary (50th Percentile) £60,000 £61,182 £60,000
Median % change year-on-year -1.93% +1.97% -4.00%
75th Percentile £80,000 £80,313 £82,500
90th Percentile £95,000 £110,000 £110,000
UK excluding London median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% -4.55%

Snowflake Schema
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing Snowflake Schema relative to all permanent IT jobs advertised.

Snowflake Schema job vacancy trend in the UK

Snowflake Schema
Salary Trend

Salary distribution trend for jobs in the UK citing Snowflake Schema.

Salary distribution trend for jobs in the UK citing Snowflake Schema

Snowflake Schema
Salary Histogram

Salary distribution for jobs citing Snowflake Schema over the 6 months to 27 July 2026.

Salary histogram for Snowflake Schema in the UK

Snowflake Schema
Top 12 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Snowflake Schema within the UK over the 6 months to 27 July 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
England -46 53 £85,000 +4.62% 15
London +5 34 £85,000 -2.86% 4
UK excluding London -58 20 £72,500 +3.57% 11
Work from Home -24 11 £91,250 +32.73% 9
East of England -8 7 £75,000 +25.00%
South West -56 7 £95,000 +80.95% 8
South East -20 3 £52,500 -41.67%
West Midlands -25 1 £41,343 -24.83% 1
Midlands -32 1 £41,343 -38.75% 1
North of England -32 1 - - 2
Yorkshire -35 1 - -
Scotland - 1 £72,500 -

Snowflake Schema
Co-Occurring Skills & Capabilities 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 (48.15%) Apache Airflow
2 24 (44.44%) Apache Spark
3 2 (3.70%) Oracle Application Server
4 1 (1.85%) Apache
Business Applications
1 1 (1.85%) Dynamics CRM
Cloud Services
1 45 (83.33%) AWS
2 40 (74.07%) Snowflake
3 39 (72.22%) dbt
4 38 (70.37%) Azure
5 27 (50.00%) Power Platform
6 26 (48.15%) GCP
7 24 (44.44%) Azure Synapse Analytics
8 14 (25.93%) Amazon S3
9 4 (7.41%) AWS Lambda
9 4 (7.41%) Serverless
10 2 (3.70%) Amazon Kinesis
10 2 (3.70%) Azure Data Factory
10 2 (3.70%) Fivetran
11 1 (1.85%) Amazon EventBridge
11 1 (1.85%) AWS CodePipeline
11 1 (1.85%) AWS KMS
11 1 (1.85%) Boomi
11 1 (1.85%) Dagster
11 1 (1.85%) OpenShift
11 1 (1.85%) Prefect
Database & Business Intelligence
1 44 (81.48%) Data Warehouse
2 35 (64.81%) Data Lake
3 27 (50.00%) Power BI
4 25 (46.30%) Amazon Redshift
5 24 (44.44%) Tableau
6 23 (42.59%) BigQuery
6 23 (42.59%) Elasticsearch
6 23 (42.59%) Looker
7 14 (25.93%) Star Schema
8 12 (22.22%) Data Vault
9 3 (5.56%) PostgreSQL
10 2 (3.70%) Oracle BI EE
10 2 (3.70%) Oracle ODI
10 2 (3.70%) Oracle Reports
11 1 (1.85%) Amazon RDS
11 1 (1.85%) Enterprise Data Warehouse
11 1 (1.85%) InfluxDB
11 1 (1.85%) Metadata
11 1 (1.85%) Redis
11 1 (1.85%) Semantic Layer
Development Applications
1 23 (42.59%) MLflow
2 5 (9.26%) Git
3 2 (3.70%) Oracle APEX
General
1 24 (44.44%) Analytical Skills
2 14 (25.93%) Social Skills
3 12 (22.22%) Finance
4 1 (1.85%) Financial Institution
4 1 (1.85%) Influencing Skills
4 1 (1.85%) Law
4 1 (1.85%) Public Sector
4 1 (1.85%) Retail
Job Titles
1 23 (42.59%) Senior
1 23 (42.59%) Senior Systems Engineer
1 23 (42.59%) Systems Engineer
2 13 (24.07%) Architect
2 13 (24.07%) Data Architect
3 11 (20.37%) Snowflake Architect
4 9 (16.67%) Data Engineer
5 5 (9.26%) Data Modeller
6 3 (5.56%) AWS Engineer
7 2 (3.70%) AWS Data Engineer
8 1 (1.85%) Analyst
8 1 (1.85%) Business Intelligence Developer
8 1 (1.85%) Developer
8 1 (1.85%) Lead
8 1 (1.85%) Lead Data Engineer
8 1 (1.85%) Platform Engineer
8 1 (1.85%) Power BI Developer
8 1 (1.85%) Product Analyst
8 1 (1.85%) Snowflake Data Engineer
8 1 (1.85%) Snowflake Engineer
Libraries, Frameworks & Software Standards
1 24 (44.44%) Kafka
2 23 (42.59%) LangChain
2 23 (42.59%) LlamaIndex
2 23 (42.59%) pgvector
2 23 (42.59%) PyTorch
2 23 (42.59%) scikit-learn
2 23 (42.59%) TensorFlow
3 4 (7.41%) JSON
4 3 (5.56%) PySpark
5 2 (3.70%) REST
5 2 (3.70%) Snowpark
5 2 (3.70%) SOAP
5 2 (3.70%) XML
5 2 (3.70%) YAML
Miscellaneous
1 25 (46.30%) Clustering
2 23 (42.59%) Cloud Native
2 23 (42.59%) Public Cloud
3 12 (22.22%) Data Structures
4 2 (3.70%) Legacy Systems
5 1 (1.85%) AS400
5 1 (1.85%) Foreign Exchange (FX)
5 1 (1.85%) iSeries
5 1 (1.85%) Product Ownership
Processes & Methodologies
1 48 (88.89%) Data Modelling
2 42 (77.78%) Data Engineering
2 42 (77.78%) Data Pipeline
3 40 (74.07%) AI
4 37 (68.52%) Machine Learning
5 36 (66.67%) RBAC
5 36 (66.67%) Use Case
6 35 (64.81%) ETL
7 34 (62.96%) Retrieval-Augmented Generation
8 33 (61.11%) Analytics
9 30 (55.56%) Business Intelligence
9 30 (55.56%) Dimensional Modelling
10 29 (53.70%) Data Governance
11 27 (50.00%) Performance Tuning
12 25 (46.30%) Data Science
12 25 (46.30%) Predictive Modelling
13 24 (44.44%) Generative AI
14 23 (42.59%) Presales
14 23 (42.59%) Semantic Search
14 23 (42.59%) Systems Engineering
Programming Languages
1 46 (85.19%) SQL
2 42 (77.78%) Python
3 1 (1.85%) Data Analysis Expressions
3 1 (1.85%) T-SQL
Qualifications
1 1 (1.85%) AWS Certification
1 1 (1.85%) SC Cleared
1 1 (1.85%) Security Cleared
1 1 (1.85%) SnowPro
Quality Assurance & Compliance
1 26 (48.15%) GDPR
2 23 (42.59%) California Consumer Privacy Act
3 8 (14.81%) Data Quality
4 1 (1.85%) HIPAA
4 1 (1.85%) ISO/IEC 27001
4 1 (1.85%) NIST
4 1 (1.85%) Sarbanes-Oxley
System Software
1 1 (1.85%) Docker
Vendors
1 25 (46.30%) Databricks
2 23 (42.59%) Cloudera
2 23 (42.59%) Dell
3 3 (5.56%) Oracle
4 2 (3.70%) Microsoft
5 1 (1.85%) Informatica
5 1 (1.85%) MuleSoft
5 1 (1.85%) Talend