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

6 months to
31 Aug 2026
Same period 2025 Same period 2024
Rank 731 654 769
Rank change year-on-year -77 +115 -1
Permanent jobs citing Snowflake Schema 62 34 37
As % of all permanent jobs in the UK 0.056% 0.068% 0.045%
As % of the Database & Business Intelligence category 0.70% 0.46% 0.29%
Number of salaries quoted 38 23 13
10th Percentile £55,500 £58,050 £53,200
25th Percentile £61,250 £65,625 £60,000
Median annual salary (50th Percentile) £85,000 £75,000 £65,000
Median % change year-on-year +13.33% +15.38% -3.13%
75th Percentile £93,750 £115,000 £85,000
90th Percentile £95,000 £119,600 £100,500
UK excluding London median annual salary £62,500 £70,000 £66,500
% change year-on-year -10.71% +5.26% +20.91%

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 8,871 7,441 12,611
As % of all permanent jobs advertised in the UK 8.07% 14.85% 15.50%
Number of salaries quoted 5,976 4,769 7,982
10th Percentile £36,250 £34,700 £37,250
25th Percentile £45,000 £45,000 £46,250
Median annual salary (50th Percentile) £60,000 £60,000 £62,500
Median % change year-on-year - -4.00% -
75th Percentile £80,000 £80,000 £85,000
90th Percentile £95,000 £106,250 £115,000
UK excluding London median annual salary £55,000 £54,450 £52,500
% change year-on-year +1.01% +3.71% -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 31 August 2026.

Salary histogram for Snowflake Schema in the UK

Snowflake Schema
Top 11 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 31 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
England -62 61 £85,000 +4.62% 40
London -25 37 £85,000 -15.00% 30
UK excluding London -109 24 £62,500 -10.71% 19
Work from Home -39 14 £91,250 +30.36% 20
South East -23 8 £62,500 -30.56% 15
South West -65 8 £95,000 +80.95% 2
East of England -8 6 - -
West Midlands -28 1 £41,343 -33.85%
Midlands -37 1 £41,343 -39.87%
Yorkshire -40 1 - -
North of England -73 1 - - 1

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 23 (37.10%) Apache Airflow
1 23 (37.10%) Apache Spark
Business Applications
1 1 (1.61%) Dynamics CRM
Cloud Services
1 47 (75.81%) Azure
2 44 (70.97%) AWS
3 41 (66.13%) dbt
3 41 (66.13%) Snowflake
4 31 (50.00%) Power Platform
5 29 (46.77%) Azure Synapse Analytics
6 27 (43.55%) GCP
7 13 (20.97%) Amazon S3
8 7 (11.29%) Azure Data Factory
9 5 (8.06%) Azure Cosmos DB
9 5 (8.06%) Azure DevOps
10 2 (3.23%) AWS Lambda
10 2 (3.23%) Fivetran
10 2 (3.23%) Serverless
11 1 (1.61%) Azure Databricks
11 1 (1.61%) GitHub
Database & Business Intelligence
1 46 (74.19%) Data Warehouse
2 39 (62.90%) Data Lake
3 31 (50.00%) Power BI
4 23 (37.10%) Amazon Redshift
4 23 (37.10%) BigQuery
4 23 (37.10%) Elasticsearch
4 23 (37.10%) Looker
4 23 (37.10%) Milvus
4 23 (37.10%) Tableau
5 19 (30.65%) Star Schema
6 13 (20.97%) Data Vault
7 6 (9.68%) Azure SQL Database
7 6 (9.68%) Metadata
7 6 (9.68%) MongoDB
7 6 (9.68%) SQL Server
8 5 (8.06%) Amazon QuickSight
8 5 (8.06%) DynamoDB
8 5 (8.06%) NoSQL
9 3 (4.84%) PostgreSQL
10 2 (3.23%) Semantic Layer
Development Applications
1 23 (37.10%) MLflow
2 9 (14.52%) Git
3 1 (1.61%) Claude Code
General
1 24 (38.71%) Analytical Skills
2 16 (25.81%) Finance
3 14 (22.58%) Social Skills
4 2 (3.23%) Retail
5 1 (1.61%) Financial Institution
5 1 (1.61%) Influencing Skills
5 1 (1.61%) Marketing
Job Titles
1 29 (46.77%) Senior
2 23 (37.10%) Senior Systems Engineer
2 23 (37.10%) Systems Engineer
3 18 (29.03%) Architect
3 18 (29.03%) Data Architect
4 13 (20.97%) Snowflake Architect
5 7 (11.29%) Data Modeller
6 6 (9.68%) Data Engineer
7 5 (8.06%) Azure Engineer
8 2 (3.23%) Senior Data Engineer
9 1 (1.61%) Analyst
9 1 (1.61%) Azure Data Engineer
9 1 (1.61%) Business Intelligence Developer
9 1 (1.61%) Data Analyst
9 1 (1.61%) Developer
9 1 (1.61%) Platform Engineer
9 1 (1.61%) Power BI Developer
9 1 (1.61%) Product Analyst
9 1 (1.61%) Snowflake Data Engineer
9 1 (1.61%) Snowflake Engineer
Libraries, Frameworks & Software Standards
1 24 (38.71%) Kafka
2 23 (37.10%) LangChain
2 23 (37.10%) LlamaIndex
2 23 (37.10%) pgvector
2 23 (37.10%) PyTorch
2 23 (37.10%) scikit-learn
2 23 (37.10%) TensorFlow
3 2 (3.23%) JSON
3 2 (3.23%) REST
3 2 (3.23%) Snowpark
3 2 (3.23%) SOAP
3 2 (3.23%) YAML
4 1 (1.61%) CSS
4 1 (1.61%) HTML
Miscellaneous
1 25 (40.32%) Clustering
2 23 (37.10%) Cloud Native
2 23 (37.10%) Public Cloud
3 14 (22.58%) Data Structures
4 7 (11.29%) Legacy Systems
5 6 (9.68%) Product Ownership
6 5 (8.06%) Enterprise Software
7 1 (1.61%) AS400
7 1 (1.61%) Foreign Exchange (FX)
7 1 (1.61%) iSeries
7 1 (1.61%) Marketing Technology
Operating Systems
1 5 (8.06%) Windows
Processes & Methodologies
1 60 (96.77%) Data Modelling
2 45 (72.58%) AI
2 45 (72.58%) Data Engineering
3 43 (69.35%) Data Pipeline
4 42 (67.74%) RBAC
5 38 (61.29%) Machine Learning
5 38 (61.29%) Use Case
6 36 (58.06%) Analytics
7 35 (56.45%) ETL
7 35 (56.45%) Retrieval-Augmented Generation
8 33 (53.23%) Data Governance
9 32 (51.61%) Business Intelligence
10 28 (45.16%) Data Management
10 28 (45.16%) Dimensional Modelling
11 27 (43.55%) Lakehouse
12 25 (40.32%) Data Architecture
12 25 (40.32%) Generative AI
12 25 (40.32%) Performance Tuning
13 24 (38.71%) Data Science
14 23 (37.10%) Semantic Search
Programming Languages
1 53 (85.48%) SQL
2 44 (70.97%) Python
3 5 (8.06%) C#
4 1 (1.61%) Data Analysis Expressions
4 1 (1.61%) T-SQL
Qualifications
1 5 (8.06%) Degree
2 1 (1.61%) AWS Certification
2 1 (1.61%) SnowPro
Quality Assurance & Compliance
1 30 (48.39%) GDPR
2 28 (45.16%) California Consumer Privacy Act
3 13 (20.97%) Data Quality
4 1 (1.61%) QA
Vendors
1 24 (38.71%) Databricks
2 23 (37.10%) Cloudera
2 23 (37.10%) Dell
3 7 (11.29%) Microsoft
4 5 (8.06%) Informatica
4 5 (8.06%) Talend
5 1 (1.61%) Braze
5 1 (1.61%) Oracle