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 6 July 2026, with comparisons to the same periods in the previous two years.

6 months to
6 Jul 2026
Same period 2025 Same period 2024
Rank 704 657 841
Rank change year-on-year -47 +184 +20
Permanent jobs citing Snowflake Schema 52 25 42
As % of all permanent jobs in the UK 0.053% 0.052% 0.040%
As % of the Database & Business Intelligence category 0.61% 0.33% 0.25%
Number of salaries quoted 28 17 14
10th Percentile £51,250 £55,500 £48,700
25th Percentile £55,625 £60,250 £53,750
Median annual salary (50th Percentile) £85,000 £72,500 £60,000
Median % change year-on-year +17.24% +20.83% -10.58%
75th Percentile £88,125 £100,000 £79,063
90th Percentile £94,125 £120,750 £87,625
UK excluding London median annual salary £72,500 £80,000 £80,000
% change year-on-year -9.38% - +14.29%

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 8,519 7,553 17,062
As % of all permanent jobs advertised in the UK 8.75% 15.74% 16.39%
Number of salaries quoted 5,658 4,883 12,134
10th Percentile £36,250 £35,000 £35,000
25th Percentile £45,000 £46,250 £42,750
Median annual salary (50th Percentile) £60,000 £62,500 £57,500
Median % change year-on-year -4.00% +8.70% -8.00%
75th Percentile £80,000 £82,500 £78,750
90th Percentile £95,000 £110,000 £102,500
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 6 July 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 6 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 -50 51 £85,000 +13.33% 40
London -5 33 £85,000 +13.33% 23
UK excluding London -54 19 £72,500 -9.38% 25
Work from Home -18 9 £90,000 +28.57% 18
East of England - 8 £75,000 - 2
South West -61 5 £92,500 +76.19% 8
South East -20 3 £52,500 -41.67% 9
North of England -41 2 £37,500 -68.88% 1
Yorkshire -27 1 - -
North West - 1 £37,500 - 1
Scotland - 1 £72,500 - 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 28 (53.85%) Apache Airflow
2 26 (50.00%) Apache Spark
3 3 (5.77%) Apache
4 2 (3.85%) Oracle Application Server
Cloud Services
1 45 (86.54%) AWS
2 38 (73.08%) Snowflake
3 36 (69.23%) dbt
4 35 (67.31%) Azure
5 28 (53.85%) Power Platform
6 25 (48.08%) GCP
7 24 (46.15%) Azure Synapse Analytics
8 14 (26.92%) Amazon S3
9 6 (11.54%) AWS Lambda
9 6 (11.54%) Serverless
10 4 (7.69%) Amazon Kinesis
11 3 (5.77%) Amazon EventBridge
12 2 (3.85%) AWS KMS
12 2 (3.85%) Azure Data Factory
12 2 (3.85%) Boomi
12 2 (3.85%) Fivetran
12 2 (3.85%) Matillion
13 1 (1.92%) AWS CodePipeline
13 1 (1.92%) Dagster
13 1 (1.92%) OpenShift
Database & Business Intelligence
1 44 (84.62%) Data Warehouse
2 31 (59.62%) Data Lake
3 28 (53.85%) Power BI
4 27 (51.92%) Amazon Redshift
5 24 (46.15%) Tableau
6 23 (44.23%) BigQuery
6 23 (44.23%) Elasticsearch
6 23 (44.23%) Looker
7 14 (26.92%) Star Schema
8 10 (19.23%) Data Vault
9 3 (5.77%) Amazon RDS
9 3 (5.77%) PostgreSQL
10 2 (3.85%) Oracle BI EE
10 2 (3.85%) Oracle ODI
10 2 (3.85%) Oracle Reports
10 2 (3.85%) Pentaho
11 1 (1.92%) Enterprise Data Warehouse
11 1 (1.92%) InfluxDB
11 1 (1.92%) Metadata
11 1 (1.92%) Redis
Development Applications
1 23 (44.23%) MLflow
2 6 (11.54%) Git
3 2 (3.85%) Oracle APEX
General
1 24 (46.15%) Analytical Skills
2 11 (21.15%) Social Skills
3 9 (17.31%) Finance
4 3 (5.77%) Public Sector
5 2 (3.85%) Law
6 1 (1.92%) Financial Institution
6 1 (1.92%) Influencing Skills
6 1 (1.92%) Local Government
6 1 (1.92%) Retail
Job Titles
1 23 (44.23%) Senior
1 23 (44.23%) Senior Systems Engineer
1 23 (44.23%) Systems Engineer
2 11 (21.15%) Data Engineer
3 10 (19.23%) Architect
3 10 (19.23%) Data Architect
4 9 (17.31%) Snowflake Architect
5 6 (11.54%) AWS Engineer
6 4 (7.69%) AWS Data Engineer
7 3 (5.77%) Data Modeller
8 2 (3.85%) Analyst
9 1 (1.92%) Business Intelligence Analyst
9 1 (1.92%) Business Intelligence Developer
9 1 (1.92%) Data Analyst
9 1 (1.92%) Developer
9 1 (1.92%) Lead
9 1 (1.92%) Lead Data Engineer
9 1 (1.92%) Platform Engineer
9 1 (1.92%) Power BI Developer
9 1 (1.92%) Product Analyst
Libraries, Frameworks & Software Standards
1 26 (50.00%) Kafka
2 23 (44.23%) LangChain
2 23 (44.23%) LlamaIndex
2 23 (44.23%) pgvector
2 23 (44.23%) PyTorch
2 23 (44.23%) scikit-learn
2 23 (44.23%) TensorFlow
3 6 (11.54%) PySpark
4 4 (7.69%) JSON
5 2 (3.85%) REST
5 2 (3.85%) Snowpark
5 2 (3.85%) SOAP
5 2 (3.85%) XML
5 2 (3.85%) YAML
Miscellaneous
1 25 (48.08%) Clustering
2 23 (44.23%) Cloud Native
2 23 (44.23%) Public Cloud
3 11 (21.15%) Data Structures
4 1 (1.92%) AS400
4 1 (1.92%) Foreign Exchange (FX)
4 1 (1.92%) iSeries
4 1 (1.92%) Legacy Systems
4 1 (1.92%) Product Ownership
Processes & Methodologies
1 45 (86.54%) Data Modelling
2 42 (80.77%) Data Engineering
2 42 (80.77%) Data Pipeline
3 37 (71.15%) AI
3 37 (71.15%) ETL
4 35 (67.31%) Analytics
4 35 (67.31%) Machine Learning
4 35 (67.31%) RBAC
5 34 (65.38%) Use Case
6 33 (63.46%) Business Intelligence
7 32 (61.54%) Retrieval-Augmented Generation
8 30 (57.69%) Dimensional Modelling
8 30 (57.69%) Performance Tuning
9 28 (53.85%) Data Governance
10 25 (48.08%) Data Science
10 25 (48.08%) Predictive Modelling
11 24 (46.15%) Generative AI
12 23 (44.23%) Prompt Engineering
12 23 (44.23%) Semantic Search
12 23 (44.23%) Systems Engineering
Programming Languages
1 45 (86.54%) SQL
2 42 (80.77%) Python
3 1 (1.92%) Data Analysis Expressions
3 1 (1.92%) T-SQL
Qualifications
1 3 (5.77%) AWS Certification
2 2 (3.85%) AWS Certified Solutions Architect
2 2 (3.85%) SC Cleared
2 2 (3.85%) Security Cleared
3 1 (1.92%) Degree
3 1 (1.92%) SnowPro
Quality Assurance & Compliance
1 27 (51.92%) GDPR
2 23 (44.23%) California Consumer Privacy Act
3 11 (21.15%) Data Quality
4 2 (3.85%) HIPAA
4 2 (3.85%) ISO/IEC 27001
4 2 (3.85%) NIST
4 2 (3.85%) Sarbanes-Oxley
System Software
1 1 (1.92%) Docker
Vendors
1 25 (48.08%) Databricks
2 23 (44.23%) Cloudera
2 23 (44.23%) Dell
3 3 (5.77%) Oracle
4 2 (3.85%) Informatica
4 2 (3.85%) Microsoft
4 2 (3.85%) MuleSoft
4 2 (3.85%) Talend