Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Job Locations Skill Sets
Period
to 20 October 2021

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Snowflake skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Snowflake over the 6 months to 20 October 2021 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Snowflake
UK > England
6 months to
20 Oct 2021		 Same period 2020 Same period 2019
Rank 472 447 674
Rank change year-on-year -25 +227 +187
Contract jobs citing Snowflake 275 49 114
As % of all contract jobs advertised in England 0.41% 0.18% 0.15%
As % of the Cloud Services category 1.15% 0.56% 0.50%
Number of daily rates quoted 187 33 102
10th Percentile £387 £340 £400
25th Percentile £428 £400 £503
Median daily rate (50th Percentile) £525 £468 £563
Median % change year-on-year +12.30% -16.89% -6.25%
75th Percentile £625 £538 £663
90th Percentile £725 £643 £700
UK median daily rate £525 £459 £563
% change year-on-year +14.44% -18.44% -6.25%
Number of hourly rates quoted 2 0 0
Median hourly rate £32.50 - -
UK median hourly rate £32.50 - -

Snowflake is in the Cloud Services category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for cloud computing skills.

All Cloud Skills
England
Contract vacancies with a requirement for cloud computing skills 23,975 8,690 22,781
As % of all contract IT jobs advertised in England 35.51% 32.08% 29.55%
Number of daily rates quoted 17,390 6,183 16,027
10th Percentile £322 £313 £298
25th Percentile £425 £400 £400
Median daily rate (50th Percentile) £525 £500 £500
Median % change year-on-year +5.00% - +5.26%
75th Percentile £625 £600 £588
90th Percentile £700 £688 £663
UK median daily rate £525 £500 £500
% change year-on-year +5.00% - +5.26%
Number of hourly rates quoted 414 116 318
10th Percentile £12.25 £13.63 £13.25
25th Percentile £14.13 £16.94 £16.25
Median hourly rate £20.00 £21.50 £21.00
Median % change year-on-year -6.98% +2.38% +20.00%
75th Percentile £41.62 £40.19 £41.94
90th Percentile £65.00 £55.00 £71.25
UK median hourly rate £21.00 £21.86 £20.50
% change year-on-year -3.93% +6.63% +17.14%

Snowflake
Job Vacancy Trend in England

Job postings citing Snowflake as a proportion of all IT jobs advertised in England.

Job vacancy trend for Snowflake in England

Snowflake
Contractor Daily Rate Trend in England

3-month moving average daily rate quoted in jobs citing Snowflake in England.

Daily rate trend for Snowflake in England

Snowflake
Daily Rate Histogram in England

Daily rate distribution for jobs citing Snowflake in England over the 6 months to 20 October 2021.

Daily rate histogram for Snowflake in England

Snowflake
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Snowflake within the England region over the 6 months to 20 October 2021. 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
Contract
IT Job Ads		 Median
Daily Rate
Past 6 Months		 Median Daily Rate
% Change
on Same Period
Last Year		 Live
Job
Vacancies
London -88 152 £525 +10.53% 55
South West -7 44 £475 -17.39% 7
South East -65 30 £600 +20.00% 8
North of England -66 20 £575 +27.78% 13
Yorkshire -39 10 £400 -11.11% 3
North West -46 10 £588 - 8
East of England -52 4 £450 +12.50% 6
Midlands -75 4 £463 - 5
East Midlands - 3 £475 - 4
West Midlands -65 1 £450 - 1
Snowflake
UK

For the 6 months to 20 October 2021, IT contractor jobs citing Snowflake also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the England region with a requirement for Snowflake.

1 154 (56.00%) SQL
2 134 (48.73%) AWS
3 123 (44.73%) Data Warehouse
4 101 (36.73%) Azure
5 98 (35.64%) ETL
6 95 (34.55%) Python
7 87 (31.64%) Business Intelligence
8 81 (29.45%) Analytics
9 71 (25.82%) Agile Software Development
10 55 (20.00%) Data Engineering
11 53 (19.27%) Amazon Redshift
12 52 (18.91%) NoSQL
12 52 (18.91%) Social Skills
13 51 (18.55%) Power Platform
13 51 (18.55%) Power BI
13 51 (18.55%) Data Modelling
14 49 (17.82%) Tableau
15 44 (16.00%) Kafka
15 44 (16.00%) SQL Server
16 43 (15.64%) Java
16 43 (15.64%) Big Data
17 42 (15.27%) GCP
17 42 (15.27%) Data Science
18 41 (14.91%) Data Integration
19 39 (14.18%) Data Architecture
19 39 (14.18%) Data Lake
19 39 (14.18%) DevOps
20 38 (13.82%) Apache Spark
20 38 (13.82%) Finance
21 37 (13.45%) Data Pipeline

Snowflake
Co-occurring IT Skills in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 38 (13.82%) Apache Spark
2 13 (4.73%) Apache Airflow
3 7 (2.55%) Apache
3 7 (2.55%) Confluence
4 4 (1.45%) SharePoint
5 3 (1.09%) Elasticsearch
5 3 (1.09%) Luigi
6 2 (0.73%) Oracle Workflow
6 2 (0.73%) Wowza Streaming Engine
7 1 (0.36%) Apache Synapse
7 1 (0.36%) Jupyter
7 1 (0.36%) OpenStack
Applications
1 14 (5.09%) Microsoft Excel
2 7 (2.55%) Microsoft PowerPoint
3 4 (1.45%) Microsoft Office
4 2 (0.73%) MS Visio
4 2 (0.73%) Oracle Smart View
4 2 (0.73%) Spreadsheet
Business Applications
1 2 (0.73%) Eloqua
2 1 (0.36%) Sentinel
Cloud Services
1 134 (48.73%) AWS
2 101 (36.73%) Azure
3 51 (18.55%) Power Platform
4 42 (15.27%) GCP
5 23 (8.36%) Amazon S3
5 23 (8.36%) GitHub
6 15 (5.45%) Azure Data Factory
6 15 (5.45%) Serverless
7 13 (4.73%) dbt
8 12 (4.36%) Amazon EMR
9 11 (4.00%) Amazon Kinesis
9 11 (4.00%) Azure Synapse Analytics
10 10 (3.64%) AWS Lambda
11 9 (3.27%) Amazon EC2
12 5 (1.82%) Amazon ECS
12 5 (1.82%) Azure Stack
12 5 (1.82%) SaaS
13 4 (1.45%) Amazon EKS
13 4 (1.45%) Azure Cosmos DB
13 4 (1.45%) Azure Key Vault
Communications & Networking
1 2 (0.73%) Kerberos
1 2 (0.73%) RTMP
2 1 (0.36%) HTTP
2 1 (0.36%) Internet
Database & Business Intelligence
1 123 (44.73%) Data Warehouse
2 53 (19.27%) Amazon Redshift
3 52 (18.91%) NoSQL
4 51 (18.55%) Power BI
5 49 (17.82%) Tableau
6 44 (16.00%) SQL Server
7 43 (15.64%) Big Data
8 39 (14.18%) Data Lake
9 34 (12.36%) BigQuery
10 33 (12.00%) SQL Server Integration Services
11 26 (9.45%) Hadoop
11 26 (9.45%) PostgreSQL
12 23 (8.36%) Relational Database
13 22 (8.00%) Snowflake Schema
14 19 (6.91%) PowerCenter
15 18 (6.55%) Star Schema
16 16 (5.82%) MongoDB
17 14 (5.09%) Looker
17 14 (5.09%) SQL Server Analysis Services
17 14 (5.09%) SQL Server Reporting Services
Development Applications
1 16 (5.82%) JIRA
2 13 (4.73%) Visual Studio
3 12 (4.36%) ERwin
4 11 (4.00%) Git (software)
5 10 (3.64%) Jenkins
6 7 (2.55%) Octopus Deploy
7 5 (1.82%) GitLab
8 4 (1.45%) ER Studio
8 4 (1.45%) Oracle APEX
9 3 (1.09%) Postman
9 3 (1.09%) Zephyr
10 2 (0.73%) Bitbucket
10 2 (0.73%) Cucumber
10 2 (0.73%) Serena SBM
10 2 (0.73%) SpecFlow
10 2 (0.73%) Subversion
10 2 (0.73%) TeamCity
11 1 (0.36%) Atlassian Bamboo
General
1 52 (18.91%) Social Skills
2 38 (13.82%) Finance
3 35 (12.73%) Analytical Skills
4 8 (2.91%) Games
4 8 (2.91%) Retail
5 7 (2.55%) Front Office
5 7 (2.55%) Presentation Skills
6 5 (1.82%) Banking
7 4 (1.45%) Marketing
7 4 (1.45%) Publishing
7 4 (1.45%) Telecoms
8 3 (1.09%) Investment Banking
8 3 (1.09%) Law
8 3 (1.09%) Legal
8 3 (1.09%) Manufacturing
9 2 (0.73%) Automotive
9 2 (0.73%) Influencing Skills
10 1 (0.36%) Financial Institution
10 1 (0.36%) Public Sector
Job Titles
1 76 (27.64%) Data Engineer
2 54 (19.64%) Developer
3 49 (17.82%) Architect
4 32 (11.64%) Data Architect
5 23 (8.36%) SQL Developer
6 16 (5.82%) Business Intelligence Developer
7 14 (5.09%) AWS Engineer
8 13 (4.73%) Azure Engineer
9 11 (4.00%) Solutions Architect
10 10 (3.64%) Data Modeller
11 9 (3.27%) Analyst
11 9 (3.27%) Data Analyst
12 8 (2.91%) Consultant
12 8 (2.91%) Power BI Developer
13 7 (2.55%) Informatica Developer
13 7 (2.55%) Senior Data Engineer
14 6 (2.18%) Data Manager
14 6 (2.18%) Data Warehouse Developer
14 6 (2.18%) Product Owner
14 6 (2.18%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 44 (16.00%) Kafka
2 12 (4.36%) JSON
2 12 (4.36%) REST
3 8 (2.91%) XML
4 7 (2.55%) Node.js
4 7 (2.55%) Spark Streaming
5 6 (2.18%) GraphQL
6 5 (1.82%) .NET
7 4 (1.45%) EDI
7 4 (1.45%) Oracle GoldenGate
7 4 (1.45%) Serverless Framework
8 3 (1.09%) Express
8 3 (1.09%) PySpark
8 3 (1.09%) pytest
9 2 (0.73%) HTML
9 2 (0.73%) LDAP
9 2 (0.73%) RabbitMQ
9 2 (0.73%) Spring Batch
9 2 (0.73%) Spring Boot
9 2 (0.73%) WebRTC
Miscellaneous
1 8 (2.91%) Data Structures
1 8 (2.91%) Enterprise Software
2 7 (2.55%) Clustering
3 5 (1.82%) Algorithms
4 3 (1.09%) Data Centre
4 3 (1.09%) FMCG
4 3 (1.09%) Legacy Applications
4 3 (1.09%) Management Information System
4 3 (1.09%) NHS
4 3 (1.09%) Public Cloud
4 3 (1.09%) Social Media
4 3 (1.09%) Virtual Team
5 2 (0.73%) Cloud Native
5 2 (0.73%) Data Protection Act
5 2 (0.73%) Media Streaming
5 2 (0.73%) Reference Data
5 2 (0.73%) Replication
5 2 (0.73%) Self-Motivation
5 2 (0.73%) Video on Demand
5 2 (0.73%) Video\Live Streaming
Operating Systems
1 8 (2.91%) Linux
2 3 (1.09%) Windows
2 3 (1.09%) Windows Server
2 3 (1.09%) zOS
3 2 (0.73%) Red Hat Enterprise Linux
3 2 (0.73%) Solaris
3 2 (0.73%) Unix
Processes & Methodologies
1 98 (35.64%) ETL
2 87 (31.64%) Business Intelligence
3 81 (29.45%) Analytics
4 71 (25.82%) Agile Software Development
5 55 (20.00%) Data Engineering
6 51 (18.55%) Data Modelling
7 42 (15.27%) Data Science
8 41 (14.91%) Data Integration
9 39 (14.18%) Data Architecture
9 39 (14.18%) DevOps
10 37 (13.45%) Data Pipeline
11 36 (13.09%) Migration
12 34 (12.36%) Visualisation
13 29 (10.55%) Microservices
14 28 (10.18%) Problem-Solving
15 24 (8.73%) Machine Learning
16 23 (8.36%) Data Visualisation
17 19 (6.91%) Data Analysis
18 18 (6.55%) Data Management
19 17 (6.18%) Test Automation
Programming Languages
1 154 (56.00%) SQL
2 95 (34.55%) Python
3 43 (15.64%) Java
4 25 (9.09%) T-SQL
5 18 (6.55%) C#
6 13 (4.73%) C++
6 13 (4.73%) Scala
7 11 (4.00%) PL/SQL
8 10 (3.64%) PowerShell
9 8 (2.91%) Bash Shell
9 8 (2.91%) Go
10 7 (2.55%) TypeScript
10 7 (2.55%) VBA
11 6 (2.18%) JavaScript
11 6 (2.18%) LookML
12 4 (1.45%) Ruby
13 3 (1.09%) ANSI SQL
13 3 (1.09%) Data Analysis Expressions (DAX)
13 3 (1.09%) Perl
14 2 (0.73%) Kotlin
Qualifications
1 9 (3.27%) Degree
2 5 (1.82%) Computer Science Degree
2 5 (1.82%) SC Cleared
2 5 (1.82%) Security Cleared
3 3 (1.09%) BC Cleared
3 3 (1.09%) ISTQB
3 3 (1.09%) PRINCE2 Practitioner
4 2 (0.73%) AWS Certification
5 1 (0.36%) Master's Degree
5 1 (0.36%) TOGAF Certification
Quality Assurance & Compliance
1 16 (5.82%) Data Quality
2 11 (4.00%) QA
3 7 (2.55%) GDPR
4 3 (1.09%) PMO
4 3 (1.09%) Sarbanes-Oxley
5 1 (0.36%) NCSC
5 1 (0.36%) NIST
5 1 (0.36%) SLA
System Software
1 21 (7.64%) Docker
2 8 (2.91%) HDFS
3 3 (1.09%) Active Directory
3 3 (1.09%) VMware ESXi
3 3 (1.09%) VMware Infrastructure
4 2 (0.73%) Oracle RAC
5 1 (0.36%) vSphere
Systems Management
1 20 (7.27%) Kubernetes
2 16 (5.82%) Terraform
3 4 (1.45%) Control-M
4 3 (1.09%) Ansible
5 2 (0.73%) Data Guard
5 2 (0.73%) EMC NetWorker
5 2 (0.73%) Enterprise Manager Cloud Control
5 2 (0.73%) QRadar
5 2 (0.73%) Tivoli
5 2 (0.73%) Tivoli Storage Manager
6 1 (0.36%) Hadoop YARN
6 1 (0.36%) Marathon
6 1 (0.36%) Mesos
6 1 (0.36%) Prometheus
Vendors
1 29 (10.55%) Informatica
2 24 (8.73%) Oracle
3 22 (8.00%) Google
4 20 (7.27%) Databricks
4 20 (7.27%) Microsoft
5 16 (5.82%) Salesforce.com
6 14 (5.09%) Alteryx
6 14 (5.09%) SAP
7 12 (4.36%) MicroStrategy
8 10 (3.64%) Teradata
9 9 (3.27%) StreamSets
10 8 (2.91%) Vertica
11 6 (2.18%) IBM
12 4 (1.45%) VMware
13 3 (1.09%) MuleSoft
14 2 (0.73%) CyberArk
14 2 (0.73%) ServiceNow
14 2 (0.73%) Splunk
14 2 (0.73%) Talend
14 2 (0.73%) Workday