Period
to 5 December 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for AWS skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited AWS over the 6 months to 5 December 2021 with a comparison to the same period in the previous 2 years.

Amazon Web Services (AWS)
England > Yorkshire
6 months to
5 Dec 2021
Same period 2020 Same period 2019
Rank 8 7 16
Rank change year-on-year -1 +9 +5
Permanent jobs citing AWS 966 546 706
As % of all permanent jobs advertised in Yorkshire 14.32% 16.57% 10.69%
As % of the Cloud Services category 34.65% 38.70% 36.19%
Number of salaries quoted 811 497 616
10th Percentile £38,750 £37,500 £32,500
25th Percentile £46,250 £42,500 £38,094
Median annual salary (50th Percentile) £60,000 £55,000 £50,000
Median % change year-on-year +9.09% +10.00% -
75th Percentile £71,250 £65,000 £63,750
90th Percentile £85,000 £72,500 £75,000
England median annual salary £70,000 £65,000 £65,000
% change year-on-year +7.69% - +4.00%

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

All Cloud Skills
Yorkshire
Permanent vacancies with a requirement for cloud computing skills 2,788 1,411 1,951
As % of all permanent IT jobs advertised in Yorkshire 41.32% 42.81% 29.55%
Number of salaries quoted 2,252 1,273 1,625
10th Percentile £30,525 £29,015 £26,250
25th Percentile £38,250 £37,500 £35,000
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% -
75th Percentile £65,000 £60,000 £58,750
90th Percentile £77,500 £65,000 £70,000
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -

AWS
Job Vacancy Trend in Yorkshire

Job postings citing AWS as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for AWS in Yorkshire

AWS
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing AWS in Yorkshire.

Salary trend for AWS in Yorkshire

AWS
Salary Histogram in Yorkshire

Salary distribution for jobs citing AWS in Yorkshire over the 6 months to 5 December 2021.

Salary histogram for AWS in Yorkshire

AWS
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing AWS within the Yorkshire region over the 6 months to 5 December 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire -2 668 £60,000 +9.09% 122
South Yorkshire +2 198 £55,000 +2.33% 29
North Yorkshire -7 62 £60,000 +23.71% 11
East Yorkshire 0 11 £52,500 +10.53%
AWS
England

For the 6 months to 5 December 2021, IT jobs citing AWS also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Yorkshire region with a requirement for AWS.

1 505 (52.28%) Agile Software Development
2 440 (45.55%) DevOps
3 409 (42.34%) Azure
4 354 (36.65%) Docker
5 336 (34.78%) Kubernetes
6 312 (32.30%) Python
7 303 (31.37%) Terraform
8 285 (29.50%) Software Engineering
9 272 (28.16%) Java
10 269 (27.85%) JavaScript
11 237 (24.53%) React
12 220 (22.77%) Linux
13 207 (21.43%) C#
14 201 (20.81%) AWS CloudFormation
15 185 (19.15%) SQL
16 169 (17.49%) Opscode Chef
17 164 (16.98%) GCP
18 163 (16.87%) Node.js
19 155 (16.05%) Go
20 151 (15.63%) AngularJS
21 143 (14.80%) Puppet
22 140 (14.49%) Ruby
22 140 (14.49%) Infrastructure as Code
23 136 (14.08%) Vue.js
24 131 (13.56%) MySQL
25 125 (12.94%) SaaS
26 122 (12.63%) Continuous Integration
26 122 (12.63%) Microsoft
26 122 (12.63%) TDD
27 118 (12.22%) Scrum

AWS
Co-occurring IT Skills in Yorkshire 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 23 (2.38%) Apache Spark
2 13 (1.35%) Tomcat
3 12 (1.24%) Apache
3 12 (1.24%) SharePoint
4 9 (0.93%) Confluence
5 6 (0.62%) Apache Airflow
5 6 (0.62%) Luigi
5 6 (0.62%) Umbraco
6 5 (0.52%) Apache Solr
7 4 (0.41%) nginx
8 3 (0.31%) JBoss
8 3 (0.31%) WebLogic
8 3 (0.31%) WebSphere
8 3 (0.31%) WordPress
9 2 (0.21%) CMS
9 2 (0.21%) Drupal
9 2 (0.21%) Elasticsearch
9 2 (0.21%) IBM Domino
10 1 (0.10%) Cloud Foundry
10 1 (0.10%) CloudStack
Applications
1 4 (0.41%) InVision
1 4 (0.41%) Photoshop
1 4 (0.41%) Sketch
1 4 (0.41%) Zeplin
2 2 (0.21%) Microsoft Office
2 2 (0.21%) Spreadsheet
3 1 (0.10%) Microsoft Excel
Business Applications
1 6 (0.62%) Summit
2 3 (0.31%) Sparx Enterprise Architect
3 2 (0.21%) Payment Gateway
4 1 (0.10%) Shopify
Cloud Services
1 409 (42.34%) Azure
2 201 (20.81%) AWS CloudFormation
3 164 (16.98%) GCP
4 125 (12.94%) SaaS
5 106 (10.97%) Serverless
6 84 (8.70%) AWS Lambda
7 60 (6.21%) Amazon EKS
8 46 (4.76%) Pulumi
9 39 (4.04%) Cloud Computing
10 36 (3.73%) PaaS
11 34 (3.52%) Amazon S3
12 32 (3.31%) Amazon Kinesis
13 30 (3.11%) IaaS
14 28 (2.90%) Microsoft 365
15 25 (2.59%) Amazon EC2
16 21 (2.17%) GitHub
17 18 (1.86%) Amazon CloudWatch
18 13 (1.35%) Azure App Service
19 12 (1.24%) Azure Storage
19 12 (1.24%) GitHub Actions
Communications & Networking
1 51 (5.28%) Firewall
2 23 (2.38%) DNS
3 17 (1.76%) DHCP
4 12 (1.24%) Network Security
4 12 (1.24%) TCP/IP
4 12 (1.24%) VLAN
5 11 (1.14%) SAN
6 10 (1.04%) Broadband
7 8 (0.83%) Internet
8 7 (0.72%) NAS
8 7 (0.72%) SSL
8 7 (0.72%) VoIP
8 7 (0.72%) VPN
9 6 (0.62%) Wireless
10 5 (0.52%) HTTP
11 4 (0.41%) LAN
11 4 (0.41%) Skype
11 4 (0.41%) WAN
11 4 (0.41%) Wi-Fi
12 3 (0.31%) GSM
Database & Business Intelligence
1 131 (13.56%) MySQL
2 85 (8.80%) Big Data
3 56 (5.80%) NoSQL
4 51 (5.28%) PostgreSQL
5 49 (5.07%) Amazon DynamoDB
6 42 (4.35%) SQL Server
7 33 (3.42%) Data Warehouse
8 28 (2.90%) Relational Database
9 27 (2.80%) MongoDB
9 27 (2.80%) Redis
10 26 (2.69%) Amazon RDS
11 23 (2.38%) Hadoop
12 22 (2.28%) Data Lake
13 21 (2.17%) Apache Cassandra
14 18 (1.86%) Amazon Redshift
15 13 (1.35%) Amazon Athena
16 12 (1.24%) Metadata
17 11 (1.14%) RDBMS
18 8 (0.83%) SQL Server Integration Services
19 7 (0.72%) Azure SQL Data Warehouse
Development Applications
1 117 (12.11%) Git (software)
2 74 (7.66%) Jenkins
3 36 (3.73%) Bitbucket
4 31 (3.21%) JIRA
5 22 (2.28%) webpack
6 16 (1.66%) GitLab
7 15 (1.55%) Postman
7 15 (1.55%) Selenium
8 12 (1.24%) Maven
8 12 (1.24%) Sonatype Nexus
9 9 (0.93%) Cucumber
9 9 (0.93%) Octopus Deploy
10 8 (0.83%) Visual Studio
11 7 (0.72%) SoapUI
12 6 (0.62%) CircleCI
12 6 (0.62%) SpecFlow
12 6 (0.62%) WebDriver
13 5 (0.52%) GoCD
13 5 (0.52%) SQL Server Management Studio (SSMS)
13 5 (0.52%) Team Foundation Server
General
1 114 (11.80%) Social Skills
2 83 (8.59%) Finance
3 72 (7.45%) Games
4 44 (4.55%) Public Sector
5 33 (3.42%) Analytical Skills
6 26 (2.69%) Law
7 21 (2.17%) Retail
8 14 (1.45%) Inclusion and Diversity
9 10 (1.04%) Automotive
9 10 (1.04%) Manufacturing
10 9 (0.93%) Banking
10 9 (0.93%) Legal
11 8 (0.83%) Influencing Skills
12 7 (0.72%) Telecoms
13 5 (0.52%) Presentation Skills
14 4 (0.41%) Billing
15 2 (0.21%) Organisational Skills
15 2 (0.21%) Retail Banking
16 1 (0.10%) Brand Awareness
16 1 (0.10%) Marketing
Job Titles
1 236 (24.43%) Developer
2 173 (17.91%) Software Engineer
3 172 (17.81%) DevOps Engineer
4 101 (10.46%) AWS Engineer
5 92 (9.52%) Architect
6 88 (9.11%) AWS DevOps
7 87 (9.01%) AWS DevOps Engineer
8 74 (7.66%) Senior Developer
9 70 (7.25%) C# Developer
10 53 (5.49%) Infrastructure Engineer
11 35 (3.62%) Azure Engineer
11 35 (3.62%) Java Developer
12 34 (3.52%) Lead Developer
13 33 (3.42%) Azure Architect
14 32 (3.31%) JavaScript Engineer
15 30 (3.11%) AWS Architect
15 30 (3.11%) Azure DevOps
15 30 (3.11%) Azure DevOps Engineer
15 30 (3.11%) Data Engineer
15 30 (3.11%) JavaScript Developer
Libraries, Frameworks & Software Standards
1 237 (24.53%) React
2 163 (16.87%) Node.js
3 151 (15.63%) AngularJS
4 136 (14.08%) Vue.js
5 102 (10.56%) .NET
6 94 (9.73%) Kafka
7 77 (7.97%) .NET Core
8 61 (6.31%) CSS
9 59 (6.11%) REST
10 43 (4.45%) Web Services
11 39 (4.04%) HTML
12 38 (3.93%) GraphQL
13 36 (3.73%) Spring
14 32 (3.31%) RESTful
15 29 (3.00%) React Native
16 27 (2.80%) Spring Boot
17 25 (2.59%) Sass
18 23 (2.38%) LESS
19 22 (2.28%) Flutter
20 19 (1.97%) NativeScript
Miscellaneous
1 78 (8.07%) Mobile App
2 46 (4.76%) Enterprise Cloud
3 45 (4.66%) Public Cloud
4 40 (4.14%) Enterprise Software
5 35 (3.62%) Greenfield Project
6 34 (3.52%) Cloud Native
7 24 (2.48%) Data Centre
8 21 (2.17%) Linux Command Line
9 20 (2.07%) Data Protection Act
10 18 (1.86%) Management Information System
11 16 (1.66%) e-Learning
11 16 (1.66%) Legacy Systems
11 16 (1.66%) NHS
12 14 (1.45%) Hybrid Cloud
12 14 (1.45%) Private Cloud
13 13 (1.35%) Self-Motivation
13 13 (1.35%) User Experience
14 12 (1.24%) Social Network
15 11 (1.14%) Social Media
16 7 (0.72%) Data Structures
Operating Systems
1 220 (22.77%) Linux
2 117 (12.11%) Windows
3 29 (3.00%) Windows Server
4 21 (2.17%) Unix
5 12 (1.24%) Ubuntu
5 12 (1.24%) VMS
6 11 (1.14%) Android
6 11 (1.14%) Windows Server 2012
7 9 (0.93%) CentOS
8 8 (0.83%) Windows Server 2019
9 6 (0.62%) Windows Server 2003
10 5 (0.52%) Apple iOS
10 5 (0.52%) Red Hat Enterprise Linux
11 4 (0.41%) Solaris
11 4 (0.41%) Windows Server 2008
11 4 (0.41%) Windows Server 2016
12 3 (0.31%) CoreOS
13 2 (0.21%) Windows 10
13 2 (0.21%) zOS
14 1 (0.10%) Mac OS X
Processes & Methodologies
1 505 (52.28%) Agile Software Development
2 440 (45.55%) DevOps
3 285 (29.50%) Software Engineering
4 140 (14.49%) Infrastructure as Code
5 122 (12.63%) Continuous Integration
5 122 (12.63%) TDD
6 118 (12.22%) Scrum
7 113 (11.70%) Deployment Automation
8 105 (10.87%) Configuration Management
9 95 (9.83%) Microservices
10 94 (9.73%) Problem-Solving
11 79 (8.18%) Mentoring
11 79 (8.18%) Migration
12 71 (7.35%) OOP
13 69 (7.14%) Infrastructure Engineering
14 63 (6.52%) Fintech
15 59 (6.11%) Test Automation
16 58 (6.00%) Unit Testing
17 55 (5.69%) Coaching
18 48 (4.97%) SOLID
Programming Languages
1 312 (32.30%) Python
2 272 (28.16%) Java
3 269 (27.85%) JavaScript
4 207 (21.43%) C#
5 185 (19.15%) SQL
6 155 (16.05%) Go
7 140 (14.49%) Ruby
8 117 (12.11%) Kotlin
9 86 (8.90%) Scala
10 80 (8.28%) PHP
11 62 (6.42%) TypeScript
12 59 (6.11%) Bash Shell
13 52 (5.38%) C++
14 41 (4.24%) PowerShell
15 40 (4.14%) T-SQL
16 35 (3.62%) Shell Script
17 25 (2.59%) ES6
18 19 (1.97%) Dart
19 18 (1.86%) VB.NET
20 16 (1.66%) PL/SQL
Qualifications
1 79 (8.18%) Degree
2 61 (6.31%) AWS Certification
3 31 (3.21%) Numerate Degree
4 22 (2.28%) Computer Science Degree
5 10 (1.04%) Security Cleared
6 9 (0.93%) Cisco Certification
6 9 (0.93%) SC Cleared
7 7 (0.72%) CCNA
8 4 (0.41%) CISSP
8 4 (0.41%) MCSE
8 4 (0.41%) Microsoft Certification
9 3 (0.31%) Master's Degree
9 3 (0.31%) TOGAF Certification
10 2 (0.21%) CCNP
10 2 (0.21%) DBS Check
10 2 (0.21%) ISTQB
10 2 (0.21%) ISTQB Foundation Certification
10 2 (0.21%) Server+ Certification
11 1 (0.10%) CISM
11 1 (0.10%) PMI Certification
Quality Assurance & Compliance
1 24 (2.48%) ISO/IEC 27001
2 18 (1.86%) GDPR
3 12 (1.24%) QA
4 8 (0.83%) SLA
5 4 (0.41%) Sarbanes-Oxley
6 3 (0.31%) Cyber Essentials
6 3 (0.31%) Data Quality
6 3 (0.31%) ISO 9001
7 2 (0.21%) Accessibility
7 2 (0.21%) Cyber Essentials PLUS
7 2 (0.21%) GRC
8 1 (0.10%) HIPAA
8 1 (0.10%) NCSC
8 1 (0.10%) NIST
8 1 (0.10%) PCI DSS
8 1 (0.10%) SOC 2
System Software
1 354 (36.65%) Docker
2 62 (6.42%) Active Directory
3 20 (2.07%) VMware Infrastructure
4 11 (1.14%) Virtual Machines
5 10 (1.04%) Hyper-V
6 6 (0.62%) BitLocker
7 5 (0.52%) Virtual Desktop
8 3 (0.31%) Oracle RAC
9 2 (0.21%) Citrix Hypervisor
9 2 (0.21%) HDFS
9 2 (0.21%) vSphere
10 1 (0.10%) Veritas Cluster Server
10 1 (0.10%) Virtual Servers
Systems Management
1 336 (34.78%) Kubernetes
2 303 (31.37%) Terraform
3 169 (17.49%) Opscode Chef
4 143 (14.80%) Puppet
5 101 (10.46%) Ansible
6 26 (2.69%) Cobbler
6 26 (2.69%) Graphite
7 18 (1.86%) Prometheus
8 9 (0.93%) Grafana
9 7 (0.72%) WSUS
10 6 (0.62%) Cisco Prime
10 6 (0.62%) Microsoft Intune
10 6 (0.62%) Single Sign-On
11 4 (0.41%) Data Guard
11 4 (0.41%) SCCM
11 4 (0.41%) SCOM
11 4 (0.41%) SCVMM
12 3 (0.31%) Oracle Enterprise Manager
12 3 (0.31%) Oracle RMAN
13 2 (0.21%) Nagios
Vendors
1 122 (12.63%) Microsoft
2 72 (7.45%) SaltStack
3 67 (6.94%) Google
4 52 (5.38%) IBM
5 51 (5.28%) SAP
6 38 (3.93%) VMware
7 37 (3.83%) Oracle
8 21 (2.17%) Cisco
9 19 (1.97%) Meraki
10 18 (1.86%) Databricks
11 13 (1.35%) Apple
12 11 (1.14%) Veeam
13 10 (1.04%) Aruba
14 9 (0.93%) Adobe
14 9 (0.93%) Citrix
15 7 (0.72%) Dell
15 7 (0.72%) Xamarin
16 6 (0.62%) EMC
16 6 (0.62%) Red Hat
16 6 (0.62%) Splunk