Period
to 19 October 2018

The following table provides summary statistics for contract job vacancies advertised in Scotland with a requirement for Artifactory skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Artifactory over the 6 months to 19 October 2018 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.

JFrog Artifactory
UK > Scotland
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 159 150 145
Rank change year-on-year -9 -5 +49
Contract jobs citing Artifactory 45 30 56
As % of all contract IT jobs advertised in Scotland 0.84% 0.62% 1.16%
As % of the Development Applications category 4.25% 3.66% 7.10%
Number of daily rates quoted 11 17 6
Scotland median daily rate £438 £425 £400
Median daily rate % change year-on-year +2.94% +6.25% +3.23%
10th Percentile £363 £307 £375
90th Percentile £525 £575 £463
UK median daily rate £538 £500 £470
% change year-on-year +7.50% +6.38% +10.59%
Number of hourly rates quoted 0 0 0
Scotland median hourly rate - - -
UK median hourly rate £35.00 £67.50 -
% change year-on-year -48.15% - -

Artifactory is in the Development Applications category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Scotland with a requirement for development application skills.

All Development Application Skills
Scotland
Contract vacancies with a requirement for development application skills 1,060 819 789
As % of all contract IT jobs advertised in Scotland 19.79% 17.01% 16.35%
Number of daily rates quoted 599 507 470
Scotland median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% +7.14%
10th Percentile £285 £278 £257
90th Percentile £570 £538 £475
UK median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +6.25%
Number of hourly rates quoted 8 12 10
Scotland median hourly rate £39.00 £43.39 £43.00
Median hourly rate % change year-on-year -10.12% +0.91% +6.49%
10th Percentile £28.48 £37.73 £14.00
90th Percentile £44.27 £195.00 £48.54
UK median hourly rate £42.50 £42.50 £41.00
% change year-on-year - +3.66% +5.13%

Artifactory
Job Vacancy Trend in Scotland

Job postings citing Artifactory as a percentage of all IT jobs advertised in Scotland.

Job vacancy trend for Artifactory in Scotland

Artifactory
Contractor Daily Rate Trend in Scotland

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Artifactory in Scotland.

Contractor daily rate trend for Artifactory in Scotland

Artifactory
Contractor Daily Rate Histogram in Scotland

The daily rate distribution of IT jobs citing Artifactory in Scotland over the 6 months to 19 October 2018.

Contractor daily rate histogram for Artifactory in Scotland

Artifactory
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Artifactory within the Scotland region over the 6 months to 19 October 2018. 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
Edinburgh 0 33 £419 -1.47%
Glasgow -7 8 £494 +19.70% 2
West Lothian - 3 £375 -
Dundee - 1 - -
Artifactory
UK

For the 6 months to 19 October 2018, IT contractor jobs citing Artifactory 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 Scotland region with a requirement for Artifactory.

1 33 (73.33%) Ansible
2 29 (64.44%) Linux
3 28 (62.22%) Git (software)
4 27 (60.00%) Puppet
4 27 (60.00%) Agile Software Development
5 26 (57.78%) Red Hat Enterprise Linux
5 26 (57.78%) Docker
6 24 (53.33%) Continuous Integration
7 22 (48.89%) TeamCity
7 22 (48.89%) Continuous Delivery
8 21 (46.67%) Amazon AWS
8 21 (46.67%) Windows
9 20 (44.44%) Bitbucket
10 19 (42.22%) Red Hat
11 18 (40.00%) Banking
11 18 (40.00%) Jenkins
11 18 (40.00%) DevOps
12 17 (37.78%) Kubernetes
12 17 (37.78%) Kanban
13 16 (35.56%) Apache
13 16 (35.56%) Python
13 16 (35.56%) Sonatype Nexus
14 14 (31.11%) OpenShift
14 14 (31.11%) Firewall
15 13 (28.89%) Microsoft
15 13 (28.89%) Unix
15 13 (28.89%) .NET
15 13 (28.89%) nginx
15 13 (28.89%) Terraform
15 13 (28.89%) GitLab

Artifactory
Co-occurring IT Skills in Scotland 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 16 (35.56%) Apache
2 13 (28.89%) nginx
3 8 (17.78%) Confluence
3 8 (17.78%) IIS
3 8 (17.78%) Tomcat
4 4 (8.89%) Cloud Foundry
5 3 (6.67%) Elasticsearch
5 3 (6.67%) JBoss
Business Applications
1 3 (6.67%) Oracle Cash Management
Cloud Services
1 21 (46.67%) Amazon AWS
2 14 (31.11%) OpenShift
3 12 (26.67%) Microsoft Azure
4 7 (15.56%) IaaS
4 7 (15.56%) PaaS
5 6 (13.33%) Datadog
6 5 (11.11%) AWS CloudFormation
7 4 (8.89%) Google Cloud Platform
7 4 (8.89%) SaaS
7 4 (8.89%) Tricentis Tosca
8 2 (4.44%) IBM Cloud
9 1 (2.22%) Amazon ELB
Communications & Networking
1 14 (31.11%) Firewall
2 8 (17.78%) DNS
2 8 (17.78%) DSL
2 8 (17.78%) SSL
3 3 (6.67%) HTTP
3 3 (6.67%) TCP/IP
4 1 (2.22%) SAN
Database & Business Intelligence
1 8 (17.78%) PostgreSQL
2 7 (15.56%) Apache Cassandra
3 4 (8.89%) Amazon DynamoDB
3 4 (8.89%) Couchbase
3 4 (8.89%) NoSQL
3 4 (8.89%) Redis
4 3 (6.67%) MongoDB
5 2 (4.44%) MySQL
6 1 (2.22%) Oracle Database
Development Applications
1 28 (62.22%) Git (software)
2 22 (48.89%) TeamCity
3 20 (44.44%) Bitbucket
4 18 (40.00%) Jenkins
5 16 (35.56%) Sonatype Nexus
6 13 (28.89%) GitLab
7 12 (26.67%) Subversion
8 10 (22.22%) IBM UrbanCode
8 10 (22.22%) JIRA
9 9 (20.00%) Maven
10 8 (17.78%) Cucumber
10 8 (17.78%) Selenium
11 6 (13.33%) Atlassian Bamboo
11 6 (13.33%) Octopus Deploy
12 5 (11.11%) Ant
12 5 (11.11%) GoCD
12 5 (11.11%) Vagrant
13 4 (8.89%) HP UFT
13 4 (8.89%) Zephyr
14 3 (6.67%) JUnit
General
1 18 (40.00%) Banking
2 9 (20.00%) Finance
3 4 (8.89%) Retail Banking
4 2 (4.44%) Law
5 1 (2.22%) Retail
Job Titles
1 15 (33.33%) DevOps Engineer
2 7 (15.56%) Developer
3 6 (13.33%) Cloud Engineer
3 6 (13.33%) Platform Engineer
4 5 (11.11%) Windows Engineer
5 4 (8.89%) Administrator
5 4 (8.89%) AWS Engineer
5 4 (8.89%) Front End Developer (Client-Side Developer)
5 4 (8.89%) Linux Administrator
5 4 (8.89%) Linux Systems Administrator
5 4 (8.89%) Systems Administrator
6 3 (6.67%) AWS DevOps
6 3 (6.67%) Cloud Infrastructure Engineer
6 3 (6.67%) Infrastructure Engineer
7 2 (4.44%) Azure DevOps
7 2 (4.44%) Azure DevOps Engineer
7 2 (4.44%) Azure Engineer
7 2 (4.44%) React Developer
7 2 (4.44%) Software Developer
7 2 (4.44%) UI Developer
Libraries, Frameworks & Software Standards
1 13 (28.89%) .NET
2 9 (20.00%) Elastic Stack
3 8 (17.78%) LDAP
4 7 (15.56%) HTML
4 7 (15.56%) HTML5
4 7 (15.56%) XML
5 5 (11.11%) ASP.NET
5 5 (11.11%) SOAP
6 4 (8.89%) CSS
6 4 (8.89%) CSS3
6 4 (8.89%) DHTML
6 4 (8.89%) jQuery
6 4 (8.89%) LAPP Stack
7 3 (6.67%) AngularJS
7 3 (6.67%) JSON
7 3 (6.67%) Kafka
7 3 (6.67%) RESTful
7 3 (6.67%) WebSockets
8 2 (4.44%) RabbitMQ
8 2 (4.44%) REST
Miscellaneous
1 4 (8.89%) User Experience
2 3 (6.67%) Public Cloud
3 1 (2.22%) Computer Science
3 1 (2.22%) Management Information System
Operating Systems
1 29 (64.44%) Linux
2 26 (57.78%) Red Hat Enterprise Linux
3 21 (46.67%) Windows
4 13 (28.89%) Unix
5 12 (26.67%) Windows Server
6 8 (17.78%) Solaris
7 6 (13.33%) Ubuntu
8 4 (8.89%) Windows 2000 Server
9 3 (6.67%) CentOS
10 1 (2.22%) Windows Server 2012
Processes & Methodologies
1 27 (60.00%) Agile Software Development
2 24 (53.33%) Continuous Integration
3 22 (48.89%) Continuous Delivery
4 18 (40.00%) DevOps
5 17 (37.78%) Kanban
6 10 (22.22%) Scrum
6 10 (22.22%) Test Automation
7 8 (17.78%) Configuration Management
7 8 (17.78%) Web Application Development
8 7 (15.56%) Change Control
8 7 (15.56%) Microservices
8 7 (15.56%) Waterfall
9 6 (13.33%) Analytics
9 6 (13.33%) Patch Management
9 6 (13.33%) TDD
9 6 (13.33%) Virtual Environments
10 5 (11.11%) High Availability
10 5 (11.11%) Migration
11 4 (8.89%) Load Balancing
11 4 (8.89%) Unit Testing
Programming Languages
1 16 (35.56%) Python
2 9 (20.00%) PowerShell
3 8 (17.78%) Bash Shell
3 8 (17.78%) C#
3 8 (17.78%) Java
4 7 (15.56%) JavaScript
4 7 (15.56%) Perl
4 7 (15.56%) SQL
5 3 (6.67%) PL/SQL
5 3 (6.67%) Shell Script
Qualifications
1 3 (6.67%) AWS Certification
2 1 (2.22%) Degree
2 1 (2.22%) Security Cleared
System Software
1 26 (57.78%) Docker
2 6 (13.33%) VMware Infrastructure
3 3 (6.67%) VMware NSX
4 2 (4.44%) iptables
5 1 (2.22%) NFS
Systems Management
1 33 (73.33%) Ansible
2 27 (60.00%) Puppet
3 17 (37.78%) Kubernetes
4 13 (28.89%) Terraform
5 12 (26.67%) Opscode Chef
6 9 (20.00%) Packer
7 8 (17.78%) Oracle ZFS
7 8 (17.78%) Red Hat Satellite
8 6 (13.33%) Nagios
8 6 (13.33%) Prometheus
8 6 (13.33%) Xymon
9 4 (8.89%) HAProxy
9 4 (8.89%) OpenView
9 4 (8.89%) SCCM
9 4 (8.89%) SCOM
9 4 (8.89%) ZABBIX
10 3 (6.67%) Kibana
10 3 (6.67%) logstash
11 2 (4.44%) Icinga
11 2 (4.44%) Salt
Vendors
1 19 (42.22%) Red Hat
2 13 (28.89%) Microsoft
3 11 (24.44%) VMware
4 7 (15.56%) Google
5 6 (13.33%) AppDynamics
5 6 (13.33%) New Relic
5 6 (13.33%) Splunk
6 5 (11.11%) IBM
6 5 (11.11%) Oracle
7 4 (8.89%) HP
7 4 (8.89%) Micro Focus