Period
to 18 October 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Graphite skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Graphite over the 6 months to 18 October 2017 with a comparison to the same period in the previous 2 years.

Graphite
UK
6 months to
18 Oct 2017
Same period 2016 Same period 2015
Rank 1039 1053 1037
Rank change year-on-year +14 -16 +51
Permanent jobs citing Graphite 124 164 279
As % of all permanent IT jobs advertised in the UK 0.071% 0.086% 0.13%
As % of the Systems Management category 0.80% 0.99% 1.67%
Number of salaries quoted 93 132 184
UK median annual salary £57,500 £60,000 £55,000
Median salary % change year-on-year -4.17% +9.09% -8.33%
10th Percentile £33,750 £36,250 £41,250
90th Percentile £78,000 £77,500 £77,500
UK excluding London median annual salary £46,250 £57,500 £47,500
% change year-on-year -19.57% +21.05% -

Graphite is in the Systems Management category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for systems management skills.

All Systems Management Skills
UK
Permanent vacancies with a requirement for systems management skills 15477 16587 16693
As % of all permanent IT jobs advertised in the UK 8.86% 8.65% 7.66%
Number of salaries quoted 12644 13411 13476
UK median annual salary £52,500 £50,000 £48,000
Median salary % change year-on-year +5.00% +4.17% +3.23%
10th Percentile £31,000 £31,250 £29,750
90th Percentile £81,250 £77,500 £73,750
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +6.25%

Graphite
Job Vacancy Trend

Job postings citing Graphite as a percentage of all IT jobs advertised.

Job vacancy trend for Graphite in the UK

Graphite
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Graphite.

Salary trend for Graphite in the UK

Graphite
Salary Histogram

The salary distribution of IT jobs citing Graphite over the 6 months to 18 October 2017.

Salary histogram for Graphite in the UK

Graphite
Top 9 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Graphite within the UK over the 6 months to 18 October 2017. 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
England +32 117 £57,500 -4.17% 19
London -12 76 £57,500 -8.00% 7
UK excluding London +42 48 £46,250 -19.57% 12
East of England +20 19 £42,500 -15.00% 3
North of England +9 12 £52,500 +16.67% 7
South East +55 10 £65,000 - 1
Yorkshire +24 10 £52,500 +29.23% 7
Scotland -1 7 £40,000 -
North West -11 2 - -

For the 6 months to 18 October 2017, IT jobs citing Graphite also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Graphite.

1 99 (79.84%) Linux
2 91 (73.39%) DevOps
3 85 (68.55%) Docker
4 83 (66.94%) Puppet
5 73 (58.87%) Amazon AWS
6 69 (55.65%) Python
7 67 (54.03%) Jenkins
8 64 (51.61%) Ansible
9 63 (50.81%) Git (software)
10 60 (48.39%) Opscode Chef
11 55 (44.35%) Bash Shell
12 53 (42.74%) Nagios
13 50 (40.32%) Continuous Integration
14 47 (37.90%) Continuous Delivery
15 46 (37.10%) Windows
16 44 (35.48%) Unix
17 43 (34.68%) Microsoft Azure
18 42 (33.87%) Agile Software Development
19 40 (32.26%) Configuration Management
20 37 (29.84%) Apache
20 37 (29.84%) Kubernetes
21 35 (28.23%) Subversion
21 35 (28.23%) Google
21 35 (28.23%) TeamCity
22 34 (27.42%) Ruby
23 33 (26.61%) Atlassian Bamboo
24 31 (25.00%) Degree
24 31 (25.00%) Vagrant
24 31 (25.00%) Elastic Stack
25 30 (24.19%) Google Cloud Platform

Graphite
Co-occurring IT Skills 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 37 (29.84%) Apache
2 27 (21.77%) Elasticsearch
2 27 (21.77%) nginx
3 23 (18.55%) Tomcat
4 20 (16.13%) OpenStack
5 8 (6.45%) Apache Spark
5 8 (6.45%) IIS
6 7 (5.65%) Cloud Foundry
6 7 (5.65%) CloudStack
7 5 (4.03%) JBoss
8 2 (1.61%) CMS
Applications
1 4 (3.23%) Microsoft Excel
Cloud Services
1 73 (58.87%) Amazon AWS
2 43 (34.68%) Microsoft Azure
3 30 (24.19%) Google Cloud Platform
4 24 (19.35%) CloudBees
5 19 (15.32%) IaaS
6 18 (14.52%) Amazon CloudWatch
7 10 (8.06%) Amazon EC2
7 10 (8.06%) AWS CloudFormation
8 9 (7.26%) Amazon ELB
9 6 (4.84%) Amazon S3
10 4 (3.23%) Datadog
11 3 (2.42%) Akamai
11 3 (2.42%) Fastly
11 3 (2.42%) Route 53
12 2 (1.61%) Amazon Kinesis
12 2 (1.61%) PaaS
12 2 (1.61%) SaaS
12 2 (1.61%) Serverless
13 1 (0.81%) GitHub
13 1 (0.81%) IBM Cloud
Communications & Networking
1 25 (20.16%) Firewall
2 20 (16.13%) TCP/IP
3 19 (15.32%) DNS
4 14 (11.29%) VLAN
5 11 (8.87%) VPN
6 8 (6.45%) SSL
7 7 (5.65%) DHCP
7 7 (5.65%) HTTP
7 7 (5.65%) VoIP
8 5 (4.03%) IPsec
8 5 (4.03%) OSPF
8 5 (4.03%) SAN
8 5 (4.03%) SMS
9 4 (3.23%) BGP
9 4 (3.23%) BIG-IP
9 4 (3.23%) Junos
9 4 (3.23%) MPLS
9 4 (3.23%) OpenVPN
9 4 (3.23%) SNMP
9 4 (3.23%) Wireshark
Database & Business Intelligence
1 29 (23.39%) MySQL
2 25 (20.16%) Redis
3 20 (16.13%) Apache Cassandra
3 20 (16.13%) MongoDB
3 20 (16.13%) PostgreSQL
4 13 (10.48%) NoSQL
5 9 (7.26%) InfluxDB
6 8 (6.45%) Apache Hive
7 7 (5.65%) Big Data
7 7 (5.65%) Hadoop
7 7 (5.65%) MariaDB
8 4 (3.23%) Berkeley DB
9 3 (2.42%) Amazon RDS
9 3 (2.42%) Event Store
9 3 (2.42%) Riak
9 3 (2.42%) SQL Server
10 2 (1.61%) Amazon DynamoDB
10 2 (1.61%) GIS
10 2 (1.61%) Relational Database
11 1 (0.81%) Amazon Redshift
Development Applications
1 67 (54.03%) Jenkins
2 63 (50.81%) Git (software)
3 35 (28.23%) Subversion
3 35 (28.23%) TeamCity
4 33 (26.61%) Atlassian Bamboo
5 31 (25.00%) Vagrant
6 28 (22.58%) GoCD
7 27 (21.77%) Octopus Deploy
8 26 (20.97%) Maven
9 24 (19.35%) ClearCase
9 24 (19.35%) HP UFT
9 24 (19.35%) JIRA
9 24 (19.35%) Selenium
9 24 (19.35%) Team Foundation Server
10 17 (13.71%) GitLab
11 11 (8.87%) AnthillPro
11 11 (8.87%) CruiseControl
11 11 (8.87%) Hudson
11 11 (8.87%) IBM UrbanCode
12 8 (6.45%) CircleCI
General
1 14 (11.29%) Finance
2 7 (5.65%) Marketing
3 6 (4.84%) Telecoms
4 4 (3.23%) Banking
4 4 (3.23%) Front Office
4 4 (3.23%) Investment Banking
5 3 (2.42%) Games
5 3 (2.42%) Publishing
6 2 (1.61%) Law
Job Titles
1 39 (31.45%) DevOps Engineer
2 25 (20.16%) Consultant
3 19 (15.32%) AWS Engineer
4 16 (12.90%) DevOps Consultant
4 16 (12.90%) Infrastructure Engineer
5 14 (11.29%) Developer
6 10 (8.06%) Linux Engineer
7 8 (6.45%) Software Engineer
7 8 (6.45%) Systems Engineer
8 7 (5.65%) Graduate
8 7 (5.65%) Graduate Developer
8 7 (5.65%) Junior
9 6 (4.84%) Administrator
9 6 (4.84%) Architect
9 6 (4.84%) AWS Architect
9 6 (4.84%) Infrastructure Architect
9 6 (4.84%) Junior Developer
9 6 (4.84%) Linux Systems Engineer
9 6 (4.84%) Linux/Unix DevOps
9 6 (4.84%) Systems Administrator
Libraries, Frameworks & Software Standards
1 31 (25.00%) Elastic Stack
2 28 (22.58%) Sensu
3 25 (20.16%) LAMP
4 23 (18.55%) RabbitMQ
5 20 (16.13%) AngularJS
6 19 (15.32%) LEMP Stack
7 18 (14.52%) LAPP Stack
8 14 (11.29%) .NET
8 14 (11.29%) CSS
8 14 (11.29%) HTML
9 11 (8.87%) Kafka
10 8 (6.45%) ActiveMQ
10 8 (6.45%) Angular 2
10 8 (6.45%) ZeroMQ
11 7 (5.65%) Web Services
12 6 (4.84%) Node.js
12 6 (4.84%) RESTful
13 5 (4.03%) FreeSWITCH
13 5 (4.03%) React
14 4 (3.23%) Memcached
Miscellaneous
1 18 (14.52%) Computer Science
2 14 (11.29%) Data Centre
3 10 (8.06%) Analytical Skills
4 9 (7.26%) Clustering
4 9 (7.26%) User Experience
5 8 (6.45%) Derivative
5 8 (6.45%) Fixed Income
6 7 (5.65%) Private Cloud
7 6 (4.84%) Greenfield Project
8 4 (3.23%) Interest Rate Derivative
9 3 (2.42%) Foreign Exchange (FX)
9 3 (2.42%) Mobile App
9 3 (2.42%) NHS
10 2 (1.61%) Contactless
10 2 (1.61%) Hybrid Cloud
10 2 (1.61%) Linux Command Line
10 2 (1.61%) Public Cloud
Operating Systems
1 99 (79.84%) Linux
2 46 (37.10%) Windows
3 44 (35.48%) Unix
4 29 (23.39%) CoreOS
5 19 (15.32%) CentOS
6 15 (12.10%) Debian
7 14 (11.29%) Ubuntu
8 11 (8.87%) Red Hat Enterprise Linux
9 6 (4.84%) VMS
10 4 (3.23%) openSUSE
10 4 (3.23%) Solaris
10 4 (3.23%) SUSE
11 2 (1.61%) FreeBSD
11 2 (1.61%) Mac OS
11 2 (1.61%) Windows 10
11 2 (1.61%) Windows 7
12 1 (0.81%) Windows Server
12 1 (0.81%) Windows Server 2012
Processes & Methodologies
1 91 (73.39%) DevOps
2 50 (40.32%) Continuous Integration
3 47 (37.90%) Continuous Delivery
4 42 (33.87%) Agile Software Development
5 40 (32.26%) Configuration Management
6 24 (19.35%) Mathematics
7 16 (12.90%) SDLC
8 12 (9.68%) E-Commerce
8 12 (9.68%) Performance Monitoring
9 11 (8.87%) Release Automation
9 11 (8.87%) Software Engineering
9 11 (8.87%) Test Automation
10 10 (8.06%) Open Source
10 10 (8.06%) Task Automation
11 9 (7.26%) High Availability
11 9 (7.26%) Load Balancing
11 9 (7.26%) Web Development
12 8 (6.45%) Analytics
12 8 (6.45%) TDD
12 8 (6.45%) Virtual Infrastructure
Programming Languages
1 69 (55.65%) Python
2 55 (44.35%) Bash Shell
3 34 (27.42%) Ruby
4 24 (19.35%) JavaScript
5 22 (17.74%) Java
6 21 (16.94%) Perl
7 18 (14.52%) PowerShell
8 14 (11.29%) C#
9 10 (8.06%) SQL
10 9 (7.26%) TypeScript
11 6 (4.84%) Erlang
11 6 (4.84%) Scala
11 6 (4.84%) Shell Script
12 5 (4.03%) Groovy
12 5 (4.03%) PHP
13 4 (3.23%) C++
13 4 (3.23%) VBA
14 2 (1.61%) Clojure
14 2 (1.61%) Go
Qualifications
1 31 (25.00%) Degree
2 14 (11.29%) Computer Science Degree
3 8 (6.45%) Master's Degree
4 6 (4.84%) CCNA
4 6 (4.84%) Cisco Certification
5 4 (3.23%) AWS Certification
Quality Assurance & Compliance
1 6 (4.84%) QA
2 5 (4.03%) GCP
3 1 (0.81%) SLA
System Software
1 85 (68.55%) Docker
2 22 (17.74%) VMware Infrastructure
3 13 (10.48%) LXC
4 11 (8.87%) Xen
5 10 (8.06%) Varnish
6 6 (4.84%) Apache ZooKeeper
6 6 (4.84%) Virtual Machines
7 5 (4.03%) iptables
7 5 (4.03%) VirtualBox
8 4 (3.23%) HDFS
9 2 (1.61%) KVM
9 2 (1.61%) OpenAM
10 1 (0.81%) Kamailio
10 1 (0.81%) VMware ESXi
10 1 (0.81%) vSphere
Systems Management
1 83 (66.94%) Puppet
2 64 (51.61%) Ansible
3 60 (48.39%) Opscode Chef
4 53 (42.74%) Nagios
5 37 (29.84%) Kubernetes
6 28 (22.58%) logstash
7 27 (21.77%) Grafana
8 26 (20.97%) Terraform
9 22 (17.74%) Graylog
10 21 (16.94%) ZABBIX
11 19 (15.32%) Consul
11 19 (15.32%) HAProxy
12 12 (9.68%) Icinga
12 12 (9.68%) Kibana
12 12 (9.68%) Munin
13 11 (8.87%) CA Service Virtualization
14 10 (8.06%) Salt
15 8 (6.45%) Cacti
15 8 (6.45%) Mesos
15 8 (6.45%) Packer
Vendors
1 35 (28.23%) Google
2 29 (23.39%) New Relic
3 25 (20.16%) VMware
4 24 (19.35%) AppDynamics
5 23 (18.55%) SaltStack
6 20 (16.13%) Dynatrace
7 16 (12.90%) Splunk
8 15 (12.10%) XebiaLabs
9 11 (8.87%) CA
9 11 (8.87%) IBM
10 7 (5.65%) Cisco
11 6 (4.84%) Rackspace
12 5 (4.03%) Hitachi
12 5 (4.03%) Red Hat
13 4 (3.23%) F5
13 4 (3.23%) Juniper
14 3 (2.42%) Citrix
15 2 (1.61%) Apple
15 2 (1.61%) Meraki
16 1 (0.81%) Microsoft