Graphite Jobs

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 3 months to 24 June 2017 with a comparison to the same period in the previous 2 years.

Graphite UK
Location	3 months to 24 Jun 2017	Same period 2016	Same period 2015
Rank	792	825	825
Rank change year-on-year	+33	0
Permanent jobs citing Graphite	91	98	150
As % of all permanent IT jobs advertised in the UK	0.10%	0.100%	0.14%
As % of the Systems Management category	1.17%	1.15%	1.78%
Number of salaries quoted	62	84	78
Median salary	£57,500	£60,500	£53,250
Median salary % change year-on-year	-4.95%	+13.61%
90% offered a salary of more than	£42,500	£37,500	£42,500
10% offered a salary of more than	£72,250	£84,250	£75,750
UK excluding London median salary	£50,000	£57,500	£44,750
% change year-on-year	-13.04%	+28.49%

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

Systems Management Skills UK
Permanent job vacancies with a requirement for systems management skills	7776	8522	8433
As % of all permanent IT job vacancies advertised in the UK	8.84%	8.65%	7.60%
Number of salaries quoted	6293	6926	6643
Median salary	£55,000	£52,500	£50,000
Median salary % change year-on-year	+4.76%	+5.00%
90% offered a salary of more than	£35,000	£34,000	£32,500
10% offered a salary of more than	£80,000	£70,000	£75,000
UK excluding London median salary	£46,000	£45,000	£44,750
% change year-on-year	+2.22%	+0.55%

Graphite
Job Vacancy Trend

The job posting trend of jobs advertised citing Graphite as a proportion of all permanent or contract IT jobs with a match in the Systems Management category.

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.

Graphite
Salary Histogram

The salary distribution of IT jobs citing Graphite over the 3 months to 24 June 2017.

Graphite
Top 24 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 3 months to 24 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location	Rank Change on Same Period Last Year	Matching Permanent IT Job Ads	Median Salary Last 3 Months	Median Salary % Change on Same Period Last Year	Live Job Vacancies
England	+46	90	£57,500	-5.73%	11
London	+47	66	£57,500	-5.73%	5
South East	+35	11	£65,000	-
City of London	+17	7	£60,000	+24.35%	1
Middlesex	+8	6	-	-
East of England	+3	6	£70,000	+180.00%	4
Yorkshire	0	4	£40,000	-20.00%
Bedfordshire	-	4	£50,000	-
Luton	-	4	£50,000	-
Epsom	-	3	£65,000	-
Surrey	-	3	£65,000	-
Berkshire	+14	2	£40,000	-38.46%
Reading	+13	2	£40,000	-38.46%
West Yorkshire	+10	2	£52,133	+26.38%
Leeds	+4	2	£52,133	+26.38%
Sheffield	-7	2	£40,000	-20.00%
South Yorkshire	-7	2	£40,000	-20.00%
Cambridgeshire	-8	2	£70,000	-
Cambridge	-10	2	£70,000	-
North West	-44	2	-	-
Cheshire	-	2	-	-
Knutsford	-	2	-	-
South West	-	1	£40,000	-	2
Bristol	-	1	£40,000	-	2

Graphite
Top 30 Co-occurring IT Skills

For the 6 months to 24 June 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	138 (74.19%)	DevOps
2	135 (72.58%)	Linux
3	130 (69.89%)	Puppet
4	128 (68.82%)	Docker
5	119 (63.98%)	Amazon AWS
6	111 (59.68%)	Jenkins
6	111 (59.68%)	Opscode Chef
7	109 (58.60%)	Nagios
8	106 (56.99%)	Git (software)
9	105 (56.45%)	Ansible
10	102 (54.84%)	Python
11	80 (43.01%)	Windows
12	78 (41.94%)	Unix
12	78 (41.94%)	Microsoft Azure
13	75 (40.32%)	Continuous Integration

14	74 (39.78%)	Continuous Delivery
15	72 (38.71%)	Bash Shell
16	69 (37.10%)	Configuration Management
17	66 (35.48%)	Vagrant
18	65 (34.95%)	Kubernetes
18	65 (34.95%)	Subversion
19	63 (33.87%)	Atlassian Bamboo
20	60 (32.26%)	JIRA
20	60 (32.26%)	Google
21	58 (31.18%)	AppDynamics
21	58 (31.18%)	Elastic Stack
21	58 (31.18%)	GoCD
22	56 (30.11%)	Selenium
22	56 (30.11%)	Google Cloud Platform
22	56 (30.11%)	CoreOS

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
Business Applications
Cloud Services
Communications & Networking
Database & Business Intelligence
Development Applications
General
Job Titles
Libraries, Frameworks & Software Standards
Miscellaneous
Operating Systems
Processes & Methodologies
Programming Languages
Qualifications
Quality Assurance & Compliance
System Software
Systems Management
Vendors

Application Platforms
1	42 (22.58%)	Elasticsearch
2	35 (18.82%)	Apache
3	24 (12.90%)	Tomcat
4	23 (12.37%)	nginx
5	21 (11.29%)	OpenStack
6	12 (6.45%)	CMS
6	12 (6.45%)	Umbraco
7	8 (4.30%)	IIS
8	5 (2.69%)	Apache Spark
8	5 (2.69%)	Cloud Foundry
8	5 (2.69%)	CloudStack
9	4 (2.15%)	WebLogic
10	3 (1.61%)	Confluence
10	3 (1.61%)	JBoss
11	1 (0.54%)	Apache Solr
11	1 (0.54%)	MS Exchange

Business Applications
1	1 (0.54%)	SAP Oil and Gas

Cloud Services
1	119 (63.98%)	Amazon AWS
2	78 (41.94%)	Microsoft Azure
3	56 (30.11%)	Google Cloud Platform
4	49 (26.34%)	CloudBees
5	16 (8.60%)	Amazon EC2
6	14 (7.53%)	Amazon ELB
6	14 (7.53%)	IaaS
7	11 (5.91%)	Amazon S3
8	10 (5.38%)	Amazon CloudWatch
9	9 (4.84%)	AWS CloudFormation
9	9 (4.84%)	Datadog
10	6 (3.23%)	Slack
11	4 (2.15%)	Route 53
11	4 (2.15%)	SaaS
12	3 (1.61%)	CloudFront
12	3 (1.61%)	PaaS
13	2 (1.08%)	AWS Elastic Beanstalk
13	2 (1.08%)	G Suite
13	2 (1.08%)	GitHub
13	2 (1.08%)	Virtual Private Cloud

Communications & Networking
1	23 (12.37%)	Firewall
2	18 (9.68%)	DNS
3	17 (9.14%)	TCP/IP
4	12 (6.45%)	VLAN
5	8 (4.30%)	HTTP
5	8 (4.30%)	VPN
6	7 (3.76%)	VoIP
7	5 (2.69%)	DHCP
7	5 (2.69%)	SSL
8	4 (2.15%)	LDAP
8	4 (2.15%)	Wireshark
9	3 (1.61%)	BGP
9	3 (1.61%)	BIG-IP
9	3 (1.61%)	IPsec
9	3 (1.61%)	Junos
9	3 (1.61%)	MPLS
9	3 (1.61%)	OpenVPN
9	3 (1.61%)	OSPF
9	3 (1.61%)	SNMP
9	3 (1.61%)	SSH

Database & Business Intelligence
1	36 (19.35%)	MySQL
2	25 (13.44%)	Redis
3	21 (11.29%)	Apache Cassandra
3	21 (11.29%)	PostgreSQL
4	19 (10.22%)	NoSQL
5	17 (9.14%)	MongoDB
6	16 (8.60%)	SQL Server
7	15 (8.06%)	Big Data
7	15 (8.06%)	Hadoop
7	15 (8.06%)	InfluxDB
8	6 (3.23%)	Amazon RDS
8	6 (3.23%)	HBase
9	5 (2.69%)	Apache Hive
9	5 (2.69%)	MariaDB
10	3 (1.61%)	Event Store
10	3 (1.61%)	Oracle Database
10	3 (1.61%)	Relational Database
10	3 (1.61%)	Riak
11	2 (1.08%)	GIS
11	2 (1.08%)	SQL Server 2012

Development Applications
1	111 (59.68%)	Jenkins
2	106 (56.99%)	Git (software)
3	66 (35.48%)	Vagrant
4	65 (34.95%)	Subversion
5	63 (33.87%)	Atlassian Bamboo
6	60 (32.26%)	JIRA
7	58 (31.18%)	GoCD
8	56 (30.11%)	Selenium
9	55 (29.57%)	HP UFT
9	55 (29.57%)	Team Foundation Server
10	54 (29.03%)	Maven
11	52 (27.96%)	Octopus Deploy
12	49 (26.34%)	ClearCase
12	49 (26.34%)	TeamCity
13	40 (21.51%)	GitLab
14	26 (13.98%)	Hudson
15	25 (13.44%)	AnthillPro
15	25 (13.44%)	CruiseControl
15	25 (13.44%)	IBM UrbanCode
16	6 (3.23%)	CircleCI

General
1	12 (6.45%)	Marketing
2	11 (5.91%)	Telecoms
3	8 (4.30%)	Finance
4	7 (3.76%)	Banking
5	5 (2.69%)	Games
6	4 (2.15%)	Front Office
6	4 (2.15%)	Investment Banking
7	3 (1.61%)	Retail
8	2 (1.08%)	Publishing
9	1 (0.54%)	Electronics
9	1 (0.54%)	French Language
9	1 (0.54%)	German Language
9	1 (0.54%)	Manufacturing

Job Titles
1	57 (30.65%)	Consultant
2	52 (27.96%)	DevOps Engineer
3	41 (22.04%)	DevOps Consultant
4	20 (10.75%)	Developer
5	17 (9.14%)	Linux Engineer
6	16 (8.60%)	.NET Developer
6	16 (8.60%)	AWS Engineer
7	11 (5.91%)	Applications Consultant
7	11 (5.91%)	AWS DevOps
8	10 (5.38%)	Applications Support
8	10 (5.38%)	Infrastructure Engineer
8	10 (5.38%)	Senior DevOps
9	9 (4.84%)	AWS DevOps Engineer
9	9 (4.84%)	Linux/Unix DevOps
10	8 (4.30%)	IT Engineer
10	8 (4.30%)	Senior Consultant
10	8 (4.30%)	Senior DevOps Consultant
10	8 (4.30%)	Systems Administrator
11	7 (3.76%)	Administrator
11	7 (3.76%)	Support Engineer

Libraries, Frameworks & Software Standards
1	58 (31.18%)	Elastic Stack
2	33 (17.74%)	Sensu
3	30 (16.13%)	RabbitMQ
4	27 (14.52%)	LAMP
5	22 (11.83%)	.NET
6	20 (10.75%)	AngularJS
7	16 (8.60%)	ASP.NET
7	16 (8.60%)	LEMP Stack
7	16 (8.60%)	Web Services
8	15 (8.06%)	ASP.NET MVC
9	14 (7.53%)	LAPP Stack
10	12 (6.45%)	PhoneGap
10	12 (6.45%)	SignalR
10	12 (6.45%)	WebSockets
11	9 (4.84%)	HTML
11	9 (4.84%)	Kafka
12	8 (4.30%)	CSS
12	8 (4.30%)	Node.js
13	7 (3.76%)	RESTful
14	6 (3.23%)	ActiveMQ

Miscellaneous
1	25 (13.44%)	Data Centre
2	24 (12.90%)	Computer Science
3	14 (7.53%)	Analytical Skills
3	14 (7.53%)	User Experience
4	11 (5.91%)	Greenfield Project
5	5 (2.69%)	Fintech
5	5 (2.69%)	Private Cloud
6	4 (2.15%)	Derivative
6	4 (2.15%)	Fixed Income
6	4 (2.15%)	iPad
7	3 (1.61%)	Clustering
7	3 (1.61%)	Foreign Exchange (FX)
7	3 (1.61%)	NHS
8	2 (1.08%)	Contactless
8	2 (1.08%)	Cyberthreat
8	2 (1.08%)	Hybrid Cloud
8	2 (1.08%)	Mobile App
9	1 (0.54%)	Internet of Things
9	1 (0.54%)	Linux Command Line
9	1 (0.54%)	Smart Home

Operating Systems
1	135 (72.58%)	Linux
2	80 (43.01%)	Windows
3	78 (41.94%)	Unix
4	56 (30.11%)	CoreOS
5	19 (10.22%)	CentOS
6	15 (8.06%)	Debian
7	14 (7.53%)	Ubuntu
8	10 (5.38%)	VMS
9	8 (4.30%)	Windows Server
10	6 (3.23%)	Windows Server 2012
11	5 (2.69%)	Solaris
11	5 (2.69%)	Windows Server 2008
12	4 (2.15%)	SUSE
13	2 (1.08%)	Oracle Linux
13	2 (1.08%)	Windows 10
13	2 (1.08%)	Windows 7
14	1 (0.54%)	Red Hat Enterprise Linux

Processes & Methodologies
1	138 (74.19%)	DevOps
2	75 (40.32%)	Continuous Integration
3	74 (39.78%)	Continuous Delivery
4	69 (37.10%)	Configuration Management
5	49 (26.34%)	Agile Software Development
6	39 (20.97%)	SDLC
7	30 (16.13%)	Mathematics
8	26 (13.98%)	High Availability
9	25 (13.44%)	Release Automation
10	19 (10.22%)	Continuous Deployment
10	19 (10.22%)	E-Commerce
11	18 (9.68%)	Multithreading
12	17 (9.14%)	Open Source
13	15 (8.06%)	MVC
13	15 (8.06%)	Software Engineering
14	14 (7.53%)	Scrum
15	13 (6.99%)	Task Automation
16	11 (5.91%)	Test Automation
17	9 (4.84%)	Load Balancing
17	9 (4.84%)	TDD

Programming Languages
1	102 (54.84%)	Python
2	72 (38.71%)	Bash Shell
3	49 (26.34%)	Ruby
4	42 (22.58%)	PowerShell
5	39 (20.97%)	Java
6	30 (16.13%)	SQL
7	27 (14.52%)	C#
8	21 (11.29%)	Perl
9	17 (9.14%)	JavaScript
10	12 (6.45%)	Groovy
10	12 (6.45%)	TypeScript
11	9 (4.84%)	Erlang
11	9 (4.84%)	Scala
12	6 (3.23%)	PHP
13	3 (1.61%)	Clojure
13	3 (1.61%)	Jython
13	3 (1.61%)	Shell Script
14	2 (1.08%)	C
14	2 (1.08%)	Go
15	1 (0.54%)	CoffeeScript

Qualifications
1	53 (28.49%)	Degree
2	21 (11.29%)	Computer Science Degree
3	11 (5.91%)	Master's Degree
4	4 (2.15%)	AWS Certification
5	3 (1.61%)	CISSP
6	2 (1.08%)	CCNA
6	2 (1.08%)	CEH
6	2 (1.08%)	Cisco Certification
6	2 (1.08%)	GCIA
7	1 (0.54%)	ITIL Certification
7	1 (0.54%)	ITIL Foundation Certificate
7	1 (0.54%)	MCP
7	1 (0.54%)	MCSE
7	1 (0.54%)	Microsoft Certification
7	1 (0.54%)	RHCE

Quality Assurance & Compliance
1	6 (3.23%)	GCP
1	6 (3.23%)	QA
2	1 (0.54%)	SLA

System Software
1	128 (68.82%)	Docker
2	27 (14.52%)	VMware Infrastructure
3	16 (8.60%)	Xen
4	11 (5.91%)	Virtual Machines
5	9 (4.84%)	LXC
6	8 (4.30%)	KVM
6	8 (4.30%)	Varnish
7	6 (3.23%)	Active Directory
7	6 (3.23%)	Apache ZooKeeper
7	6 (3.23%)	HDFS
8	3 (1.61%)	OpenSSH
8	3 (1.61%)	VirtualBox
9	1 (0.54%)	NFS
9	1 (0.54%)	PowerDNS
9	1 (0.54%)	vSphere

Systems Management
1	130 (69.89%)	Puppet
2	111 (59.68%)	Opscode Chef
3	109 (58.60%)	Nagios
4	105 (56.45%)	Ansible
5	65 (34.95%)	Kubernetes
6	43 (23.12%)	Grafana
7	36 (19.35%)	logstash
8	29 (15.59%)	Terraform
9	25 (13.44%)	CA Service Virtualization
10	24 (12.90%)	Kibana
11	21 (11.29%)	Graylog
12	19 (10.22%)	ZABBIX
13	18 (9.68%)	Mesos
13	18 (9.68%)	Salt
14	14 (7.53%)	HAProxy
15	13 (6.99%)	Riemann
16	11 (5.91%)	Munin
17	9 (4.84%)	Cacti
17	9 (4.84%)	Ganglia
17	9 (4.84%)	Packer

Vendors
1	60 (32.26%)	Google
2	58 (31.18%)	AppDynamics
3	56 (30.11%)	New Relic
4	46 (24.73%)	Dynatrace
5	38 (20.43%)	SaltStack
6	31 (16.67%)	VMware
7	29 (15.59%)	XebiaLabs
8	25 (13.44%)	CA
8	25 (13.44%)	IBM
9	17 (9.14%)	Splunk
10	15 (8.06%)	Oracle
11	11 (5.91%)	Red Hat
12	9 (4.84%)	Cisco
12	9 (4.84%)	Rackspace
13	6 (3.23%)	Juniper
14	5 (2.69%)	Cloudera
15	4 (2.15%)	Huawei
16	3 (1.61%)	Citrix
16	3 (1.61%)	F5
16	3 (1.61%)	Microsoft