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 22 June 2017 with a comparison to the same period in the previous 2 years.

Graphite UK
Location	3 months to 22 Jun 2017	Same period 2016	Same period 2015
Rank	784	849	842
Rank change year-on-year	+65	-7
Permanent jobs citing Graphite	90	98	146
As % of all permanent IT jobs advertised in the UK	0.10%	0.099%	0.13%
As % of the Systems Management category	1.15%	1.15%	1.75%
Number of salaries quoted	61	85	74
Median salary	£57,500	£62,500	£50,000
Median salary % change year-on-year	-8.00%	+25.00%
90% offered a salary of more than	£42,500	£37,500	£42,500
10% offered a salary of more than	£72,500	£84,000	£73,500
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	7860	8542	8366
As % of all permanent IT job vacancies advertised in the UK	8.85%	8.66%	7.54%
Number of salaries quoted	6346	6947	6601
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 22 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 22 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	+45	89	£57,500	-8.00%	9
London	+51	65	£57,500	-8.00%	4
South East	+31	11	£65,000	-
City of London	+13	6	£57,500	+23.65%
Middlesex	+7	6	-	-
East of England	+4	6	£70,000	+180.00%	3
Yorkshire	-1	4	£40,000	-20.00%
Bedfordshire	-	4	£50,000	-
Luton	-	4	£50,000	-
Epsom	-	3	£65,000	-
Surrey	-	3	£65,000	-
West Yorkshire	+11	2	£52,133	+26.38%
Berkshire	+9	2	£40,000	-38.46%
Reading	+8	2	£40,000	-38.46%
Leeds	+4	2	£52,133	+26.38%
Sheffield	-4	2	£40,000	-20.00%
South Yorkshire	-13	2	£40,000	-20.00%
North West	-47	2	-	-
Cambridgeshire	-	2	£70,000	-
Cheshire	-	2	-	-
Knutsford	-	2	-	-
Cambridge	-	2	£70,000	-
Bristol	-	1	£40,000	-	2
South West	-	1	£40,000	-	2

Graphite
Top 30 Co-occurring IT Skills

For the 6 months to 22 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	139 (73.94%)	DevOps
2	135 (71.81%)	Linux
3	132 (70.21%)	Puppet
4	128 (68.09%)	Docker
5	120 (63.83%)	Amazon AWS
6	113 (60.11%)	Jenkins
7	111 (59.04%)	Opscode Chef
8	109 (57.98%)	Nagios
9	107 (56.91%)	Git (software)
10	106 (56.38%)	Ansible
11	103 (54.79%)	Python
12	81 (43.09%)	Windows
13	79 (42.02%)	Microsoft Azure
14	77 (40.96%)	Continuous Integration
14	77 (40.96%)	Unix

15	74 (39.36%)	Continuous Delivery
16	72 (38.30%)	Bash Shell
17	70 (37.23%)	Configuration Management
18	67 (35.64%)	Kubernetes
19	66 (35.11%)	Vagrant
20	65 (34.57%)	Subversion
21	63 (33.51%)	Atlassian Bamboo
22	61 (32.45%)	Google
23	60 (31.91%)	JIRA
24	59 (31.38%)	Elastic Stack
24	59 (31.38%)	GoCD
25	58 (30.85%)	AppDynamics
26	56 (29.79%)	Selenium
26	56 (29.79%)	Google Cloud Platform
26	56 (29.79%)	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	44 (23.40%)	Elasticsearch
2	35 (18.62%)	Apache
3	24 (12.77%)	Tomcat
4	22 (11.70%)	nginx
5	21 (11.17%)	OpenStack
6	12 (6.38%)	CMS
6	12 (6.38%)	Umbraco
7	8 (4.26%)	IIS
8	5 (2.66%)	Apache Spark
8	5 (2.66%)	Cloud Foundry
8	5 (2.66%)	CloudStack
9	4 (2.13%)	WebLogic
10	3 (1.60%)	Confluence
10	3 (1.60%)	JBoss
11	1 (0.53%)	Apache Solr
11	1 (0.53%)	MS Exchange

Business Applications
1	1 (0.53%)	SAP Oil and Gas

Cloud Services
1	120 (63.83%)	Amazon AWS
2	79 (42.02%)	Microsoft Azure
3	56 (29.79%)	Google Cloud Platform
4	49 (26.06%)	CloudBees
5	16 (8.51%)	Amazon EC2
6	14 (7.45%)	Amazon ELB
6	14 (7.45%)	IaaS
7	11 (5.85%)	Amazon S3
8	9 (4.79%)	Amazon CloudWatch
8	9 (4.79%)	AWS CloudFormation
8	9 (4.79%)	Datadog
9	7 (3.72%)	Slack
10	5 (2.66%)	SaaS
11	4 (2.13%)	Route 53
12	3 (1.60%)	CloudFront
12	3 (1.60%)	Oracle CX
12	3 (1.60%)	Oracle Service Cloud
12	3 (1.60%)	PaaS
13	2 (1.06%)	AWS Elastic Beanstalk
13	2 (1.06%)	Virtual Private Cloud

Communications & Networking
1	23 (12.23%)	Firewall
2	18 (9.57%)	DNS
2	18 (9.57%)	TCP/IP
3	12 (6.38%)	VLAN
4	8 (4.26%)	HTTP
5	7 (3.72%)	VoIP
5	7 (3.72%)	VPN
6	5 (2.66%)	DHCP
7	4 (2.13%)	LDAP
7	4 (2.13%)	SSL
7	4 (2.13%)	Wireshark
8	3 (1.60%)	BGP
8	3 (1.60%)	BIG-IP
8	3 (1.60%)	IPsec
8	3 (1.60%)	Junos
8	3 (1.60%)	MPLS
8	3 (1.60%)	OpenVPN
8	3 (1.60%)	OSPF
8	3 (1.60%)	SNMP
8	3 (1.60%)	SSH

Database & Business Intelligence
1	37 (19.68%)	MySQL
2	24 (12.77%)	Redis
3	22 (11.70%)	Apache Cassandra
4	21 (11.17%)	PostgreSQL
5	20 (10.64%)	NoSQL
6	17 (9.04%)	Hadoop
7	16 (8.51%)	Big Data
7	16 (8.51%)	MongoDB
7	16 (8.51%)	SQL Server
8	15 (7.98%)	InfluxDB
9	7 (3.72%)	HBase
10	6 (3.19%)	Amazon RDS
11	5 (2.66%)	Apache Hive
11	5 (2.66%)	MariaDB
12	3 (1.60%)	Event Store
12	3 (1.60%)	Oracle Database
12	3 (1.60%)	Relational Database
12	3 (1.60%)	Riak
13	2 (1.06%)	GIS
13	2 (1.06%)	SQL Server 2012

Development Applications
1	113 (60.11%)	Jenkins
2	107 (56.91%)	Git (software)
3	66 (35.11%)	Vagrant
4	65 (34.57%)	Subversion
5	63 (33.51%)	Atlassian Bamboo
6	60 (31.91%)	JIRA
7	59 (31.38%)	GoCD
8	56 (29.79%)	Selenium
9	55 (29.26%)	HP UFT
9	55 (29.26%)	Maven
9	55 (29.26%)	Team Foundation Server
10	52 (27.66%)	Octopus Deploy
11	50 (26.60%)	TeamCity
12	49 (26.06%)	ClearCase
13	40 (21.28%)	GitLab
14	26 (13.83%)	Hudson
15	25 (13.30%)	AnthillPro
15	25 (13.30%)	CruiseControl
15	25 (13.30%)	IBM UrbanCode
16	6 (3.19%)	Ant

General
1	12 (6.38%)	Marketing
2	11 (5.85%)	Telecoms
3	8 (4.26%)	Finance
4	7 (3.72%)	Banking
5	5 (2.66%)	Games
6	4 (2.13%)	Front Office
6	4 (2.13%)	Investment Banking
6	4 (2.13%)	Retail
7	1 (0.53%)	Electronics
7	1 (0.53%)	French Language
7	1 (0.53%)	German Language
7	1 (0.53%)	Manufacturing
7	1 (0.53%)	Publishing

Job Titles
1	57 (30.32%)	Consultant
2	52 (27.66%)	DevOps Engineer
3	41 (21.81%)	DevOps Consultant
4	19 (10.11%)	Developer
5	17 (9.04%)	Linux Engineer
6	16 (8.51%)	.NET Developer
6	16 (8.51%)	AWS Engineer
7	11 (5.85%)	Applications Consultant
7	11 (5.85%)	AWS DevOps
8	10 (5.32%)	Applications Support
8	10 (5.32%)	Infrastructure Engineer
8	10 (5.32%)	Senior DevOps
9	9 (4.79%)	AWS DevOps Engineer
9	9 (4.79%)	Linux/Unix DevOps
9	9 (4.79%)	Systems Administrator
10	8 (4.26%)	Administrator
10	8 (4.26%)	IT Engineer
10	8 (4.26%)	Senior Consultant
10	8 (4.26%)	Senior DevOps Consultant
11	7 (3.72%)	Support Engineer

Libraries, Frameworks & Software Standards
1	59 (31.38%)	Elastic Stack
2	33 (17.55%)	Sensu
3	30 (15.96%)	RabbitMQ
4	28 (14.89%)	LAMP
5	22 (11.70%)	.NET
6	20 (10.64%)	AngularJS
7	17 (9.04%)	Web Services
8	16 (8.51%)	ASP.NET
8	16 (8.51%)	LEMP Stack
9	15 (7.98%)	ASP.NET MVC
10	14 (7.45%)	LAPP Stack
11	12 (6.38%)	PhoneGap
11	12 (6.38%)	SignalR
11	12 (6.38%)	WebSockets
12	9 (4.79%)	HTML
12	9 (4.79%)	Kafka
13	8 (4.26%)	CSS
13	8 (4.26%)	Node.js
13	8 (4.26%)	RESTful
14	6 (3.19%)	ZeroMQ

Miscellaneous
1	25 (13.30%)	Computer Science
1	25 (13.30%)	Data Centre
2	16 (8.51%)	Analytical Skills
3	14 (7.45%)	User Experience
4	12 (6.38%)	Greenfield Project
5	6 (3.19%)	Fintech
6	5 (2.66%)	Private Cloud
7	4 (2.13%)	Derivative
7	4 (2.13%)	Fixed Income
7	4 (2.13%)	iPad
8	3 (1.60%)	Clustering
8	3 (1.60%)	Foreign Exchange (FX)
8	3 (1.60%)	NHS
9	2 (1.06%)	Contactless
9	2 (1.06%)	Cyberthreat
9	2 (1.06%)	Hybrid Cloud
9	2 (1.06%)	Mobile App
10	1 (0.53%)	Linux Command Line
10	1 (0.53%)	Public Cloud
10	1 (0.53%)	Smart Home

Operating Systems
1	135 (71.81%)	Linux
2	81 (43.09%)	Windows
3	77 (40.96%)	Unix
4	56 (29.79%)	CoreOS
5	20 (10.64%)	CentOS
6	15 (7.98%)	Debian
7	14 (7.45%)	Ubuntu
8	10 (5.32%)	VMS
9	8 (4.26%)	Windows Server
10	6 (3.19%)	Windows Server 2012
11	5 (2.66%)	Solaris
11	5 (2.66%)	Windows Server 2008
12	4 (2.13%)	SUSE
13	3 (1.60%)	Oracle Linux
14	2 (1.06%)	Windows 10
14	2 (1.06%)	Windows 7
15	1 (0.53%)	Red Hat Enterprise Linux

Processes & Methodologies
1	139 (73.94%)	DevOps
2	77 (40.96%)	Continuous Integration
3	74 (39.36%)	Continuous Delivery
4	70 (37.23%)	Configuration Management
5	49 (26.06%)	Agile Software Development
6	39 (20.74%)	SDLC
7	30 (15.96%)	Mathematics
8	27 (14.36%)	High Availability
9	25 (13.30%)	Release Automation
10	19 (10.11%)	Continuous Deployment
10	19 (10.11%)	E-Commerce
11	18 (9.57%)	Multithreading
12	17 (9.04%)	Open Source
13	15 (7.98%)	MVC
13	15 (7.98%)	Software Engineering
14	14 (7.45%)	Scrum
15	13 (6.91%)	Task Automation
16	11 (5.85%)	Test Automation
17	9 (4.79%)	Load Balancing
17	9 (4.79%)	TDD

Programming Languages
1	103 (54.79%)	Python
2	72 (38.30%)	Bash Shell
3	49 (26.06%)	Ruby
4	42 (22.34%)	PowerShell
5	41 (21.81%)	Java
6	30 (15.96%)	SQL
7	27 (14.36%)	C#
8	21 (11.17%)	Perl
9	17 (9.04%)	JavaScript
10	12 (6.38%)	Groovy
10	12 (6.38%)	TypeScript
11	9 (4.79%)	Erlang
11	9 (4.79%)	Scala
12	7 (3.72%)	PHP
13	4 (2.13%)	Shell Script
14	3 (1.60%)	Clojure
14	3 (1.60%)	Jython
15	2 (1.06%)	C
15	2 (1.06%)	Go
16	1 (0.53%)	F#

Qualifications
1	54 (28.72%)	Degree
2	21 (11.17%)	Computer Science Degree
3	11 (5.85%)	Master's Degree
4	4 (2.13%)	AWS Certification
5	3 (1.60%)	CISSP
6	2 (1.06%)	CCNA
6	2 (1.06%)	CEH
6	2 (1.06%)	Cisco Certification
6	2 (1.06%)	GCIA
7	1 (0.53%)	ITIL Certification
7	1 (0.53%)	ITIL Foundation Certificate
7	1 (0.53%)	MCP
7	1 (0.53%)	MCSE
7	1 (0.53%)	Microsoft Certification
7	1 (0.53%)	RHCE

Quality Assurance & Compliance
1	6 (3.19%)	GCP
1	6 (3.19%)	QA

System Software
1	128 (68.09%)	Docker
2	27 (14.36%)	VMware Infrastructure
3	16 (8.51%)	Xen
4	11 (5.85%)	Virtual Machines
5	9 (4.79%)	KVM
5	9 (4.79%)	LXC
6	7 (3.72%)	Varnish
7	6 (3.19%)	Active Directory
7	6 (3.19%)	Apache ZooKeeper
7	6 (3.19%)	HDFS
8	3 (1.60%)	OpenSSH
8	3 (1.60%)	VirtualBox
9	1 (0.53%)	NFS
9	1 (0.53%)	PowerDNS
9	1 (0.53%)	vSphere

Systems Management
1	132 (70.21%)	Puppet
2	111 (59.04%)	Opscode Chef
3	109 (57.98%)	Nagios
4	106 (56.38%)	Ansible
5	67 (35.64%)	Kubernetes
6	43 (22.87%)	Grafana
7	36 (19.15%)	logstash
8	28 (14.89%)	Terraform
9	25 (13.30%)	CA Service Virtualization
10	24 (12.77%)	Kibana
11	21 (11.17%)	Graylog
12	19 (10.11%)	ZABBIX
13	18 (9.57%)	Mesos
13	18 (9.57%)	Salt
14	14 (7.45%)	HAProxy
14	14 (7.45%)	Riemann
15	11 (5.85%)	Munin
16	9 (4.79%)	Cacti
16	9 (4.79%)	Ganglia
16	9 (4.79%)	Packer

Vendors
1	61 (32.45%)	Google
2	58 (30.85%)	AppDynamics
3	56 (29.79%)	New Relic
4	46 (24.47%)	Dynatrace
5	38 (20.21%)	SaltStack
6	31 (16.49%)	VMware
7	29 (15.43%)	XebiaLabs
8	25 (13.30%)	CA
8	25 (13.30%)	IBM
9	17 (9.04%)	Splunk
10	16 (8.51%)	Oracle
11	12 (6.38%)	Red Hat
12	9 (4.79%)	Cisco
12	9 (4.79%)	Rackspace
13	6 (3.19%)	Cloudera
13	6 (3.19%)	Juniper
14	4 (2.13%)	Huawei
15	3 (1.60%)	Citrix
15	3 (1.60%)	Microsoft
15	3 (1.60%)	Sun