Period
to 20 November 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 20 November 2017 with a comparison to the same period in the previous 2 years.

Graphite
UK
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 1072 1026 1035
Rank change year-on-year -46 +9 +55
Permanent jobs citing Graphite 117 193 276
As % of all permanent IT jobs advertised in the UK 0.065% 0.10% 0.13%
As % of the Systems Management category 0.74% 1.19% 1.64%
Number of salaries quoted 94 165 198
UK median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% -8.33%
10th Percentile £33,750 £35,300 £41,250
90th Percentile £93,750 £75,000 £80,000
UK excluding London median annual salary £52,500 £52,500 £47,500
% change year-on-year - +10.53% +5.56%

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 15758 16262 16831
As % of all permanent IT jobs advertised in the UK 8.77% 8.69% 7.70%
Number of salaries quoted 12923 13142 13660
UK median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £31,250 £31,250 £30,000
90th Percentile £81,250 £77,500 £75,000
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +4.29%

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 20 November 2017.

Salary histogram for Graphite in the UK

Graphite
Top 10 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 20 November 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 -32 110 £60,000 +6.67% 14
London -46 67 £62,500 +4.17% 6
UK excluding London +3 50 £52,500 - 9
East of England -5 21 £42,500 -12.82% 1
North of England +8 18 £60,000 +33.33% 4
Yorkshire +15 16 £60,000 +31.51% 4
Scotland -12 7 £40,000 - 1
South East +25 2 £40,000 -38.46% 1
South West +8 2 £90,000 +146.58%
North West -14 2 - -

For the 6 months to 20 November 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 86 (73.50%) DevOps
2 85 (72.65%) Linux
3 75 (64.10%) Docker
4 71 (60.68%) Python
5 62 (52.99%) Puppet
6 60 (51.28%) Amazon AWS
7 58 (49.57%) Opscode Chef
8 57 (48.72%) Jenkins
9 54 (46.15%) Ansible
10 51 (43.59%) Git (software)
11 48 (41.03%) Bash Shell
12 43 (36.75%) Nagios
13 41 (35.04%) Continuous Integration
14 39 (33.33%) Unix
15 38 (32.48%) Agile Software Development
16 37 (31.62%) Elasticsearch
16 37 (31.62%) Continuous Delivery
17 36 (30.77%) Ruby
17 36 (30.77%) Google
18 34 (29.06%) Microsoft Azure
18 34 (29.06%) Windows
19 33 (28.21%) Apache
20 32 (27.35%) Configuration Management
21 31 (26.50%) Redis
21 31 (26.50%) Atlassian Bamboo
21 31 (26.50%) Kubernetes
22 28 (23.93%) Google Cloud Platform
22 28 (23.93%) logstash
22 28 (23.93%) Subversion
23 27 (23.08%) MySQL

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 (31.62%) Elasticsearch
2 33 (28.21%) Apache
3 23 (19.66%) nginx
4 16 (13.68%) OpenStack
5 15 (12.82%) Tomcat
6 10 (8.55%) Cloud Foundry
6 10 (8.55%) CloudStack
6 10 (8.55%) IIS
7 9 (7.69%) Apache Spark
8 3 (2.56%) JBoss
9 2 (1.71%) CMS
10 1 (0.85%) Jetty
Applications
1 4 (3.42%) Microsoft Excel
Cloud Services
1 60 (51.28%) Amazon AWS
2 34 (29.06%) Microsoft Azure
3 28 (23.93%) Google Cloud Platform
4 20 (17.09%) CloudBees
5 16 (13.68%) Amazon CloudWatch
6 12 (10.26%) IaaS
7 7 (5.98%) AWS CloudFormation
8 5 (4.27%) Amazon EC2
9 4 (3.42%) Amazon ELB
10 3 (2.56%) Akamai
10 3 (2.56%) Amazon EMR
10 3 (2.56%) Amazon S3
10 3 (2.56%) Fastly
11 2 (1.71%) Datadog
11 2 (1.71%) SaaS
12 1 (0.85%) GitHub
12 1 (0.85%) IBM Cloud
12 1 (0.85%) Route 53
12 1 (0.85%) SoftLayer
Communications & Networking
1 23 (19.66%) Firewall
2 20 (17.09%) TCP/IP
3 13 (11.11%) DNS
4 12 (10.26%) VLAN
5 7 (5.98%) VPN
6 6 (5.13%) SSL
7 5 (4.27%) DHCP
7 5 (4.27%) SAN
7 5 (4.27%) SMS
8 4 (3.42%) VoIP
9 3 (2.56%) Asterisk PBX
9 3 (2.56%) HTTP
9 3 (2.56%) IPsec
9 3 (2.56%) Network Security
9 3 (2.56%) OSPF
9 3 (2.56%) Wireshark
10 2 (1.71%) BIG-IP
10 2 (1.71%) Junos
10 2 (1.71%) OpenVPN
10 2 (1.71%) SNMP
Database & Business Intelligence
1 31 (26.50%) Redis
2 27 (23.08%) MySQL
3 21 (17.95%) MongoDB
3 21 (17.95%) PostgreSQL
4 18 (15.38%) Apache Cassandra
5 13 (11.11%) Hadoop
6 10 (8.55%) MariaDB
7 7 (5.98%) InfluxDB
7 7 (5.98%) NoSQL
8 6 (5.13%) Apache Hive
9 5 (4.27%) Amazon DynamoDB
9 5 (4.27%) Big Data
10 4 (3.42%) Amazon Redshift
10 4 (3.42%) Berkeley DB
10 4 (3.42%) Couchbase
10 4 (3.42%) SQL Server
11 3 (2.56%) OpenTSDB
11 3 (2.56%) Parquet
12 2 (1.71%) GIS
12 2 (1.71%) Relational Database
Development Applications
1 57 (48.72%) Jenkins
2 51 (43.59%) Git (software)
3 31 (26.50%) Atlassian Bamboo
4 28 (23.93%) Subversion
5 23 (19.66%) GoCD
5 23 (19.66%) Vagrant
6 21 (17.95%) Octopus Deploy
6 21 (17.95%) Selenium
6 21 (17.95%) TeamCity
7 20 (17.09%) ClearCase
7 20 (17.09%) HP UFT
7 20 (17.09%) JIRA
7 20 (17.09%) Team Foundation Server
8 11 (9.40%) GitLab
8 11 (9.40%) Maven
9 8 (6.84%) CruiseControl
9 8 (6.84%) Hudson
9 8 (6.84%) Sonatype Nexus
10 7 (5.98%) AnthillPro
10 7 (5.98%) IBM UrbanCode
General
1 14 (11.97%) Finance
2 9 (7.69%) Games
3 5 (4.27%) Telecoms
4 3 (2.56%) Publishing
5 2 (1.71%) Banking
5 2 (1.71%) Electronics
5 2 (1.71%) Front Office
5 2 (1.71%) Investment Banking
5 2 (1.71%) Law
5 2 (1.71%) Manufacturing
5 2 (1.71%) Marketing
6 1 (0.85%) Advertising
6 1 (0.85%) Retail
Job Titles
1 38 (32.48%) DevOps Engineer
2 21 (17.95%) Consultant
3 20 (17.09%) Developer
4 19 (16.24%) AWS Engineer
5 12 (10.26%) DevOps Consultant
5 12 (10.26%) Infrastructure Engineer
6 10 (8.55%) .NET Developer
6 10 (8.55%) Software Engineer
7 9 (7.69%) Junior
7 9 (7.69%) Linux Engineer
8 8 (6.84%) C# Developer
8 8 (6.84%) Junior Developer
8 8 (6.84%) Systems Engineer
9 7 (5.98%) Graduate
9 7 (5.98%) Graduate Developer
10 6 (5.13%) Architect
10 6 (5.13%) AWS Architect
10 6 (5.13%) Infrastructure Architect
10 6 (5.13%) Junior .NET Developer
10 6 (5.13%) Linux Systems Engineer
Libraries, Frameworks & Software Standards
1 26 (22.22%) RabbitMQ
2 25 (21.37%) Sensu
3 24 (20.51%) Elastic Stack
4 23 (19.66%) AngularJS
5 21 (17.95%) LAMP
6 18 (15.38%) .NET
6 18 (15.38%) LEMP Stack
7 17 (14.53%) LAPP Stack
8 14 (11.97%) HTML
9 13 (11.11%) CSS
10 12 (10.26%) Kafka
11 9 (7.69%) React
12 7 (5.98%) Protocol Buffers
12 7 (5.98%) Web Services
13 6 (5.13%) ActiveMQ
13 6 (5.13%) Angular 2
13 6 (5.13%) ZeroMQ
14 4 (3.42%) FIX Protocol
14 4 (3.42%) JNI
14 4 (3.42%) REST
Miscellaneous
1 21 (17.95%) Analytical Skills
2 12 (10.26%) Computer Science
3 10 (8.55%) Data Centre
3 10 (8.55%) Private Cloud
4 7 (5.98%) Clustering
5 6 (5.13%) Derivative
5 6 (5.13%) Fixed Income
6 4 (3.42%) Interest Rate Derivative
7 2 (1.71%) Contactless
7 2 (1.71%) Greenfield Project
7 2 (1.71%) Linux Command Line
7 2 (1.71%) Public Cloud
8 1 (0.85%) Distributed Denial-of-Service
8 1 (0.85%) Foreign Exchange (FX)
8 1 (0.85%) Mobile App
8 1 (0.85%) NHS
8 1 (0.85%) Spread Betting
8 1 (0.85%) Xbox
Operating Systems
1 85 (72.65%) Linux
2 39 (33.33%) Unix
3 34 (29.06%) Windows
4 20 (17.09%) CoreOS
5 18 (15.38%) Red Hat Enterprise Linux
6 17 (14.53%) CentOS
7 15 (12.82%) Ubuntu
8 10 (8.55%) Debian
9 4 (3.42%) openSUSE
9 4 (3.42%) Solaris
9 4 (3.42%) SUSE
10 3 (2.56%) VMS
11 2 (1.71%) FreeBSD
11 2 (1.71%) Mac OS
11 2 (1.71%) Windows 10
11 2 (1.71%) Windows 7
12 1 (0.85%) Windows Server
Processes & Methodologies
1 86 (73.50%) DevOps
2 41 (35.04%) Continuous Integration
3 38 (32.48%) Agile Software Development
4 37 (31.62%) Continuous Delivery
5 32 (27.35%) Configuration Management
6 23 (19.66%) Mathematics
7 15 (12.82%) Software Engineering
8 14 (11.97%) SDLC
9 13 (11.11%) E-Commerce
10 12 (10.26%) Web Development
11 11 (9.40%) Performance Monitoring
12 9 (7.69%) Open Source
13 8 (6.84%) Load Balancing
14 7 (5.98%) Continuous Improvement
14 7 (5.98%) Release Automation
14 7 (5.98%) Task Automation
15 6 (5.13%) Analytics
15 6 (5.13%) Capacity Planning
15 6 (5.13%) High Availability
15 6 (5.13%) Virtual Infrastructure
Programming Languages
1 71 (60.68%) Python
2 48 (41.03%) Bash Shell
3 36 (30.77%) Ruby
4 25 (21.37%) JavaScript
5 23 (19.66%) Java
6 20 (17.09%) Perl
7 18 (15.38%) C#
8 15 (12.82%) PowerShell
9 12 (10.26%) SQL
9 12 (10.26%) TypeScript
10 6 (5.13%) Scala
10 6 (5.13%) Shell Script
11 5 (4.27%) Groovy
12 4 (3.42%) C++
12 4 (3.42%) VBA
13 3 (2.56%) CoffeeScript
13 3 (2.56%) Erlang
13 3 (2.56%) F#
13 3 (2.56%) PHP
14 2 (1.71%) Go
Qualifications
1 20 (17.09%) Degree
2 8 (6.84%) Computer Science Degree
3 6 (5.13%) CCNA
3 6 (5.13%) Cisco Certification
4 2 (1.71%) AWS Certification
5 1 (0.85%) Master's Degree
5 1 (0.85%) RHCE
5 1 (0.85%) RHCSA
Quality Assurance & Compliance
1 7 (5.98%) GCP
2 2 (1.71%) QA
3 1 (0.85%) SLA
System Software
1 75 (64.10%) Docker
2 13 (11.11%) Varnish
3 12 (10.26%) VMware Infrastructure
4 8 (6.84%) LXC
5 7 (5.98%) Xen
6 5 (4.27%) HDFS
6 5 (4.27%) iptables
7 4 (3.42%) Virtual Machines
8 2 (1.71%) OpenAM
8 2 (1.71%) VirtualBox
9 1 (0.85%) Apache Flume
9 1 (0.85%) Apache ZooKeeper
9 1 (0.85%) Kamailio
9 1 (0.85%) KVM
9 1 (0.85%) VMware ESXi
Systems Management
1 62 (52.99%) Puppet
2 58 (49.57%) Opscode Chef
3 54 (46.15%) Ansible
4 43 (36.75%) Nagios
5 31 (26.50%) Kubernetes
6 28 (23.93%) logstash
7 23 (19.66%) Grafana
7 23 (19.66%) ZABBIX
8 21 (17.95%) Consul
9 20 (17.09%) Graylog
9 20 (17.09%) HAProxy
10 18 (15.38%) Terraform
11 13 (11.11%) Kibana
12 9 (7.69%) Munin
13 7 (5.98%) CA Service Virtualization
13 7 (5.98%) Icinga
13 7 (5.98%) Packer
14 5 (4.27%) Cacti
14 5 (4.27%) Opsview
14 5 (4.27%) Prometheus
Vendors
1 36 (30.77%) Google
2 20 (17.09%) AppDynamics
3 19 (16.24%) New Relic
4 17 (14.53%) Dynatrace
4 17 (14.53%) SaltStack
5 15 (12.82%) VMware
6 11 (9.40%) Splunk
6 11 (9.40%) XebiaLabs
7 7 (5.98%) CA
7 7 (5.98%) IBM
7 7 (5.98%) Red Hat
8 5 (4.27%) Hitachi
9 3 (2.56%) Cisco
10 2 (1.71%) Apple
10 2 (1.71%) F5
10 2 (1.71%) Juniper
10 2 (1.71%) Meraki
10 2 (1.71%) SAP
11 1 (0.85%) Microsoft
11 1 (0.85%) Rackspace