Period
to 24 February 2018

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 24 February 2018 with a comparison to the same period in the previous 2 years.

Graphite
UK
6 months to
24 Feb 2018
Same period 2017 Same period 2016
Rank 1063 923 1099
Rank change year-on-year -140 +176 +6
Permanent jobs citing Graphite 109 251 205
As % of all permanent IT jobs advertised in the UK 0.062% 0.14% 0.097%
As % of the Systems Management category 0.66% 1.62% 1.19%
Number of salaries quoted 90 230 168
UK median annual salary £60,000 £55,000 £55,000
Median salary % change year-on-year +9.09% - -2.22%
10th Percentile £33,750 £33,750 £38,500
90th Percentile £90,000 £76,375 £82,500
UK excluding London median annual salary £47,500 £50,000 £50,000
% change year-on-year -5.00% - +5.26%

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 16,394 15,454 17,202
As % of all permanent IT jobs advertised in the UK 9.36% 8.80% 8.15%
Number of salaries quoted 13,174 12,506 13,998
UK median annual salary £53,000 £51,500 £50,000
Median salary % change year-on-year +2.91% +3.00% +5.26%
10th Percentile £31,250 £31,250 £30,000
90th Percentile £82,500 £80,000 £75,000
UK excluding London median annual salary £47,000 £45,000 £43,000
% change year-on-year +4.44% +4.65% +4.88%

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 24 February 2018.

Salary histogram for Graphite in the UK

Graphite
Top 12 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 24 February 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England -135 107 £60,000 +9.09% 30
UK excluding London -31 66 £47,500 -5.00% 13
London -115 43 £80,000 +45.45% 17
East of England -15 32 £40,000 -20.00% 5
North of England +20 29 £60,000 +20.00% 5
Yorkshire +29 22 £60,000 - 4
North West +8 6 £37,500 +7.14% 1
South West -7 2 £90,000 +146.58%
Scotland - 2 £40,000 -
Midlands +12 1 £45,000 -7.69% 2
West Midlands +5 1 £45,000 -7.69% 1
North East -21 1 £37,500 +7.14%

For the 6 months to 24 February 2018, IT jobs citing Graphite also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads with a requirement for Graphite.

1 74 (67.89%) DevOps
2 67 (61.47%) Docker
3 66 (60.55%) Linux
4 60 (55.05%) Python
5 53 (48.62%) Amazon AWS
6 51 (46.79%) Opscode Chef
7 49 (44.95%) Elasticsearch
8 43 (39.45%) Jenkins
8 43 (39.45%) Nagios
8 43 (39.45%) Agile Software Development
9 42 (38.53%) Continuous Integration
10 38 (34.86%) Git (software)
11 36 (33.03%) Ruby
11 36 (33.03%) Redis
11 36 (33.03%) Puppet
11 36 (33.03%) Ansible
12 35 (32.11%) Microsoft Azure
12 35 (32.11%) Java
13 34 (31.19%) Bash Shell
14 33 (30.28%) C#
14 33 (30.28%) .NET
14 33 (30.28%) Configuration Management
14 33 (30.28%) Grafana
15 31 (28.44%) Analytical Skills
16 30 (27.52%) RabbitMQ
17 29 (26.61%) Consul
18 28 (25.69%) Atlassian Bamboo
18 28 (25.69%) JavaScript
18 28 (25.69%) Unix
19 27 (24.77%) Windows

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 49 (44.95%) Elasticsearch
2 23 (21.10%) Apache
3 18 (16.51%) nginx
4 10 (9.17%) Cloud Foundry
4 10 (9.17%) CloudStack
4 10 (9.17%) IIS
4 10 (9.17%) OpenStack
5 5 (4.59%) Apache Spark
5 5 (4.59%) Tomcat
6 3 (2.75%) Jetty
7 1 (0.92%) CMS
Cloud Services
1 53 (48.62%) Amazon AWS
2 35 (32.11%) Microsoft Azure
3 20 (18.35%) Google Cloud Platform
4 10 (9.17%) CloudBees
5 9 (8.26%) IaaS
6 8 (7.34%) Amazon CloudWatch
7 6 (5.50%) Cloud Computing
8 5 (4.59%) Amazon EMR
9 4 (3.67%) AWS CloudFormation
9 4 (3.67%) SaaS
10 3 (2.75%) AWS Lambda
10 3 (2.75%) Serverless
11 2 (1.83%) Amazon EC2
12 1 (0.92%) CloudFront
12 1 (0.92%) Fastly
12 1 (0.92%) GitHub
12 1 (0.92%) Heroku
12 1 (0.92%) IBM Cloud
12 1 (0.92%) PaaS
12 1 (0.92%) SoftLayer
Communications & Networking
1 22 (20.18%) Firewall
2 14 (12.84%) TCP/IP
3 10 (9.17%) VLAN
4 9 (8.26%) VPN
5 4 (3.67%) DNS
6 3 (2.75%) Network Security
6 3 (2.75%) SAN
7 2 (1.83%) DHCP
7 2 (1.83%) HTTP
7 2 (1.83%) Internet
8 1 (0.92%) BGP
8 1 (0.92%) Ethernet
8 1 (0.92%) IPsec
8 1 (0.92%) LAN
8 1 (0.92%) RTP
8 1 (0.92%) SMS
8 1 (0.92%) SMTP
8 1 (0.92%) SNMP
8 1 (0.92%) SSH
8 1 (0.92%) Wireless
Database & Business Intelligence
1 36 (33.03%) Redis
2 20 (18.35%) PostgreSQL
3 16 (14.68%) MongoDB
4 15 (13.76%) Hadoop
4 15 (13.76%) MySQL
5 13 (11.93%) Apache Cassandra
6 10 (9.17%) MariaDB
7 7 (6.42%) Amazon DynamoDB
7 7 (6.42%) SQL Server
8 6 (5.50%) Amazon Redshift
8 6 (5.50%) Couchbase
9 5 (4.59%) Big Data
9 5 (4.59%) OpenTSDB
9 5 (4.59%) Parquet
10 2 (1.83%) InfluxDB
10 2 (1.83%) NoSQL
11 1 (0.92%) Amazon RDS
11 1 (0.92%) Neo4j
11 1 (0.92%) Oracle Database
11 1 (0.92%) Relational Database
Development Applications
1 43 (39.45%) Jenkins
2 38 (34.86%) Git (software)
3 28 (25.69%) Atlassian Bamboo
4 20 (18.35%) Subversion
5 19 (17.43%) Vagrant
6 14 (12.84%) TeamCity
7 13 (11.93%) Selenium
8 12 (11.01%) GoCD
8 12 (11.01%) Sonatype Nexus
9 10 (9.17%) ClearCase
9 10 (9.17%) HP UFT
9 10 (9.17%) JIRA
9 10 (9.17%) Octopus Deploy
9 10 (9.17%) Team Foundation Server
9 10 (9.17%) Travis CI
10 8 (7.34%) Hudson
11 4 (3.67%) webpack
12 3 (2.75%) JUnit
12 3 (2.75%) Maven
12 3 (2.75%) Mockito
General
1 14 (12.84%) Finance
2 12 (11.01%) Games
3 2 (1.83%) Electronics
3 2 (1.83%) Manufacturing
3 2 (1.83%) Marketing
3 2 (1.83%) Retail
3 2 (1.83%) Telecoms
4 1 (0.92%) Advertising
4 1 (0.92%) Law
Job Titles
1 39 (35.78%) DevOps Engineer
2 30 (27.52%) Developer
3 17 (15.60%) .NET Developer
4 16 (14.68%) Junior
4 16 (14.68%) Junior Developer
5 12 (11.01%) C# Developer
6 11 (10.09%) Consultant
6 11 (10.09%) IT Consultant
7 10 (9.17%) Automation Consultant
7 10 (9.17%) Junior .NET Developer
8 8 (7.34%) Graduate
8 8 (7.34%) Graduate Developer
8 8 (7.34%) Linux Engineer
9 7 (6.42%) Software Engineer
10 6 (5.50%) AWS Engineer
10 6 (5.50%) C# .NET Developer
10 6 (5.50%) Support Engineer
11 5 (4.59%) AWS Solutions Architect
11 5 (4.59%) Senior DevOps
11 5 (4.59%) Senior Scala Developer
Libraries, Frameworks & Software Standards
1 33 (30.28%) .NET
2 30 (27.52%) RabbitMQ
3 26 (23.85%) AngularJS
4 23 (21.10%) HTML
5 21 (19.27%) CSS
6 12 (11.01%) Elastic Stack
6 12 (11.01%) LAPP Stack
6 12 (11.01%) LEMP Stack
6 12 (11.01%) Sensu
7 11 (10.09%) LAMP
7 11 (10.09%) Node.js
8 9 (8.26%) Kafka
8 9 (8.26%) React
9 7 (6.42%) Web Services
10 6 (5.50%) ASP.NET
10 6 (5.50%) ASP.NET Web API
11 5 (4.59%) Apache Thrift
11 5 (4.59%) ASP.NET MVC
11 5 (4.59%) Protocol Buffers
11 5 (4.59%) Samza
Miscellaneous
1 31 (28.44%) Analytical Skills
2 12 (11.01%) Data Centre
3 10 (9.17%) Private Cloud
4 8 (7.34%) Distributed Denial-of-Service
5 6 (5.50%) Public Cloud
6 5 (4.59%) Algorithms
6 5 (4.59%) GPGPU
7 4 (3.67%) Computer Science
7 4 (3.67%) Spread Betting
8 3 (2.75%) Clustering
8 3 (2.75%) Xbox
9 1 (0.92%) User Experience
9 1 (0.92%) Wiki
Operating Systems
1 66 (60.55%) Linux
2 28 (25.69%) Unix
3 27 (24.77%) Windows
4 16 (14.68%) Red Hat Enterprise Linux
5 10 (9.17%) CoreOS
6 7 (6.42%) CentOS
7 5 (4.59%) Mac OS
7 5 (4.59%) Mac OS X
7 5 (4.59%) Solaris
8 4 (3.67%) Ubuntu
9 2 (1.83%) Debian
10 1 (0.92%) Android
10 1 (0.92%) Apple iOS
10 1 (0.92%) Windows Server
Processes & Methodologies
1 74 (67.89%) DevOps
2 43 (39.45%) Agile Software Development
3 42 (38.53%) Continuous Integration
4 33 (30.28%) Configuration Management
5 23 (21.10%) Mathematics
6 19 (17.43%) Web Development
7 16 (14.68%) Continuous Delivery
8 14 (12.84%) Open Source
9 12 (11.01%) High Availability
9 12 (11.01%) Load Balancing
10 11 (10.09%) SDLC
10 11 (10.09%) Software Engineering
11 10 (9.17%) Process Improvement
12 8 (7.34%) E-Commerce
12 8 (7.34%) SIEM
13 7 (6.42%) IT Strategy
13 7 (6.42%) Microservices
13 7 (6.42%) TDD
14 6 (5.50%) Network Management
14 6 (5.50%) Trend Analysis
Programming Languages
1 60 (55.05%) Python
2 36 (33.03%) Ruby
3 35 (32.11%) Java
4 34 (31.19%) Bash Shell
5 33 (30.28%) C#
6 28 (25.69%) JavaScript
7 19 (17.43%) SQL
7 19 (17.43%) TypeScript
8 13 (11.93%) PowerShell
9 10 (9.17%) Go
10 8 (7.34%) Scala
11 7 (6.42%) C++
11 7 (6.42%) PHP
12 6 (5.50%) F#
12 6 (5.50%) Groovy
13 5 (4.59%) CoffeeScript
14 4 (3.67%) Shell Script
15 3 (2.75%) ES6
15 3 (2.75%) Perl
16 1 (0.92%) GraphQL
Qualifications
1 5 (4.59%) CCNA
1 5 (4.59%) Cisco Certification
1 5 (4.59%) Degree
2 4 (3.67%) Computer Science Degree
3 2 (1.83%) Master's Degree
4 1 (0.92%) RHCE
4 1 (0.92%) RHCSA
Quality Assurance & Compliance
1 9 (8.26%) GCP
2 2 (1.83%) QA
System Software
1 67 (61.47%) Docker
2 17 (15.60%) Varnish
3 7 (6.42%) LXC
4 6 (5.50%) VMware Infrastructure
4 6 (5.50%) Xen
5 5 (4.59%) HDFS
6 3 (2.75%) Apache Flume
6 3 (2.75%) iptables
7 2 (1.83%) Hyper-V
7 2 (1.83%) NFS
8 1 (0.92%) Apache ZooKeeper
8 1 (0.92%) Gluster
8 1 (0.92%) Kamailio
8 1 (0.92%) OpenAM
8 1 (0.92%) Virtual Machines
8 1 (0.92%) VirtualBox
Systems Management
1 51 (46.79%) Opscode Chef
2 43 (39.45%) Nagios
3 36 (33.03%) Ansible
3 36 (33.03%) Puppet
4 33 (30.28%) Grafana
5 29 (26.61%) Consul
6 25 (22.94%) Kubernetes
7 23 (21.10%) logstash
8 20 (18.35%) Graylog
8 20 (18.35%) ZABBIX
9 19 (17.43%) HAProxy
10 14 (12.84%) Kibana
11 11 (10.09%) Terraform
12 10 (9.17%) Salt
13 8 (7.34%) Docker Swarm
13 8 (7.34%) Opsview
13 8 (7.34%) Packer
13 8 (7.34%) Prometheus
14 5 (4.59%) Mesos
15 4 (3.67%) Icinga
Vendors
1 21 (19.27%) Google
2 12 (11.01%) Splunk
3 10 (9.17%) AppDynamics
3 10 (9.17%) SaltStack
3 10 (9.17%) XebiaLabs
4 6 (5.50%) Capita
4 6 (5.50%) New Relic
4 6 (5.50%) VMware
5 4 (3.67%) Red Hat
6 3 (2.75%) Cisco
6 3 (2.75%) Hitachi
7 2 (1.83%) Citrix
7 2 (1.83%) Dynatrace
7 2 (1.83%) F5
7 2 (1.83%) Microsoft
7 2 (1.83%) Oracle
7 2 (1.83%) SAP
8 1 (0.92%) CheckPoint
8 1 (0.92%) Dell
8 1 (0.92%) HP