Period
to 19 October 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 19 October 2018 with a comparison to the same period in the previous 2 years.

Graphite
UK
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 921 1075 1082
Rank change year-on-year +154 +7 -28
Permanent jobs citing Graphite 221 124 161
As % of all permanent IT jobs advertised in the UK 0.13% 0.071% 0.084%
As % of the Systems Management category 1.27% 0.79% 0.94%
Number of salaries quoted 103 93 129
UK median annual salary £62,500 £57,500 £60,000
Median salary % change year-on-year +8.70% -4.17% +9.09%
10th Percentile £41,250 £33,750 £36,250
90th Percentile £78,500 £78,000 £77,500
UK excluding London median annual salary £62,500 £46,250 £57,500
% change year-on-year +35.14% -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 17,411 15,765 17,103
As % of all permanent IT jobs advertised in the UK 10.57% 9.02% 8.94%
Number of salaries quoted 13,779 12,881 13,819
UK median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +2.04%
10th Percentile £32,000 £31,250 £31,250
90th Percentile £85,000 £82,500 £77,500
UK excluding London median annual salary £48,000 £45,000 £45,000
% change year-on-year +6.67% - +5.88%

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 19 October 2018.

Salary histogram for Graphite in the UK

Graphite
Top 13 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 19 October 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 +135 209 £62,500 +8.70% 36
UK excluding London +97 118 £62,500 +35.14% 20
London +59 103 £65,000 +13.04% 18
North of England +56 44 £65,000 +23.81% 4
North West +46 41 £65,000 - 2
East of England +32 26 £62,500 +47.06% 3
Midlands - 23 £57,500 - 6
West Midlands - 23 £57,500 - 6
Scotland +4 11 £42,500 +6.25% 2
South East -2 9 £62,500 -3.85% 5
South West - 4 £60,000 -
Yorkshire +20 3 £42,500 -19.05% 2
Wales - 1 £55,000 -

For the 6 months to 19 October 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.

1 186 (84.16%) DevOps
2 170 (76.92%) Amazon AWS
3 168 (76.02%) Docker
4 165 (74.66%) Python
5 163 (73.76%) Ansible
6 161 (72.85%) Puppet
7 158 (71.49%) Microsoft Azure
8 151 (68.33%) Jenkins
9 140 (63.35%) Opscode Chef
10 132 (59.73%) Linux
11 126 (57.01%) Continuous Integration
12 122 (55.20%) Terraform
13 119 (53.85%) Atlassian Bamboo
13 119 (53.85%) Configuration Management
14 111 (50.23%) Nagios
15 107 (48.42%) Kubernetes
16 106 (47.96%) Agile Software Development
17 105 (47.51%) Ruby
18 104 (47.06%) Grafana
19 103 (46.61%) Vagrant
20 96 (43.44%) Java
21 93 (42.08%) Packer
22 91 (41.18%) Consul
23 90 (40.72%) Microservices
23 90 (40.72%) Load Balancing
24 88 (39.82%) Open Source
24 88 (39.82%) Firewall
25 80 (36.20%) Git (software)
26 77 (34.84%) Go
26 77 (34.84%) Salt

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 40 (18.10%) Elasticsearch
2 13 (5.88%) OpenStack
3 9 (4.07%) Apache
4 6 (2.71%) nginx
5 3 (1.36%) Apache Spark
5 3 (1.36%) IIS
6 2 (0.90%) Tomcat
7 1 (0.45%) JBoss
7 1 (0.45%) Jetty
7 1 (0.45%) Skype for Business
7 1 (0.45%) WebSphere
Applications
1 1 (0.45%) Snapchat
Cloud Services
1 170 (76.92%) Amazon AWS
2 158 (71.49%) Microsoft Azure
3 62 (28.05%) Google Cloud Platform
4 25 (11.31%) CloudBees
5 20 (9.05%) GitHub
6 17 (7.69%) Cloud Computing
7 15 (6.79%) IBM Cloud
8 6 (2.71%) AWS CloudFormation
9 4 (1.81%) AWS Lambda
9 4 (1.81%) Datadog
9 4 (1.81%) IaaS
9 4 (1.81%) Serverless
10 3 (1.36%) Amazon EMR
10 3 (1.36%) OpenShift
11 2 (0.90%) Amazon CloudWatch
11 2 (0.90%) Amazon EC2
11 2 (0.90%) Amazon Kinesis
11 2 (0.90%) Fastly
11 2 (0.90%) Heroku
11 2 (0.90%) NuGet
Communications & Networking
1 88 (39.82%) Firewall
2 68 (30.77%) VPN
3 8 (3.62%) TCP/IP
4 2 (0.90%) BGP
4 2 (0.90%) DHCP
4 2 (0.90%) DNS
4 2 (0.90%) LAN
4 2 (0.90%) NAS
4 2 (0.90%) SAN
5 1 (0.45%) AMQP
5 1 (0.45%) EIGRP
5 1 (0.45%) IPsec
5 1 (0.45%) Network Security
5 1 (0.45%) OSPF
5 1 (0.45%) Reverse Proxy
5 1 (0.45%) Skype
5 1 (0.45%) Software-Defined Networking
5 1 (0.45%) SSH
5 1 (0.45%) VoIP
5 1 (0.45%) Wireless
Database & Business Intelligence
1 25 (11.31%) Redis
2 20 (9.05%) MongoDB
3 18 (8.14%) NoSQL
4 12 (5.43%) PostgreSQL
5 10 (4.52%) MySQL
5 10 (4.52%) SQL Server
6 8 (3.62%) Relational Database
7 5 (2.26%) Amazon DynamoDB
7 5 (2.26%) Big Data
8 4 (1.81%) Blockchain
9 3 (1.36%) Amazon Redshift
9 3 (1.36%) Apache Cassandra
9 3 (1.36%) Couchbase
9 3 (1.36%) Hadoop
9 3 (1.36%) OpenTSDB
9 3 (1.36%) Parquet
10 2 (0.90%) Neo4j
11 1 (0.45%) Amazon RDS
11 1 (0.45%) InfluxDB
11 1 (0.45%) TokuMX
Development Applications
1 151 (68.33%) Jenkins
2 119 (53.85%) Atlassian Bamboo
3 103 (46.61%) Vagrant
4 80 (36.20%) Git (software)
5 71 (32.13%) TeamCity
6 62 (28.05%) Subversion
7 58 (26.24%) Hudson
8 53 (23.98%) Octopus Deploy
9 50 (22.62%) Travis CI
10 35 (15.84%) GoCD
11 28 (12.67%) Team Foundation Server
12 27 (12.22%) JIRA
13 26 (11.76%) GitLab
14 25 (11.31%) ClearCase
14 25 (11.31%) HP UFT
14 25 (11.31%) Selenium
15 12 (5.43%) Artifactory
15 12 (5.43%) Sonatype Nexus
16 10 (4.52%) Maven
17 7 (3.17%) Protractor
General
1 16 (7.24%) Finance
2 9 (4.07%) Games
3 2 (0.90%) Telecoms
4 1 (0.45%) Banking
4 1 (0.45%) Electronics
4 1 (0.45%) Manufacturing
4 1 (0.45%) Marketing
Job Titles
1 102 (46.15%) DevOps Engineer
2 34 (15.38%) Developer
3 28 (12.67%) AWS DevOps
4 27 (12.22%) Platform Engineer
5 26 (11.76%) Consultant
6 25 (11.31%) Automation Consultant
6 25 (11.31%) IT Consultant
7 21 (9.50%) .NET Developer
8 19 (8.60%) Senior DevOps
9 18 (8.14%) Senior Developer
9 18 (8.14%) Senior DevOps Engineer
10 13 (5.88%) Senior .NET Developer
11 12 (5.43%) Linux Engineer
12 10 (4.52%) AWS Engineer
13 8 (3.62%) Automation Engineer
14 7 (3.17%) Java Developer
15 6 (2.71%) C# Developer
15 6 (2.71%) Kubernetes Engineer
15 6 (2.71%) Operations Engineer
16 5 (2.26%) AWS DevOps Engineer
Libraries, Frameworks & Software Standards
1 66 (29.86%) Elastic Stack
2 37 (16.74%) RabbitMQ
3 32 (14.48%) .NET
4 25 (11.31%) AngularJS
5 24 (10.86%) Sensu
6 14 (6.33%) Kafka
7 11 (4.98%) .NET Core
7 11 (4.98%) CSS
7 11 (4.98%) HTML
8 9 (4.07%) Spring
9 8 (3.62%) Spring Boot
10 7 (3.17%) HTML5
10 7 (3.17%) REST
11 4 (1.81%) React
12 3 (1.36%) Apache Thrift
12 3 (1.36%) ASP.NET MVC
12 3 (1.36%) ASP.NET Web API
12 3 (1.36%) Node.js
12 3 (1.36%) PostGIS
12 3 (1.36%) Protocol Buffers
Miscellaneous
1 66 (29.86%) Distributed Denial-of-Service
2 18 (8.14%) Computer Science
2 18 (8.14%) Public Cloud
3 9 (4.07%) User Experience
4 8 (3.62%) Online Gambling
5 4 (1.81%) Analytical Skills
6 3 (1.36%) Data Centre
6 3 (1.36%) Fintech
6 3 (1.36%) NHS
7 2 (0.90%) Blog
7 2 (0.90%) Private Cloud
8 1 (0.45%) Algorithms
8 1 (0.45%) Cloud Native
8 1 (0.45%) Data Structures
8 1 (0.45%) Mainframe
8 1 (0.45%) Mobile App
8 1 (0.45%) Spread Betting
8 1 (0.45%) Virtual Team
Operating Systems
1 132 (59.73%) Linux
2 46 (20.81%) Windows
3 39 (17.65%) Unix
4 28 (12.67%) Red Hat Enterprise Linux
5 25 (11.31%) CoreOS
6 19 (8.60%) CentOS
7 4 (1.81%) Ubuntu
8 3 (1.36%) Debian
9 2 (0.90%) Android
9 2 (0.90%) Apple iOS
10 1 (0.45%) VMS
10 1 (0.45%) Windows Server
Processes & Methodologies
1 186 (84.16%) DevOps
2 126 (57.01%) Continuous Integration
3 119 (53.85%) Configuration Management
4 106 (47.96%) Agile Software Development
5 90 (40.72%) Load Balancing
5 90 (40.72%) Microservices
6 88 (39.82%) Open Source
7 72 (32.58%) High Availability
8 66 (29.86%) SIEM
9 60 (27.15%) Continuous Delivery
10 59 (26.70%) IT Strategy
11 47 (21.27%) Decision-Making
12 39 (17.65%) Mentoring
13 29 (13.12%) Mathematics
14 28 (12.67%) Process Improvement
15 27 (12.22%) Deployment Automation
15 27 (12.22%) SDLC
16 20 (9.05%) Problem-Solving
16 20 (9.05%) Software Engineering
17 19 (8.60%) Continuous Deployment
Programming Languages
1 165 (74.66%) Python
2 105 (47.51%) Ruby
3 96 (43.44%) Java
4 77 (34.84%) Go
5 37 (16.74%) Bash Shell
6 34 (15.38%) PowerShell
7 33 (14.93%) C#
8 32 (14.48%) SQL
9 10 (4.52%) JavaScript
9 10 (4.52%) Perl
9 10 (4.52%) TypeScript
10 7 (3.17%) Java 8
10 7 (3.17%) PL/SQL
11 3 (1.36%) CoffeeScript
11 3 (1.36%) F#
11 3 (1.36%) PHP
11 3 (1.36%) Scala
12 1 (0.45%) C
12 1 (0.45%) C++
12 1 (0.45%) Groovy
Qualifications
1 31 (14.03%) RHCE
1 31 (14.03%) RHCSA
2 20 (9.05%) Degree
3 15 (6.79%) AWS Certification
4 9 (4.07%) Computer Science Degree
5 4 (1.81%) Security Cleared
Quality Assurance & Compliance
1 5 (2.26%) QA
System Software
1 168 (76.02%) Docker
2 7 (3.17%) VMware Infrastructure
3 5 (2.26%) Xen
4 3 (1.36%) etcd
4 3 (1.36%) HDFS
4 3 (1.36%) KVM
4 3 (1.36%) oVirt
5 2 (0.90%) LXC
5 2 (0.90%) SkyDNS
5 2 (0.90%) VirtualBox
6 1 (0.45%) Active Directory
6 1 (0.45%) Apache ZooKeeper
6 1 (0.45%) Gluster
6 1 (0.45%) Hyper-V
6 1 (0.45%) NFS
6 1 (0.45%) OpenAM
6 1 (0.45%) Varnish
6 1 (0.45%) Virtual Machines
6 1 (0.45%) VMware ESXi
6 1 (0.45%) VMware Workstation
Systems Management
1 163 (73.76%) Ansible
2 161 (72.85%) Puppet
3 140 (63.35%) Opscode Chef
4 122 (55.20%) Terraform
5 111 (50.23%) Nagios
6 107 (48.42%) Kubernetes
7 104 (47.06%) Grafana
8 93 (42.08%) Packer
9 91 (41.18%) Consul
10 77 (34.84%) Salt
11 75 (33.94%) Docker Swarm
12 72 (32.58%) Opsview
12 72 (32.58%) ZABBIX
13 45 (20.36%) Prometheus
14 25 (11.31%) Automic
15 22 (9.95%) logstash
16 16 (7.24%) Kibana
17 15 (6.79%) HAProxy
18 14 (6.33%) Icinga
19 9 (4.07%) collectd
Vendors
1 47 (21.27%) Google
2 41 (18.55%) Microsoft
3 38 (17.19%) Red Hat
4 25 (11.31%) AppDynamics
4 25 (11.31%) XebiaLabs
5 21 (9.50%) VMware
6 8 (3.62%) Splunk
7 7 (3.17%) New Relic
8 5 (2.26%) EMC
8 5 (2.26%) NetApp
9 2 (0.90%) Cisco
9 2 (0.90%) SaltStack
10 1 (0.45%) Atlassian
10 1 (0.45%) CheckPoint
10 1 (0.45%) Citrix
10 1 (0.45%) comScore
10 1 (0.45%) Dynatrace
10 1 (0.45%) MKS
10 1 (0.45%) PagerDuty
10 1 (0.45%) SolarWinds