Period
to 13 December 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 13 December 2018 with a comparison to the same period in the previous 2 years.

Graphite
UK
6 months to
13 Dec 2018
Same period 2017 Same period 2016
Rank 902 1108 1024
Rank change year-on-year +206 -84 +38
Permanent jobs citing Graphite 232 96 204
As % of all permanent IT jobs advertised in the UK 0.15% 0.053% 0.11%
As % of the Systems Management category 1.31% 0.59% 1.23%
Number of salaries quoted 112 87 179
UK median annual salary £62,500 £60,000 £55,000
Median salary % change year-on-year +4.17% +9.09% -
10th Percentile £39,750 £33,750 £35,600
90th Percentile £78,750 £93,750 £75,000
UK excluding London median annual salary £62,500 £52,500 £50,000
% change year-on-year +19.05% +5.00% -

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 17,772 16,234 16,555
As % of all permanent IT jobs advertised in the UK 11.13% 9.04% 8.96%
Number of salaries quoted 14,031 13,303 13,392
UK median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% -
10th Percentile £32,500 £31,250 £31,250
90th Percentile £86,250 £82,500 £78,750
UK excluding London median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +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 13 December 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 13 December 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 +185 224 £62,500 +4.17% 26
UK excluding London +124 121 £62,500 +19.05% 18
London +125 108 £67,500 - 9
North of England +70 47 £65,000 +8.33% 2
North West - 42 £65,000 - 1
East of England +36 28 £62,500 +47.06% 4
Midlands - 21 £57,500 - 3
West Midlands - 21 £57,500 - 3
South East +32 12 £42,000 +5.00% 8
Scotland +4 7 £42,500 +6.25% 1
Yorkshire +25 5 £42,500 -29.17% 1
South West +18 5 £70,000 -22.22%
Wales - 1 £55,000 -

For the 6 months to 13 December 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.

1 201 (86.64%) DevOps
2 176 (75.86%) Docker
2 176 (75.86%) Amazon AWS
3 174 (75.00%) Python
4 172 (74.14%) Puppet
4 172 (74.14%) Ansible
5 168 (72.41%) Microsoft Azure
6 158 (68.10%) Jenkins
7 144 (62.07%) Linux
8 132 (56.90%) Continuous Integration
9 128 (55.17%) Opscode Chef
10 125 (53.88%) Atlassian Bamboo
10 125 (53.88%) Configuration Management
11 120 (51.72%) Terraform
12 119 (51.29%) Ruby
13 113 (48.71%) Kubernetes
14 108 (46.55%) Grafana
14 108 (46.55%) Nagios
15 106 (45.69%) Agile Software Development
16 105 (45.26%) Microservices
17 99 (42.67%) Consul
18 97 (41.81%) Open Source
19 95 (40.95%) Git (software)
20 92 (39.66%) Packer
21 90 (38.79%) Vagrant
22 89 (38.36%) Load Balancing
22 89 (38.36%) Java
23 82 (35.34%) Elastic Stack
24 75 (32.33%) Docker Swarm
25 73 (31.47%) Firewall

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 39 (16.81%) Elasticsearch
2 15 (6.47%) Apache
3 14 (6.03%) nginx
4 12 (5.17%) OpenStack
5 5 (2.16%) IIS
6 4 (1.72%) Tomcat
7 3 (1.29%) Apache Spark
7 3 (1.29%) Skype for Business
8 1 (0.43%) JBoss
8 1 (0.43%) Jetty
8 1 (0.43%) WebSphere
Applications
1 6 (2.59%) Snapchat
Cloud Services
1 176 (75.86%) Amazon AWS
2 168 (72.41%) Microsoft Azure
3 60 (25.86%) Google Cloud Platform
4 37 (15.95%) Cloud Computing
4 37 (15.95%) GitHub
5 26 (11.21%) CloudBees
6 16 (6.90%) IBM Cloud
7 6 (2.59%) AWS CloudFormation
8 5 (2.16%) OpenShift
9 4 (1.72%) AWS Lambda
9 4 (1.72%) Datadog
9 4 (1.72%) Serverless
10 3 (1.29%) Amazon EMR
10 3 (1.29%) IaaS
10 3 (1.29%) Slack
11 2 (0.86%) Amazon CloudWatch
11 2 (0.86%) Amazon EC2
12 1 (0.43%) PaaS
12 1 (0.43%) Route 53
12 1 (0.43%) SaaS
Communications & Networking
1 73 (31.47%) Firewall
2 58 (25.00%) VPN
3 5 (2.16%) TCP/IP
4 4 (1.72%) DHCP
4 4 (1.72%) DNS
4 4 (1.72%) Network Security
5 3 (1.29%) BGP
5 3 (1.29%) Internet
5 3 (1.29%) LAN
5 3 (1.29%) Skype
5 3 (1.29%) VoIP
6 2 (0.86%) EIGRP
6 2 (0.86%) IPsec
6 2 (0.86%) NAS
6 2 (0.86%) OSPF
6 2 (0.86%) SAN
6 2 (0.86%) Wireless
7 1 (0.43%) DMVPN
7 1 (0.43%) F5 BIG-IP LTM
7 1 (0.43%) NetScaler
Database & Business Intelligence
1 33 (14.22%) NoSQL
2 28 (12.07%) Redis
3 15 (6.47%) MongoDB
3 15 (6.47%) MySQL
4 12 (5.17%) PostgreSQL
5 11 (4.74%) Big Data
6 10 (4.31%) SQL Server
7 8 (3.45%) Apache Cassandra
8 7 (3.02%) Relational Database
9 5 (2.16%) Amazon DynamoDB
9 5 (2.16%) Couchbase
10 4 (1.72%) Blockchain
11 3 (1.29%) Amazon Redshift
11 3 (1.29%) Hadoop
11 3 (1.29%) OpenTSDB
11 3 (1.29%) Parquet
12 1 (0.43%) Amazon RDS
12 1 (0.43%) TokuMX
Development Applications
1 158 (68.10%) Jenkins
2 125 (53.88%) Atlassian Bamboo
3 95 (40.95%) Git (software)
4 90 (38.79%) Vagrant
5 68 (29.31%) TeamCity
6 62 (26.72%) Subversion
7 54 (23.28%) Octopus Deploy
8 50 (21.55%) Travis CI
9 48 (20.69%) Hudson
10 37 (15.95%) GitLab
11 33 (14.22%) GoCD
12 28 (12.07%) JIRA
12 28 (12.07%) Team Foundation Server
13 26 (11.21%) ClearCase
13 26 (11.21%) HP UFT
13 26 (11.21%) Selenium
14 11 (4.74%) Artifactory
14 11 (4.74%) Sonatype Nexus
15 7 (3.02%) Maven
16 4 (1.72%) Protractor
General
1 14 (6.03%) Finance
2 10 (4.31%) Games
3 4 (1.72%) Telecoms
4 3 (1.29%) Banking
5 1 (0.43%) Electronics
5 1 (0.43%) Manufacturing
5 1 (0.43%) Marketing
Job Titles
1 102 (43.97%) DevOps Engineer
2 41 (17.67%) Platform Engineer
3 32 (13.79%) Developer
4 27 (11.64%) AWS DevOps
4 27 (11.64%) Consultant
5 26 (11.21%) Automation Consultant
5 26 (11.21%) IT Consultant
6 24 (10.34%) .NET Developer
7 21 (9.05%) Senior DevOps
8 20 (8.62%) Senior DevOps Engineer
9 15 (6.47%) Senior Developer
10 13 (5.60%) Senior .NET Developer
11 11 (4.74%) Software Engineer
12 9 (3.88%) AWS Engineer
12 9 (3.88%) C# Developer
13 8 (3.45%) Junior
13 8 (3.45%) Linux Engineer
14 7 (3.02%) Administrator
14 7 (3.02%) Automation Engineer
14 7 (3.02%) Graduate
Libraries, Frameworks & Software Standards
1 82 (35.34%) Elastic Stack
2 41 (17.67%) RabbitMQ
3 35 (15.09%) .NET
4 30 (12.93%) AngularJS
5 29 (12.50%) Sensu
6 14 (6.03%) CSS
6 14 (6.03%) HTML
6 14 (6.03%) Kafka
7 11 (4.74%) .NET Core
8 10 (4.31%) React
9 5 (2.16%) Spring
10 4 (1.72%) HTML5
10 4 (1.72%) LAMP
10 4 (1.72%) LDAP
10 4 (1.72%) LEMP Stack
10 4 (1.72%) REST
10 4 (1.72%) Spring Boot
11 3 (1.29%) Apache Thrift
11 3 (1.29%) ASP.NET
11 3 (1.29%) PostGIS
Miscellaneous
1 54 (23.28%) Distributed Denial-of-Service
2 17 (7.33%) Public Cloud
3 12 (5.17%) Analytical Skills
4 9 (3.88%) Data Centre
5 8 (3.45%) Online Gambling
6 6 (2.59%) Algorithms
6 6 (2.59%) Blog
6 6 (2.59%) Data Structures
7 5 (2.16%) NHS
8 4 (1.72%) User Experience
9 3 (1.29%) Mainframe
9 3 (1.29%) Self-Motivation
10 2 (0.86%) Fintech
10 2 (0.86%) Private Cloud
11 1 (0.43%) Cloud Native
11 1 (0.43%) Hybrid Cloud
11 1 (0.43%) Management Information System
11 1 (0.43%) Mobile App
Operating Systems
1 144 (62.07%) Linux
2 49 (21.12%) Windows
3 42 (18.10%) Red Hat Enterprise Linux
4 37 (15.95%) Unix
5 34 (14.66%) CentOS
6 26 (11.21%) CoreOS
7 4 (1.72%) Ubuntu
8 3 (1.29%) Mac OS
8 3 (1.29%) SmartOS
8 3 (1.29%) VMS
8 3 (1.29%) Windows Server
9 2 (0.86%) Debian
Processes & Methodologies
1 201 (86.64%) DevOps
2 132 (56.90%) Continuous Integration
3 125 (53.88%) Configuration Management
4 106 (45.69%) Agile Software Development
5 105 (45.26%) Microservices
6 97 (41.81%) Open Source
7 89 (38.36%) Load Balancing
8 73 (31.47%) High Availability
9 72 (31.03%) IT Strategy
10 71 (30.60%) User-Centered Design (UCD)
11 69 (29.74%) Continuous Delivery
12 54 (23.28%) SIEM
13 45 (19.40%) Decision-Making
14 42 (18.10%) Mentoring
15 37 (15.95%) Mathematics
16 30 (12.93%) SDLC
17 29 (12.50%) Process Improvement
18 28 (12.07%) Problem-Solving
19 25 (10.78%) E-Procurement
20 23 (9.91%) Software Engineering
Programming Languages
1 174 (75.00%) Python
2 119 (51.29%) Ruby
3 89 (38.36%) Java
4 69 (29.74%) Go
5 49 (21.12%) SQL
6 38 (16.38%) C#
7 37 (15.95%) Bash Shell
8 35 (15.09%) PowerShell
9 16 (6.90%) JavaScript
9 16 (6.90%) TypeScript
10 11 (4.74%) Perl
11 8 (3.45%) Groovy
12 6 (2.59%) C
12 6 (2.59%) C++
13 4 (1.72%) Java 8
13 4 (1.72%) PHP
13 4 (1.72%) PL/SQL
14 3 (1.29%) CoffeeScript
14 3 (1.29%) F#
14 3 (1.29%) Scala
Qualifications
1 35 (15.09%) RHCE
1 35 (15.09%) RHCSA
2 26 (11.21%) AWS Certification
3 23 (9.91%) Degree
4 11 (4.74%) Computer Science Degree
5 5 (2.16%) Security Cleared
Quality Assurance & Compliance
1 5 (2.16%) QA
System Software
1 176 (75.86%) Docker
2 6 (2.59%) VMware Infrastructure
2 6 (2.59%) Xen
3 5 (2.16%) etcd
4 4 (1.72%) SkyDNS
5 3 (1.29%) Active Directory
5 3 (1.29%) HDFS
5 3 (1.29%) Hyper-V
5 3 (1.29%) iptables
5 3 (1.29%) VirtualBox
5 3 (1.29%) VMware ESXi
6 2 (0.86%) KVM
6 2 (0.86%) oVirt
6 2 (0.86%) Virtual Machines
7 1 (0.43%) Apache ZooKeeper
7 1 (0.43%) Gluster
7 1 (0.43%) LXC
7 1 (0.43%) NFS
7 1 (0.43%) Varnish
Systems Management
1 172 (74.14%) Ansible
1 172 (74.14%) Puppet
2 128 (55.17%) Opscode Chef
3 120 (51.72%) Terraform
4 113 (48.71%) Kubernetes
5 108 (46.55%) Grafana
5 108 (46.55%) Nagios
6 99 (42.67%) Consul
7 92 (39.66%) Packer
8 75 (32.33%) Docker Swarm
9 70 (30.17%) Salt
10 63 (27.16%) Opsview
11 62 (26.72%) ZABBIX
12 59 (25.43%) Prometheus
13 26 (11.21%) Automic
14 19 (8.19%) logstash
15 18 (7.76%) Kibana
16 16 (6.90%) HAProxy
17 12 (5.17%) rkt
18 11 (4.74%) Icinga
Vendors
1 47 (20.26%) Microsoft
2 44 (18.97%) Google
3 43 (18.53%) Red Hat
4 26 (11.21%) AppDynamics
4 26 (11.21%) XebiaLabs
5 17 (7.33%) VMware
6 12 (5.17%) Splunk
7 6 (2.59%) comScore
7 6 (2.59%) New Relic
8 4 (1.72%) EMC
8 4 (1.72%) NetApp
9 3 (1.29%) Centreon
9 3 (1.29%) Dynatrace
9 3 (1.29%) MKS
10 2 (0.86%) Cisco
10 2 (0.86%) Rackspace
10 2 (0.86%) SaltStack
10 2 (0.86%) SolarWinds
11 1 (0.43%) CheckPoint
11 1 (0.43%) Symantec