Period
to 20 October 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 October 2018 with a comparison to the same period in the previous 2 years.

Graphite
UK > England
6 months to
20 Oct 2018
Same period 2017 Same period 2016
Rank 925 1038 1064
Rank change year-on-year +113 +26 -27
Permanent jobs citing Graphite 209 116 153
As % of all permanent IT jobs advertised in England 0.14% 0.071% 0.085%
As % of the Systems Management category 1.29% 0.79% 0.95%
Number of salaries quoted 95 88 122
England median annual salary £62,500 £57,500 £60,000
Median salary % change year-on-year +8.70% -4.17% +9.09%
10th Percentile £42,500 £33,750 £36,250
90th Percentile £78,750 £79,875 £75,000
UK median annual salary £62,500 £57,500 £60,000
% change year-on-year +8.70% -4.17% +9.09%

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 advertised in England with a requirement for systems management skills.

All Systems Management Skills
England
Permanent vacancies with a requirement for systems management skills 16,149 14,729 16,160
As % of all permanent IT jobs advertised in England 10.60% 9.00% 8.97%
Number of salaries quoted 12,875 12,158 13,214
England median annual salary £55,000 £53,000 £50,000
Median salary % change year-on-year +3.77% +6.00% -
10th Percentile £32,500 £31,250 £31,250
90th Percentile £86,250 £82,500 £77,500
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +2.04%

Graphite
Job Vacancy Trend in England

Job postings citing Graphite as a percentage of all IT jobs advertised in England.

Job vacancy trend for Graphite in England

Graphite
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Graphite in England.

Salary trend for Graphite in England

Graphite
Salary Histogram in England

The salary distribution of IT jobs citing Graphite in England over the 6 months to 20 October 2018.

Salary histogram for Graphite in England

Graphite
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Graphite within the England region over the 6 months to 20 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
London +58 103 £65,000 +13.04% 18
North of England +80 44 £65,000 +23.81% 4
North West +49 41 £65,000 - 2
East of England +24 26 £62,500 +47.06% 3
Midlands - 23 £57,500 - 6
West Midlands - 23 £57,500 - 6
South East +5 9 £62,500 -3.85% 5
South West - 4 £60,000 -
Yorkshire +17 3 £42,500 -19.05% 2
Graphite
UK

For the 6 months to 20 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 across the England region with a requirement for Graphite.

1 174 (83.25%) DevOps
2 160 (76.56%) Amazon AWS
2 160 (76.56%) Puppet
3 158 (75.60%) Docker
4 156 (74.64%) Microsoft Azure
5 155 (74.16%) Python
6 153 (73.21%) Ansible
7 141 (67.46%) Jenkins
8 139 (66.51%) Opscode Chef
9 121 (57.89%) Linux
10 118 (56.46%) Atlassian Bamboo
11 117 (55.98%) Configuration Management
12 116 (55.50%) Continuous Integration
13 113 (54.07%) Terraform
14 110 (52.63%) Nagios
15 107 (51.20%) Kubernetes
16 105 (50.24%) Ruby
17 104 (49.76%) Grafana
18 101 (48.33%) Agile Software Development
19 95 (45.45%) Java
20 93 (44.50%) Vagrant
21 91 (43.54%) Consul
22 90 (43.06%) Microservices
23 88 (42.11%) Open Source
24 84 (40.19%) Packer
25 80 (38.28%) Load Balancing
25 80 (38.28%) Firewall
26 77 (36.84%) Go
27 76 (36.36%) Salt
28 75 (35.89%) Docker Swarm

Graphite
Co-occurring IT Skills in England 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 (19.14%) Elasticsearch
2 13 (6.22%) OpenStack
3 9 (4.31%) Apache
4 6 (2.87%) nginx
5 3 (1.44%) Apache Spark
5 3 (1.44%) IIS
6 1 (0.48%) Skype for Business
6 1 (0.48%) Tomcat
Applications
1 1 (0.48%) Snapchat
Cloud Services
1 160 (76.56%) Amazon AWS
2 156 (74.64%) Microsoft Azure
3 62 (29.67%) Google Cloud Platform
4 25 (11.96%) CloudBees
5 20 (9.57%) GitHub
6 17 (8.13%) Cloud Computing
7 15 (7.18%) IBM Cloud
8 6 (2.87%) AWS CloudFormation
9 4 (1.91%) AWS Lambda
9 4 (1.91%) Datadog
9 4 (1.91%) IaaS
9 4 (1.91%) Serverless
10 3 (1.44%) Amazon EMR
10 3 (1.44%) OpenShift
11 2 (0.96%) Amazon CloudWatch
11 2 (0.96%) Amazon EC2
11 2 (0.96%) Amazon Kinesis
11 2 (0.96%) Fastly
11 2 (0.96%) Heroku
11 2 (0.96%) NuGet
Communications & Networking
1 80 (38.28%) Firewall
2 68 (32.54%) VPN
3 8 (3.83%) TCP/IP
4 2 (0.96%) BGP
4 2 (0.96%) DHCP
4 2 (0.96%) DNS
4 2 (0.96%) LAN
4 2 (0.96%) NAS
4 2 (0.96%) SAN
5 1 (0.48%) AMQP
5 1 (0.48%) EIGRP
5 1 (0.48%) HTTP
5 1 (0.48%) IPsec
5 1 (0.48%) Network Security
5 1 (0.48%) OSPF
5 1 (0.48%) Reverse Proxy
5 1 (0.48%) Software-Defined Networking
5 1 (0.48%) SSH
5 1 (0.48%) VoIP
5 1 (0.48%) Wireless
Database & Business Intelligence
1 25 (11.96%) Redis
2 17 (8.13%) NoSQL
3 12 (5.74%) PostgreSQL
4 10 (4.78%) MySQL
4 10 (4.78%) SQL Server
5 9 (4.31%) MongoDB
6 7 (3.35%) Relational Database
7 5 (2.39%) Amazon DynamoDB
7 5 (2.39%) Big Data
8 4 (1.91%) Blockchain
9 3 (1.44%) Amazon Redshift
9 3 (1.44%) Apache Cassandra
9 3 (1.44%) Couchbase
9 3 (1.44%) Hadoop
9 3 (1.44%) OpenTSDB
9 3 (1.44%) Parquet
10 2 (0.96%) Neo4j
11 1 (0.48%) Amazon RDS
11 1 (0.48%) InfluxDB
11 1 (0.48%) TokuMX
Development Applications
1 141 (67.46%) Jenkins
2 118 (56.46%) Atlassian Bamboo
3 93 (44.50%) Vagrant
4 71 (33.97%) Git (software)
5 61 (29.19%) TeamCity
6 58 (27.75%) Hudson
7 53 (25.36%) Subversion
8 52 (24.88%) Octopus Deploy
9 50 (23.92%) Travis CI
10 27 (12.92%) JIRA
10 27 (12.92%) Team Foundation Server
11 26 (12.44%) GoCD
12 25 (11.96%) ClearCase
12 25 (11.96%) HP UFT
12 25 (11.96%) Selenium
13 17 (8.13%) GitLab
14 7 (3.35%) Protractor
15 3 (1.44%) Artifactory
15 3 (1.44%) Sonatype Nexus
16 2 (0.96%) CircleCI
General
1 16 (7.66%) Finance
2 9 (4.31%) Games
3 2 (0.96%) Telecoms
4 1 (0.48%) Banking
4 1 (0.48%) Electronics
4 1 (0.48%) Manufacturing
4 1 (0.48%) Marketing
Job Titles
1 91 (43.54%) DevOps Engineer
2 34 (16.27%) Developer
3 28 (13.40%) AWS DevOps
4 27 (12.92%) Platform Engineer
5 25 (11.96%) Automation Consultant
5 25 (11.96%) Consultant
5 25 (11.96%) IT Consultant
6 21 (10.05%) .NET Developer
7 18 (8.61%) Senior Developer
7 18 (8.61%) Senior DevOps
8 17 (8.13%) Senior DevOps Engineer
9 13 (6.22%) Senior .NET Developer
10 12 (5.74%) Linux Engineer
11 10 (4.78%) AWS Engineer
12 8 (3.83%) Automation Engineer
13 7 (3.35%) Java Developer
14 6 (2.87%) C# Developer
14 6 (2.87%) Kubernetes Engineer
14 6 (2.87%) Operations Engineer
15 5 (2.39%) AWS DevOps Engineer
Libraries, Frameworks & Software Standards
1 58 (27.75%) Elastic Stack
2 32 (15.31%) .NET
3 27 (12.92%) RabbitMQ
4 25 (11.96%) AngularJS
5 24 (11.48%) Sensu
6 14 (6.70%) Kafka
7 11 (5.26%) .NET Core
7 11 (5.26%) CSS
7 11 (5.26%) HTML
8 9 (4.31%) Spring
9 8 (3.83%) Spring Boot
10 7 (3.35%) HTML5
10 7 (3.35%) REST
11 4 (1.91%) React
12 3 (1.44%) Apache Thrift
12 3 (1.44%) ASP.NET MVC
12 3 (1.44%) ASP.NET Web API
12 3 (1.44%) Node.js
12 3 (1.44%) PostGIS
12 3 (1.44%) Samza
Miscellaneous
1 66 (31.58%) Distributed Denial-of-Service
2 18 (8.61%) Computer Science
2 18 (8.61%) Public Cloud
3 9 (4.31%) User Experience
4 8 (3.83%) Online Gambling
5 4 (1.91%) Analytical Skills
6 3 (1.44%) Data Centre
6 3 (1.44%) Fintech
6 3 (1.44%) NHS
7 2 (0.96%) Blog
7 2 (0.96%) Private Cloud
8 1 (0.48%) Algorithms
8 1 (0.48%) Cloud Native
8 1 (0.48%) Data Structures
8 1 (0.48%) Mainframe
8 1 (0.48%) Mobile App
8 1 (0.48%) Spread Betting
8 1 (0.48%) Virtual Team
Operating Systems
1 121 (57.89%) Linux
2 46 (22.01%) Windows
3 39 (18.66%) Unix
4 25 (11.96%) CoreOS
5 19 (9.09%) CentOS
5 19 (9.09%) Red Hat Enterprise Linux
6 4 (1.91%) Ubuntu
7 3 (1.44%) Debian
8 2 (0.96%) Android
8 2 (0.96%) Apple iOS
9 1 (0.48%) VMS
9 1 (0.48%) Windows Server
Processes & Methodologies
1 174 (83.25%) DevOps
2 117 (55.98%) Configuration Management
3 116 (55.50%) Continuous Integration
4 101 (48.33%) Agile Software Development
5 90 (43.06%) Microservices
6 88 (42.11%) Open Source
7 80 (38.28%) Load Balancing
8 72 (34.45%) High Availability
9 66 (31.58%) SIEM
10 59 (28.23%) IT Strategy
11 52 (24.88%) Continuous Delivery
12 47 (22.49%) Decision-Making
13 39 (18.66%) Mentoring
14 29 (13.88%) Mathematics
15 27 (12.92%) Deployment Automation
15 27 (12.92%) Process Improvement
16 26 (12.44%) SDLC
17 19 (9.09%) Continuous Deployment
17 19 (9.09%) Problem-Solving
17 19 (9.09%) Test Automation
Programming Languages
1 155 (74.16%) Python
2 105 (50.24%) Ruby
3 95 (45.45%) Java
4 77 (36.84%) Go
5 37 (17.70%) Bash Shell
6 34 (16.27%) PowerShell
7 33 (15.79%) C#
8 32 (15.31%) SQL
9 10 (4.78%) JavaScript
9 10 (4.78%) Perl
9 10 (4.78%) TypeScript
10 7 (3.35%) Java 8
10 7 (3.35%) PL/SQL
11 3 (1.44%) CoffeeScript
11 3 (1.44%) F#
11 3 (1.44%) PHP
11 3 (1.44%) Scala
12 1 (0.48%) C
12 1 (0.48%) C++
12 1 (0.48%) Groovy
Qualifications
1 31 (14.83%) RHCE
1 31 (14.83%) RHCSA
2 19 (9.09%) Degree
3 15 (7.18%) AWS Certification
4 9 (4.31%) Computer Science Degree
5 4 (1.91%) Security Cleared
Quality Assurance & Compliance
1 5 (2.39%) QA
System Software
1 158 (75.60%) Docker
2 7 (3.35%) VMware Infrastructure
3 5 (2.39%) Xen
4 3 (1.44%) etcd
4 3 (1.44%) HDFS
4 3 (1.44%) KVM
4 3 (1.44%) oVirt
5 2 (0.96%) SkyDNS
6 1 (0.48%) Active Directory
6 1 (0.48%) Apache ZooKeeper
6 1 (0.48%) Gluster
6 1 (0.48%) Hyper-V
6 1 (0.48%) iptables
6 1 (0.48%) LXC
6 1 (0.48%) NFS
6 1 (0.48%) Varnish
6 1 (0.48%) VirtualBox
6 1 (0.48%) VMware ESXi
6 1 (0.48%) VMware Workstation
Systems Management
1 160 (76.56%) Puppet
2 153 (73.21%) Ansible
3 139 (66.51%) Opscode Chef
4 113 (54.07%) Terraform
5 110 (52.63%) Nagios
6 107 (51.20%) Kubernetes
7 104 (49.76%) Grafana
8 91 (43.54%) Consul
9 84 (40.19%) Packer
10 76 (36.36%) Salt
11 75 (35.89%) Docker Swarm
12 72 (34.45%) Opsview
13 71 (33.97%) ZABBIX
14 45 (21.53%) Prometheus
15 25 (11.96%) Automic
16 22 (10.53%) logstash
17 16 (7.66%) Kibana
18 9 (4.31%) collectd
19 7 (3.35%) rkt
20 6 (2.87%) Graylog
Vendors
1 47 (22.49%) Google
2 40 (19.14%) Microsoft
3 38 (18.18%) Red Hat
4 25 (11.96%) AppDynamics
4 25 (11.96%) XebiaLabs
5 12 (5.74%) VMware
6 8 (3.83%) Splunk
7 6 (2.87%) New Relic
8 5 (2.39%) EMC
8 5 (2.39%) NetApp
9 2 (0.96%) Cisco
9 2 (0.96%) SaltStack
10 1 (0.48%) Centreon
10 1 (0.48%) CheckPoint
10 1 (0.48%) Citrix
10 1 (0.48%) comScore
10 1 (0.48%) Dynatrace
10 1 (0.48%) MKS
10 1 (0.48%) PagerDuty
10 1 (0.48%) SAP