Period
to 14 August 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 14 August 2018 with a comparison to the same period in the previous 2 years.

Graphite
UK > England
6 months to
14 Aug 2018
Same period 2017 Same period 2016
Rank 954 1055 1085
Rank change year-on-year +101 +30 -40
Permanent jobs citing Graphite 174 139 166
As % of all permanent IT jobs advertised in England 0.11% 0.083% 0.089%
As % of the Systems Management category 1.06% 0.93% 0.99%
Number of salaries quoted 98 107 138
England median annual salary £55,000 £57,500 £60,000
Median salary % change year-on-year -4.35% -4.17% +9.09%
10th Percentile £33,750 £33,750 £36,250
90th Percentile £75,000 £81,750 £82,500
UK median annual salary £55,000 £57,500 £60,000
% change year-on-year -4.35% -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 16,447 14,879 16,731
As % of all permanent IT jobs advertised in England 10.38% 8.94% 8.94%
Number of salaries quoted 13,179 12,133 13,759
England median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +4.17%
10th Percentile £32,000 £31,000 £31,250
90th Percentile £85,000 £82,500 £76,250
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

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 14 August 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 14 August 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 +12 91 £56,250 -2.17% 12
West Midlands +56 27 £45,000 - 1
Midlands +50 27 £45,000 - 1
North of England +47 27 £55,000 +37.50% 2
North West +24 21 £55,000 +57.14% 2
East of England +36 17 £37,500 -46.43% 9
South East -13 7 £55,000 -15.38%
Yorkshire +40 6 £60,000 +50.00%
South West +7 2 £75,000 +87.50% 1
Graphite
UK

For the 6 months to 14 August 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.

1 127 (72.99%) Amazon AWS
2 123 (70.69%) Python
3 118 (67.82%) Linux
3 118 (67.82%) DevOps
4 117 (67.24%) Ansible
5 115 (66.09%) Docker
6 105 (60.34%) Puppet
7 103 (59.20%) Opscode Chef
7 103 (59.20%) Jenkins
7 103 (59.20%) Nagios
8 101 (58.05%) Microsoft Azure
9 85 (48.85%) Continuous Integration
10 79 (45.40%) Java
11 77 (44.25%) Configuration Management
12 72 (41.38%) Agile Software Development
12 72 (41.38%) Kubernetes
13 70 (40.23%) Grafana
13 70 (40.23%) Vagrant
14 69 (39.66%) Atlassian Bamboo
15 63 (36.21%) Terraform
16 62 (35.63%) Bash Shell
17 59 (33.91%) Ruby
18 56 (32.18%) Firewall
19 52 (29.89%) Windows
20 51 (29.31%) ZABBIX
20 51 (29.31%) Salt
21 50 (28.74%) High Availability
21 50 (28.74%) Go
22 49 (28.16%) Open Source
22 49 (28.16%) Microservices

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 46 (26.44%) Elasticsearch
2 10 (5.75%) OpenStack
3 7 (4.02%) Apache
4 5 (2.87%) nginx
5 3 (1.72%) IIS
6 1 (0.57%) Apache Spark
Cloud Services
1 127 (72.99%) Amazon AWS
2 101 (58.05%) Microsoft Azure
3 47 (27.01%) Google Cloud Platform
4 24 (13.79%) CloudBees
5 17 (9.77%) Amazon EC2
6 16 (9.20%) IaaS
7 14 (8.05%) AWS CloudFormation
8 13 (7.47%) AWS Lambda
8 13 (7.47%) CloudFront
8 13 (7.47%) Serverless
9 11 (6.32%) Amazon CloudWatch
9 11 (6.32%) SaaS
10 6 (3.45%) Cloud Computing
11 5 (2.87%) GitHub
12 4 (2.30%) Amazon Kinesis
12 4 (2.30%) Fastly
12 4 (2.30%) Heroku
12 4 (2.30%) PaaS
13 3 (1.72%) Datadog
13 3 (1.72%) IBM Cloud
Communications & Networking
1 56 (32.18%) Firewall
2 44 (25.29%) VPN
3 8 (4.60%) TCP/IP
4 4 (2.30%) Software-Defined Networking
4 4 (2.30%) Wireless
5 3 (1.72%) DHCP
5 3 (1.72%) DNS
6 2 (1.15%) NAS
6 2 (1.15%) Reverse Proxy
6 2 (1.15%) SAN
7 1 (0.57%) AMQP
7 1 (0.57%) BGP
7 1 (0.57%) EIGRP
7 1 (0.57%) LAN
7 1 (0.57%) OSPF
Database & Business Intelligence
1 21 (12.07%) MongoDB
2 15 (8.62%) SQL Server
3 14 (8.05%) Redis
4 13 (7.47%) Amazon RDS
5 10 (5.75%) Oracle Database
6 6 (3.45%) PostgreSQL
7 5 (2.87%) Amazon DynamoDB
7 5 (2.87%) MySQL
8 4 (2.30%) Data Warehouse
8 4 (2.30%) Neo4j
8 4 (2.30%) Relational Database
9 3 (1.72%) Blockchain
10 2 (1.15%) Big Data
11 1 (0.57%) Amazon Redshift
11 1 (0.57%) Apache Cassandra
11 1 (0.57%) Couchbase
11 1 (0.57%) Hadoop
11 1 (0.57%) InfluxDB
11 1 (0.57%) NoSQL
11 1 (0.57%) OpenTSDB
Development Applications
1 103 (59.20%) Jenkins
2 70 (40.23%) Vagrant
3 69 (39.66%) Atlassian Bamboo
4 41 (23.56%) Git (software)
5 38 (21.84%) GoCD
5 38 (21.84%) TeamCity
6 36 (20.69%) Hudson
6 36 (20.69%) Travis CI
7 35 (20.11%) Subversion
8 31 (17.82%) Octopus Deploy
9 27 (15.52%) Team Foundation Server
10 25 (14.37%) JIRA
11 24 (13.79%) ClearCase
11 24 (13.79%) HP UFT
11 24 (13.79%) Selenium
12 7 (4.02%) Protractor
13 5 (2.87%) Sonatype Nexus
14 4 (2.30%) CircleCI
14 4 (2.30%) webpack
15 1 (0.57%) Apache Archiva
General
1 21 (12.07%) Finance
2 11 (6.32%) Games
3 1 (0.57%) Electronics
3 1 (0.57%) Manufacturing
3 1 (0.57%) Marketing
3 1 (0.57%) Telecoms
Job Titles
1 72 (41.38%) DevOps Engineer
2 32 (18.39%) Consultant
2 32 (18.39%) IT Consultant
3 29 (16.67%) Linux Engineer
4 24 (13.79%) Automation Consultant
5 23 (13.22%) Developer
6 18 (10.34%) AWS Engineer
7 15 (8.62%) AWS DevOps
8 11 (6.32%) .NET Developer
8 11 (6.32%) Infrastructure Engineer
9 9 (5.17%) AWS DevOps Engineer
9 9 (5.17%) Junior
9 9 (5.17%) Linux DevOps Engineer
9 9 (5.17%) Linux/Unix DevOps
10 8 (4.60%) IT Engineer
10 8 (4.60%) Kubernetes Engineer
10 8 (4.60%) Linux Consultant
10 8 (4.60%) Platform Engineer
10 8 (4.60%) Senior DevOps
10 8 (4.60%) Senior DevOps Engineer
Libraries, Frameworks & Software Standards
1 39 (22.41%) Elastic Stack
2 20 (11.49%) .NET
3 18 (10.34%) CSS
3 18 (10.34%) HTML
4 13 (7.47%) RabbitMQ
5 12 (6.90%) Web Services
6 11 (6.32%) REST
6 11 (6.32%) Sensu
7 10 (5.75%) AngularJS
8 9 (5.17%) Node.js
9 8 (4.60%) Spring
9 8 (4.60%) Spring Boot
10 7 (4.02%) HTML5
11 4 (2.30%) GraphQL
11 4 (2.30%) Handlebars
11 4 (2.30%) Preactjs
11 4 (2.30%) Sass
11 4 (2.30%) VCL
12 2 (1.15%) Akka.NET
12 2 (1.15%) React
Miscellaneous
1 43 (24.71%) Distributed Denial-of-Service
2 16 (9.20%) Computer Science
3 13 (7.47%) Analytical Skills
4 11 (6.32%) User Experience
5 10 (5.75%) Public Cloud
6 9 (5.17%) Data Centre
7 7 (4.02%) Online Gambling
8 3 (1.72%) Fintech
9 2 (1.15%) Algorithms
9 2 (1.15%) GPGPU
9 2 (1.15%) Private Cloud
9 2 (1.15%) Spread Betting
10 1 (0.57%) Blog
10 1 (0.57%) Cloud Native
10 1 (0.57%) Virtual Team
Operating Systems
1 118 (67.82%) Linux
2 52 (29.89%) Windows
3 45 (25.86%) Unix
4 24 (13.79%) CoreOS
5 7 (4.02%) Red Hat Enterprise Linux
5 7 (4.02%) Windows Server
6 4 (2.30%) Android
6 4 (2.30%) Apple iOS
6 4 (2.30%) CentOS
7 3 (1.72%) Ubuntu
8 2 (1.15%) Debian
8 2 (1.15%) Mac OS
8 2 (1.15%) Mac OS X
8 2 (1.15%) Solaris
Processes & Methodologies
1 118 (67.82%) DevOps
2 85 (48.85%) Continuous Integration
3 77 (44.25%) Configuration Management
4 72 (41.38%) Agile Software Development
5 50 (28.74%) High Availability
6 49 (28.16%) Microservices
6 49 (28.16%) Open Source
7 43 (24.71%) Continuous Delivery
7 43 (24.71%) Load Balancing
7 43 (24.71%) SIEM
8 29 (16.67%) Process Improvement
9 27 (15.52%) Decision-Making
10 26 (14.94%) Problem-Solving
11 24 (13.79%) IT Strategy
11 24 (13.79%) SDLC
12 20 (11.49%) Deployment Automation
13 17 (9.77%) Mathematics
14 14 (8.05%) Mentoring
15 13 (7.47%) Continuous Deployment
15 13 (7.47%) Virtual Environments
Programming Languages
1 123 (70.69%) Python
2 79 (45.40%) Java
3 62 (35.63%) Bash Shell
4 59 (33.91%) Ruby
5 50 (28.74%) Go
6 35 (20.11%) PowerShell
7 33 (18.97%) SQL
8 18 (10.34%) C#
9 17 (9.77%) JavaScript
10 13 (7.47%) Jython
11 9 (5.17%) Perl
12 7 (4.02%) Java 8
12 7 (4.02%) PL/SQL
12 7 (4.02%) TypeScript
13 5 (2.87%) PHP
14 4 (2.30%) C++
14 4 (2.30%) Groovy
14 4 (2.30%) Shell Script
15 2 (1.15%) T-SQL
16 1 (0.57%) F#
Qualifications
1 17 (9.77%) Degree
2 12 (6.90%) RHCE
2 12 (6.90%) RHCSA
3 9 (5.17%) Computer Science Degree
3 9 (5.17%) Master's Degree
4 4 (2.30%) AWS Certification
5 2 (1.15%) CCNA
5 2 (1.15%) Cisco Certification
Quality Assurance & Compliance
1 8 (4.60%) QA
2 4 (2.30%) GCP
System Software
1 115 (66.09%) Docker
2 21 (12.07%) VMware Infrastructure
3 18 (10.34%) Xen
4 5 (2.87%) Varnish
5 3 (1.72%) KVM
5 3 (1.72%) oVirt
6 2 (1.15%) LXC
7 1 (0.57%) Apache ZooKeeper
7 1 (0.57%) etcd
7 1 (0.57%) HDFS
7 1 (0.57%) VMware Workstation
Systems Management
1 117 (67.24%) Ansible
2 105 (60.34%) Puppet
3 103 (59.20%) Nagios
3 103 (59.20%) Opscode Chef
4 72 (41.38%) Kubernetes
5 70 (40.23%) Grafana
6 63 (36.21%) Terraform
7 51 (29.31%) Salt
7 51 (29.31%) ZABBIX
8 48 (27.59%) Consul
9 47 (27.01%) Opsview
9 47 (27.01%) Packer
10 44 (25.29%) Docker Swarm
11 30 (17.24%) logstash
12 25 (14.37%) Kibana
13 24 (13.79%) Automic
14 17 (9.77%) Prometheus
15 10 (5.75%) Graylog
16 9 (5.17%) collectd
17 7 (4.02%) HAProxy
Vendors
1 45 (25.86%) Google
2 28 (16.09%) VMware
3 24 (13.79%) AppDynamics
3 24 (13.79%) XebiaLabs
4 20 (11.49%) Red Hat
5 18 (10.34%) Microsoft
6 17 (9.77%) Splunk
7 11 (6.32%) Capita
8 10 (5.75%) Oracle
9 5 (2.87%) EMC
9 5 (2.87%) NetApp
10 4 (2.30%) CheckPoint
10 4 (2.30%) Cisco
10 4 (2.30%) New Relic
10 4 (2.30%) SolarWinds
11 2 (1.15%) SaltStack
12 1 (0.57%) SAP