Period
to 21 August 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 21 August 2018 with a comparison to the same period in the previous 2 years.

Graphite
UK
6 months to
21 Aug 2018
Same period 2017 Same period 2016
Rank 970 1062 1113
Rank change year-on-year +92 +51 -73
Permanent jobs citing Graphite 188 138 167
As % of all permanent IT jobs advertised in the UK 0.11% 0.078% 0.085%
As % of the Systems Management category 1.07% 0.88% 0.95%
Number of salaries quoted 105 105 138
UK 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 £37,125
90th Percentile £75,000 £77,750 £82,500
UK excluding London median annual salary £55,000 £47,500 £55,000
% change year-on-year +15.79% -13.64% +22.91%

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 17,612 15,736 17,555
As % of all permanent IT jobs advertised in the UK 10.42% 8.93% 8.91%
Number of salaries quoted 14,021 12,714 14,276
UK median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +5.26%
10th Percentile £31,250 £30,750 £31,000
90th Percentile £85,000 £82,500 £76,250
UK excluding London median annual salary £47,500 £45,000 £44,000
% change year-on-year +5.56% +2.27% +3.53%

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 21 August 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 21 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
England +79 178 £55,000 -4.35% 25
UK excluding London +65 95 £55,000 +15.79% 14
London +17 90 £55,000 -4.35% 11
North of England +56 29 £55,000 +37.50% 2
West Midlands +56 27 £45,000 -
Midlands +33 27 £45,000 -
North West +39 24 £55,000 +57.14% 2
East of England +31 20 £50,000 -28.57% 11
Scotland -6 9 £35,000 -15.15%
South East -2 7 £55,000 -15.38%
Yorkshire +36 5 £60,000 +50.00%
South West +7 2 £75,000 +87.50% 1
Wales - 1 £55,000 -

For the 6 months to 21 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 with a requirement for Graphite.

1 136 (72.34%) Amazon AWS
2 135 (71.81%) DevOps
3 133 (70.74%) Python
4 128 (68.09%) Linux
4 128 (68.09%) Docker
5 127 (67.55%) Ansible
6 113 (60.11%) Jenkins
7 108 (57.45%) Puppet
8 106 (56.38%) Microsoft Azure
8 106 (56.38%) Opscode Chef
9 103 (54.79%) Nagios
10 95 (50.53%) Continuous Integration
11 80 (42.55%) Configuration Management
11 80 (42.55%) Java
12 79 (42.02%) Vagrant
13 77 (40.96%) Agile Software Development
14 73 (38.83%) Kubernetes
14 73 (38.83%) Terraform
15 72 (38.30%) Atlassian Bamboo
16 71 (37.77%) Grafana
17 63 (33.51%) Firewall
18 62 (32.98%) Ruby
19 60 (31.91%) Bash Shell
20 55 (29.26%) Packer
21 52 (27.66%) Salt
21 52 (27.66%) Microservices
22 51 (27.13%) Continuous Delivery
22 51 (27.13%) ZABBIX
22 51 (27.13%) Load Balancing
22 51 (27.13%) 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 50 (26.60%) Elasticsearch
2 10 (5.32%) OpenStack
3 8 (4.26%) Apache
4 5 (2.66%) nginx
5 3 (1.60%) IIS
6 2 (1.06%) Apache Spark
7 1 (0.53%) JBoss
7 1 (0.53%) Jetty
7 1 (0.53%) Tomcat
7 1 (0.53%) WebSphere
Cloud Services
1 136 (72.34%) Amazon AWS
2 106 (56.38%) Microsoft Azure
3 49 (26.06%) Google Cloud Platform
4 24 (12.77%) CloudBees
5 15 (7.98%) Amazon EC2
6 14 (7.45%) IaaS
7 13 (6.91%) AWS CloudFormation
8 12 (6.38%) AWS Lambda
8 12 (6.38%) CloudFront
8 12 (6.38%) Serverless
9 10 (5.32%) Amazon CloudWatch
9 10 (5.32%) SaaS
10 5 (2.66%) GitHub
10 5 (2.66%) IBM Cloud
11 4 (2.13%) Amazon Kinesis
11 4 (2.13%) Cloud Computing
11 4 (2.13%) Fastly
11 4 (2.13%) Heroku
12 3 (1.60%) Datadog
12 3 (1.60%) PaaS
Communications & Networking
1 63 (33.51%) Firewall
2 44 (23.40%) VPN
3 8 (4.26%) TCP/IP
4 3 (1.60%) Software-Defined Networking
4 3 (1.60%) Wireless
5 2 (1.06%) DHCP
5 2 (1.06%) DNS
5 2 (1.06%) NAS
5 2 (1.06%) Reverse Proxy
5 2 (1.06%) SAN
6 1 (0.53%) AMQP
6 1 (0.53%) BGP
6 1 (0.53%) EIGRP
6 1 (0.53%) LAN
6 1 (0.53%) OSPF
Database & Business Intelligence
1 29 (15.43%) MongoDB
2 18 (9.57%) Redis
3 15 (7.98%) SQL Server
4 12 (6.38%) Amazon RDS
5 9 (4.79%) Oracle Database
6 7 (3.72%) PostgreSQL
7 6 (3.19%) Amazon DynamoDB
8 5 (2.66%) MySQL
8 5 (2.66%) Relational Database
9 4 (2.13%) Data Warehouse
9 4 (2.13%) Neo4j
10 3 (1.60%) Big Data
10 3 (1.60%) Blockchain
11 2 (1.06%) Amazon Redshift
11 2 (1.06%) Couchbase
11 2 (1.06%) Hadoop
11 2 (1.06%) NoSQL
11 2 (1.06%) OpenTSDB
11 2 (1.06%) Parquet
12 1 (0.53%) InfluxDB
Development Applications
1 113 (60.11%) Jenkins
2 79 (42.02%) Vagrant
3 72 (38.30%) Atlassian Bamboo
4 50 (26.60%) Git (software)
5 49 (26.06%) TeamCity
6 45 (23.94%) GoCD
6 45 (23.94%) Subversion
7 38 (20.21%) Travis CI
8 36 (19.15%) Hudson
9 34 (18.09%) Octopus Deploy
10 27 (14.36%) Team Foundation Server
11 25 (13.30%) JIRA
12 24 (12.77%) ClearCase
12 24 (12.77%) HP UFT
12 24 (12.77%) Selenium
13 13 (6.91%) Sonatype Nexus
14 9 (4.79%) Artifactory
14 9 (4.79%) GitLab
14 9 (4.79%) Maven
15 7 (3.72%) Protractor
General
1 20 (10.64%) Finance
2 11 (5.85%) Games
3 1 (0.53%) Electronics
3 1 (0.53%) Manufacturing
3 1 (0.53%) Marketing
3 1 (0.53%) Telecoms
Job Titles
1 82 (43.62%) DevOps Engineer
2 31 (16.49%) Consultant
2 31 (16.49%) IT Consultant
3 28 (14.89%) Developer
3 28 (14.89%) Linux Engineer
4 24 (12.77%) Automation Consultant
5 17 (9.04%) AWS DevOps
5 17 (9.04%) AWS Engineer
6 16 (8.51%) .NET Developer
7 11 (5.85%) Infrastructure Engineer
8 10 (5.32%) Senior Developer
9 9 (4.79%) AWS DevOps Engineer
9 9 (4.79%) Linux DevOps Engineer
9 9 (4.79%) Linux/Unix DevOps
9 9 (4.79%) Senior DevOps
9 9 (4.79%) Senior DevOps Engineer
10 8 (4.26%) Junior
10 8 (4.26%) Kubernetes Engineer
10 8 (4.26%) Platform Engineer
11 7 (3.72%) Linux Support
Libraries, Frameworks & Software Standards
1 49 (26.06%) Elastic Stack
2 26 (13.83%) RabbitMQ
3 25 (13.30%) .NET
4 16 (8.51%) CSS
4 16 (8.51%) HTML
5 15 (7.98%) AngularJS
6 13 (6.91%) Sensu
7 11 (5.85%) REST
8 10 (5.32%) Web Services
9 9 (4.79%) Node.js
10 8 (4.26%) Spring
10 8 (4.26%) Spring Boot
11 7 (3.72%) HTML5
12 6 (3.19%) Kafka
13 4 (2.13%) .NET Core
13 4 (2.13%) GraphQL
13 4 (2.13%) Handlebars
13 4 (2.13%) Preactjs
13 4 (2.13%) Sass
13 4 (2.13%) VCL
Miscellaneous
1 43 (22.87%) Distributed Denial-of-Service
2 17 (9.04%) Computer Science
3 12 (6.38%) Analytical Skills
4 11 (5.85%) Public Cloud
4 11 (5.85%) User Experience
5 8 (4.26%) Data Centre
6 7 (3.72%) Online Gambling
7 3 (1.60%) Fintech
8 2 (1.06%) Private Cloud
8 2 (1.06%) Spread Betting
9 1 (0.53%) Algorithms
9 1 (0.53%) Blog
9 1 (0.53%) Cloud Native
9 1 (0.53%) GPGPU
9 1 (0.53%) Virtual Team
Operating Systems
1 128 (68.09%) Linux
2 51 (27.13%) Windows
3 45 (23.94%) Unix
4 24 (12.77%) CoreOS
5 15 (7.98%) Red Hat Enterprise Linux
6 6 (3.19%) Windows Server
7 4 (2.13%) Android
7 4 (2.13%) Apple iOS
7 4 (2.13%) CentOS
8 3 (1.60%) Ubuntu
9 2 (1.06%) Debian
10 1 (0.53%) Mac OS
10 1 (0.53%) Mac OS X
10 1 (0.53%) Solaris
Processes & Methodologies
1 135 (71.81%) DevOps
2 95 (50.53%) Continuous Integration
3 80 (42.55%) Configuration Management
4 77 (40.96%) Agile Software Development
5 52 (27.66%) Microservices
6 51 (27.13%) Continuous Delivery
6 51 (27.13%) Load Balancing
7 50 (26.60%) Open Source
8 49 (26.06%) High Availability
9 43 (22.87%) SIEM
10 29 (15.43%) Process Improvement
11 27 (14.36%) Decision-Making
12 25 (13.30%) Problem-Solving
13 24 (12.77%) IT Strategy
13 24 (12.77%) SDLC
14 20 (10.64%) Deployment Automation
14 20 (10.64%) Mathematics
15 17 (9.04%) Mentoring
16 16 (8.51%) Test Automation
17 15 (7.98%) Continuous Deployment
Programming Languages
1 133 (70.74%) Python
2 80 (42.55%) Java
3 62 (32.98%) Ruby
4 60 (31.91%) Bash Shell
5 50 (26.60%) Go
6 35 (18.62%) PowerShell
7 32 (17.02%) SQL
8 23 (12.23%) C#
9 16 (8.51%) JavaScript
10 12 (6.38%) Jython
11 9 (4.79%) Perl
12 8 (4.26%) TypeScript
13 7 (3.72%) Java 8
13 7 (3.72%) PL/SQL
14 5 (2.66%) PHP
15 4 (2.13%) C++
15 4 (2.13%) Groovy
16 3 (1.60%) Shell Script
17 2 (1.06%) F#
17 2 (1.06%) T-SQL
Qualifications
1 18 (9.57%) Degree
2 12 (6.38%) RHCE
2 12 (6.38%) RHCSA
3 10 (5.32%) Computer Science Degree
4 8 (4.26%) Master's Degree
5 4 (2.13%) AWS Certification
6 1 (0.53%) CCNA
6 1 (0.53%) Cisco Certification
Quality Assurance & Compliance
1 8 (4.26%) QA
2 6 (3.19%) GCP
System Software
1 128 (68.09%) Docker
2 20 (10.64%) VMware Infrastructure
3 16 (8.51%) Xen
4 5 (2.66%) Varnish
5 3 (1.60%) KVM
5 3 (1.60%) oVirt
6 2 (1.06%) HDFS
6 2 (1.06%) LXC
7 1 (0.53%) Apache ZooKeeper
7 1 (0.53%) etcd
7 1 (0.53%) OpenAM
7 1 (0.53%) VirtualBox
7 1 (0.53%) VMware Workstation
Systems Management
1 127 (67.55%) Ansible
2 108 (57.45%) Puppet
3 106 (56.38%) Opscode Chef
4 103 (54.79%) Nagios
5 73 (38.83%) Kubernetes
5 73 (38.83%) Terraform
6 71 (37.77%) Grafana
7 55 (29.26%) Packer
8 52 (27.66%) Salt
9 51 (27.13%) ZABBIX
10 50 (26.60%) Consul
11 47 (25.00%) Opsview
12 44 (23.40%) Docker Swarm
13 29 (15.43%) logstash
14 24 (12.77%) Automic
14 24 (12.77%) Kibana
15 19 (10.11%) Prometheus
16 15 (7.98%) HAProxy
17 14 (7.45%) Icinga
18 9 (4.79%) Graylog
Vendors
1 45 (23.94%) Google
2 35 (18.62%) VMware
3 24 (12.77%) AppDynamics
3 24 (12.77%) XebiaLabs
4 20 (10.64%) Red Hat
5 18 (9.57%) Microsoft
6 15 (7.98%) Splunk
7 11 (5.85%) Capita
8 9 (4.79%) Oracle
9 5 (2.66%) EMC
9 5 (2.66%) NetApp
9 5 (2.66%) New Relic
10 3 (1.60%) CheckPoint
10 3 (1.60%) Cisco
10 3 (1.60%) SolarWinds
11 2 (1.06%) SaltStack
12 1 (0.53%) SAP