Period
to 16 July 2018

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Terraform skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Terraform over the 6 months to 16 July 2018 with a comparison to the same period in the previous 2 years.

Terraform
UK > England
6 months to
16 Jul 2018
Same period 2017 Same period 2016
Rank 235 541 1050
Rank change year-on-year +306 +509 +228
Permanent jobs citing Terraform 2,261 839 203
As % of all permanent IT jobs advertised in England 1.38% 0.50% 0.11%
As % of the Systems Management category 13.52% 5.59% 1.20%
Number of salaries quoted 1,858 663 153
England median annual salary £65,000 £65,000 £62,500
Median salary % change year-on-year - +4.00% +13.64%
10th Percentile £43,750 £46,500 £47,500
90th Percentile £94,125 £90,000 £77,000
UK median annual salary £65,000 £65,000 £62,500
% change year-on-year - +4.00% +13.64%

Terraform 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 16,728 15,009 16,936
As % of all permanent IT jobs advertised in England 10.18% 8.98% 8.85%
Number of salaries quoted 13,351 12,211 13,884
England median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +5.26%
10th Percentile £32,000 £30,138 £31,000
90th Percentile £85,000 £82,500 £75,000
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

Terraform
Job Vacancy Trend in England

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

Job vacancy trend for Terraform in England

Terraform
Salary Trend in England

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

Salary trend for Terraform in England

Terraform
Salary Histogram in England

The salary distribution of IT jobs citing Terraform in England over the 6 months to 16 July 2018.

Salary histogram for Terraform in England

Terraform
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Terraform within the England region over the 6 months to 16 July 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 +211 1,477 £70,000 - 216
North of England +207 311 £55,000 +10.00% 78
South East +136 224 £62,500 -3.85% 48
North West +107 159 £55,000 +10.00% 37
Yorkshire +123 123 £52,500 - 28
Midlands +68 113 £50,000 -11.11% 15
West Midlands +49 68 £50,000 -15.79% 13
East of England +45 65 £50,000 +5.26% 21
South West +36 61 £47,500 -20.83% 16
East Midlands +30 45 £50,000 -4.76% 2
North East +9 29 £56,250 +32.35% 13
Terraform
UK

For the 6 months to 16 July 2018, IT jobs citing Terraform 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 Terraform.

1 1,779 (78.68%) Amazon AWS
2 1,758 (77.75%) DevOps
3 1,418 (62.72%) Docker
4 1,233 (54.53%) Ansible
5 1,213 (53.65%) Linux
6 1,129 (49.93%) Python
7 1,095 (48.43%) Jenkins
8 1,078 (47.68%) Agile Software Development
9 1,020 (45.11%) Puppet
10 897 (39.67%) Kubernetes
11 895 (39.58%) Continuous Integration
12 874 (38.66%) Opscode Chef
13 862 (38.12%) Microsoft Azure
14 746 (32.99%) Java
15 663 (29.32%) Configuration Management
16 595 (26.32%) Microservices
17 512 (22.64%) Git (software)
18 501 (22.16%) Software Engineering
19 496 (21.94%) Ruby
20 469 (20.74%) Web Services
21 441 (19.50%) Bash Shell
22 413 (18.27%) Finance
23 404 (17.87%) Google Cloud Platform
24 402 (17.78%) Windows
25 395 (17.47%) AWS CloudFormation
26 360 (15.92%) Google
27 324 (14.33%) PowerShell
28 319 (14.11%) Scrum
29 309 (13.67%) Vagrant
30 305 (13.49%) Open Source

Terraform
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
1 195 (8.62%) Elasticsearch
2 134 (5.93%) Apache
3 118 (5.22%) OpenStack
4 103 (4.56%) nginx
5 83 (3.67%) Apache Spark
6 72 (3.18%) Tomcat
7 61 (2.70%) Confluence
8 46 (2.03%) Adobe Experience Manager
9 41 (1.81%) Apache Solr
10 25 (1.11%) IIS
10 25 (1.11%) Jetty
11 24 (1.06%) Oracle SOA Suite
12 23 (1.02%) CMS
13 19 (0.84%) Cloud Foundry
13 19 (0.84%) JBoss
14 12 (0.53%) CloudStack
14 12 (0.53%) WebLogic
15 11 (0.49%) Mule
15 11 (0.49%) Mule ESB
15 11 (0.49%) NServiceBus
Applications
1 7 (0.31%) Adobe Premiere
2 2 (0.088%) Mingle
3 1 (0.044%) HipChat
3 1 (0.044%) Microsoft Office
Business Applications
1 11 (0.49%) Payment Gateway
2 8 (0.35%) Distributed Ledger
3 7 (0.31%) Salesforce.com CRM
4 5 (0.22%) Eagle PACE
4 5 (0.22%) Front Arena
4 5 (0.22%) thinkFolio
5 2 (0.088%) Oracle EBS
6 1 (0.044%) Dynamics NAV
6 1 (0.044%) Magento
6 1 (0.044%) SAP Hybris
6 1 (0.044%) SAP S/4HANA
6 1 (0.044%) Siebel CRM
6 1 (0.044%) WebTrends
Cloud Services
1 1,779 (78.68%) Amazon AWS
2 862 (38.12%) Microsoft Azure
3 404 (17.87%) Google Cloud Platform
4 395 (17.47%) AWS CloudFormation
5 209 (9.24%) Amazon EC2
6 161 (7.12%) Amazon S3
7 156 (6.90%) Serverless
8 133 (5.88%) AWS Lambda
9 130 (5.75%) GitHub
10 118 (5.22%) SaaS
11 114 (5.04%) IaaS
12 101 (4.47%) PaaS
13 81 (3.58%) AWS Elastic Beanstalk
14 73 (3.23%) Amazon CloudWatch
15 72 (3.18%) Virtual Private Cloud
16 57 (2.52%) Cloud Computing
16 57 (2.52%) OpenShift
17 49 (2.17%) Route 53
18 48 (2.12%) Amazon ELB
19 46 (2.03%) Datadog
Communications & Networking
1 196 (8.67%) DNS
2 189 (8.36%) Firewall
3 117 (5.17%) TCP/IP
4 103 (4.56%) VPN
5 60 (2.65%) HTTP
5 60 (2.65%) Internet
6 54 (2.39%) Network Security
7 46 (2.03%) Cisco ASA
8 43 (1.90%) SSL
9 42 (1.86%) WAN
10 31 (1.37%) MPLS
10 31 (1.37%) VPLS
11 29 (1.28%) DHCP
11 29 (1.28%) NetScaler
12 27 (1.19%) Cisco ISE
12 27 (1.19%) Cisco Nexus
12 27 (1.19%) F5 BIG-IP GTM
12 27 (1.19%) F5 BIG-IP LTM
12 27 (1.19%) NX-OS
12 27 (1.19%) WLAN
Database & Business Intelligence
1 229 (10.13%) NoSQL
2 214 (9.46%) MySQL
3 192 (8.49%) PostgreSQL
4 173 (7.65%) MongoDB
5 150 (6.63%) Big Data
6 139 (6.15%) Redis
7 124 (5.48%) Apache Cassandra
8 117 (5.17%) SQL Server
9 112 (4.95%) Amazon RDS
10 110 (4.87%) Amazon DynamoDB
11 98 (4.33%) Hadoop
12 88 (3.89%) Relational Database
13 42 (1.86%) Amazon Redshift
13 42 (1.86%) Neo4j
14 30 (1.33%) Cosmos DB
15 29 (1.28%) InfluxDB
16 28 (1.24%) Blockchain
17 25 (1.11%) RDBMS
18 22 (0.97%) Apache Hive
19 19 (0.84%) Data Warehouse
Development Applications
1 1,095 (48.43%) Jenkins
2 512 (22.64%) Git (software)
3 309 (13.67%) Vagrant
4 294 (13.00%) Atlassian Bamboo
5 177 (7.83%) TeamCity
6 171 (7.56%) JIRA
7 140 (6.19%) Maven
8 137 (6.06%) Octopus Deploy
9 116 (5.13%) Hudson
10 100 (4.42%) Subversion
11 95 (4.20%) Selenium
12 94 (4.16%) GoCD
13 85 (3.76%) Bitbucket
14 59 (2.61%) Cucumber
15 56 (2.48%) Sonatype Nexus
16 51 (2.26%) Gradle
17 50 (2.21%) GitLab
18 41 (1.81%) JUnit
18 41 (1.81%) MSBuild
19 40 (1.77%) Team Foundation Server
General
1 413 (18.27%) Finance
2 155 (6.86%) Retail
3 85 (3.76%) Banking
4 80 (3.54%) Front Office
5 59 (2.61%) Games
6 49 (2.17%) Marketing
7 44 (1.95%) Publishing
8 43 (1.90%) Law
9 26 (1.15%) Advertising
10 25 (1.11%) Manufacturing
11 17 (0.75%) Telecoms
12 13 (0.57%) Electronics
12 13 (0.57%) Investment Banking
13 8 (0.35%) Pharmaceutical
14 5 (0.22%) Financial Institution
15 3 (0.13%) Retail Banking
16 2 (0.088%) Automotive
16 2 (0.088%) Music Industry
16 2 (0.088%) Online Betting
17 1 (0.044%) Military
Job Titles
1 1,021 (45.16%) DevOps Engineer
2 417 (18.44%) Developer
3 329 (14.55%) AWS Engineer
4 275 (12.16%) AWS DevOps
5 223 (9.86%) Cloud Engineer
5 223 (9.86%) Java Developer
6 206 (9.11%) AWS DevOps Engineer
7 193 (8.54%) Senior DevOps
8 174 (7.70%) Senior DevOps Engineer
9 171 (7.56%) Linux Engineer
10 159 (7.03%) Linux/Unix DevOps
11 145 (6.41%) Software Engineer
12 135 (5.97%) Linux DevOps Engineer
13 118 (5.22%) Java Engineer
14 115 (5.09%) AWS Developer
15 102 (4.51%) Lead DevOps
16 97 (4.29%) Architect
17 96 (4.25%) Developer/Software Engineer
18 89 (3.94%) Senior Developer
19 88 (3.89%) Platform Engineer
Libraries, Frameworks & Software Standards
1 469 (20.74%) Web Services
2 246 (10.88%) React
3 236 (10.44%) AngularJS
4 190 (8.40%) Node.js
5 182 (8.05%) Elastic Stack
6 167 (7.39%) J2EE
7 165 (7.30%) .NET
8 152 (6.72%) Kafka
9 137 (6.06%) Spring
10 127 (5.62%) RESTful
11 109 (4.82%) HTML
12 105 (4.64%) J2SE
13 102 (4.51%) REST
14 101 (4.47%) RabbitMQ
15 98 (4.33%) CSS
16 90 (3.98%) Spring Boot
17 72 (3.18%) Middleware
18 58 (2.57%) ASP.NET
19 55 (2.43%) HTML5
20 49 (2.17%) JSON
Miscellaneous
1 168 (7.43%) Public Cloud
2 162 (7.16%) Fintech
3 107 (4.73%) Greenfield Project
4 103 (4.56%) Analytical Skills
5 89 (3.94%) Computer Science
6 76 (3.36%) Linux Command Line
7 71 (3.14%) Hedge funds
8 70 (3.10%) Data Centre
9 54 (2.39%) Mobile App
10 48 (2.12%) User Experience
11 45 (1.99%) Self-Motivation
12 39 (1.72%) Robotics
13 38 (1.68%) Enterprise Software
13 38 (1.68%) Management Information System
14 36 (1.59%) Distributed Denial-of-Service
15 35 (1.55%) Private Cloud
16 34 (1.50%) Semantic Web
17 31 (1.37%) Hybrid Cloud
18 21 (0.93%) Replication
19 20 (0.88%) Blog
Operating Systems
1 1,213 (53.65%) Linux
2 402 (17.78%) Windows
3 199 (8.80%) Unix
4 123 (5.44%) CentOS
5 117 (5.17%) Ubuntu
6 112 (4.95%) Windows Server
7 86 (3.80%) Red Hat Enterprise Linux
8 42 (1.86%) Debian
9 29 (1.28%) Windows Server 2008
10 27 (1.19%) Windows Server 2012
11 17 (0.75%) DC/OS
12 16 (0.71%) Fedora
13 15 (0.66%) CoreOS
13 15 (0.66%) SUSE
14 10 (0.44%) Android
15 8 (0.35%) FreeBSD
16 4 (0.18%) Amazon Linux
17 3 (0.13%) Apple iOS
17 3 (0.13%) Mesosphere
17 3 (0.13%) SmartOS
Processes & Methodologies
1 1,758 (77.75%) DevOps
2 1,078 (47.68%) Agile Software Development
3 895 (39.58%) Continuous Integration
4 663 (29.32%) Configuration Management
5 595 (26.32%) Microservices
6 501 (22.16%) Software Engineering
7 319 (14.11%) Scrum
8 305 (13.49%) Open Source
9 278 (12.30%) Deployment Automation
10 274 (12.12%) Continuous Delivery
11 237 (10.48%) TDD
12 217 (9.60%) Continuous Deployment
13 215 (9.51%) Test Automation
14 185 (8.18%) Problem-Solving
15 155 (6.86%) Mentoring
16 147 (6.50%) Pair Programming
17 137 (6.06%) High Availability
18 136 (6.02%) Analytics
19 130 (5.75%) E-Commerce
20 127 (5.62%) Load Balancing
Programming Languages
1 1,129 (49.93%) Python
2 746 (32.99%) Java
3 496 (21.94%) Ruby
4 441 (19.50%) Bash Shell
5 324 (14.33%) PowerShell
6 277 (12.25%) SQL
7 276 (12.21%) Go
8 226 (10.00%) JavaScript
9 160 (7.08%) C#
10 156 (6.90%) Perl
11 135 (5.97%) PHP
12 119 (5.26%) Scala
13 81 (3.58%) Java 8
14 71 (3.14%) Shell Script
15 68 (3.01%) Groovy
16 63 (2.79%) R
17 39 (1.72%) Korn
18 38 (1.68%) C++
19 37 (1.64%) Bourne shell
19 37 (1.64%) Kotlin
Qualifications
1 101 (4.47%) AWS Certification
2 98 (4.33%) Degree
3 55 (2.43%) Security Cleared
4 28 (1.24%) CCNP
4 28 (1.24%) Cisco Certification
4 28 (1.24%) Computer Science Degree
5 27 (1.19%) CCIE
6 26 (1.15%) SC Cleared
7 19 (0.84%) Sun Certification
8 18 (0.80%) RHCE
9 13 (0.57%) RHCSA
10 10 (0.44%) Microsoft Certification
11 8 (0.35%) PhD
12 7 (0.31%) Master's Degree
12 7 (0.31%) MCSE
13 5 (0.22%) ITIL Certification
13 5 (0.22%) MCSA
14 3 (0.13%) BPSS Clearance
14 3 (0.13%) DBS Check
15 2 (0.088%) CCIE Security
Quality Assurance & Compliance
1 207 (9.16%) GCP
2 83 (3.67%) QA
3 21 (0.93%) PCI DSS
4 16 (0.71%) SLA
5 13 (0.57%) ISO/IEC 27001
6 9 (0.40%) GDPR
7 7 (0.31%) HIPAA
8 4 (0.18%) Data Quality
8 4 (0.18%) PA-DSS
8 4 (0.18%) PSD2
9 3 (0.13%) DICOM
9 3 (0.13%) HL7
10 1 (0.044%) ISO/IEC 20000
System Software
1 1,418 (62.72%) Docker
2 167 (7.39%) VMware Infrastructure
3 82 (3.63%) Active Directory
4 51 (2.26%) VirtualBox
5 33 (1.46%) vSphere
6 31 (1.37%) KVM
6 31 (1.37%) Virtual Machines
7 30 (1.33%) XenApp
7 30 (1.33%) XenDesktop
8 29 (1.28%) Hyper-V
9 27 (1.19%) oVirt
10 26 (1.15%) RHEV
11 25 (1.11%) VMware ESXi
12 23 (1.02%) Xen
13 21 (0.93%) Virtual Servers
14 19 (0.84%) Virtual Desktop
15 14 (0.62%) Samba
16 12 (0.53%) LXC
17 10 (0.44%) Apache Flume
17 10 (0.44%) NFS
Systems Management
1 1,233 (54.53%) Ansible
2 1,020 (45.11%) Puppet
3 897 (39.67%) Kubernetes
4 874 (38.66%) Opscode Chef
5 259 (11.46%) Packer
6 155 (6.86%) Nagios
7 141 (6.24%) Salt
8 136 (6.02%) Consul
9 129 (5.71%) Docker Swarm
10 94 (4.16%) ZABBIX
11 90 (3.98%) Grafana
11 90 (3.98%) Kibana
12 87 (3.85%) Prometheus
13 47 (2.08%) Graphite
13 47 (2.08%) logstash
13 47 (2.08%) Mesos
14 46 (2.03%) Rancher
15 36 (1.59%) Rundeck
16 34 (1.50%) Opsview
17 19 (0.84%) vRealize
Vendors
1 360 (15.92%) Google
2 250 (11.06%) VMware
3 220 (9.73%) Microsoft
4 134 (5.93%) Oracle
5 129 (5.71%) Red Hat
6 124 (5.48%) Splunk
7 101 (4.47%) New Relic
8 86 (3.80%) Cisco
9 73 (3.23%) Atlassian
10 62 (2.74%) F5
11 56 (2.48%) Citrix
12 55 (2.43%) SaltStack
13 54 (2.39%) Adobe
13 54 (2.39%) ServiceNow
14 52 (2.30%) AppDynamics
15 44 (1.95%) IBM
16 36 (1.59%) Blue Prism
17 34 (1.50%) WorldPay
18 32 (1.42%) Cloudera
18 32 (1.42%) Hortonworks