Period
to 19 November 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 19 November 2018 with a comparison to the same period in the previous 2 years.

Terraform
UK > England
6 months to
19 Nov 2018
Same period 2017 Same period 2016
Rank 219 414 861
Rank change year-on-year +195 +447 +390
Permanent jobs citing Terraform 2,433 1,263 349
As % of all permanent IT jobs advertised in England 1.61% 0.76% 0.20%
As % of the Systems Management category 14.71% 8.47% 2.17%
Number of salaries quoted 1,901 1,074 288
England median annual salary £65,000 £65,000 £62,500
Median salary % change year-on-year - +4.00% +25.00%
10th Percentile £43,750 £45,000 £46,250
90th Percentile £92,500 £88,375 £81,625
UK median annual salary £65,000 £65,000 £62,500
% change year-on-year - +4.00% +25.00%

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 16,545 14,910 16,046
As % of all permanent IT jobs advertised in England 10.97% 8.92% 9.01%
Number of salaries quoted 13,128 12,349 13,100
England median annual salary £55,000 £54,000 £50,000
Median salary % change year-on-year +1.85% +8.00% -
10th Percentile £32,250 £31,250 £31,250
90th Percentile £86,250 £82,500 £78,750
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

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 19 November 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 19 November 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 +158 1,549 £72,500 +3.57% 303
North of England +180 375 £55,000 +4.76% 60
South East +72 262 £60,000 - 55
North West +114 182 £55,000 +4.76% 34
Yorkshire +131 178 £55,000 +4.76% 23
Midlands +54 107 £55,000 - 36
West Midlands +63 82 £52,500 -6.67% 24
East of England +64 63 £63,750 +24.39% 25
South West +17 56 £62,000 +24.00% 31
East Midlands +7 24 £71,250 +35.71% 12
North East -7 15 £53,750 +7.50% 3
Terraform
UK

For the 6 months to 19 November 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 1,863 (76.57%) DevOps
2 1,790 (73.57%) Amazon AWS
3 1,482 (60.91%) Docker
4 1,321 (54.30%) Ansible
5 1,223 (50.27%) Linux
6 1,150 (47.27%) Python
7 1,147 (47.14%) Kubernetes
8 1,111 (45.66%) Agile Software Development
9 1,080 (44.39%) Jenkins
10 1,061 (43.61%) Puppet
11 941 (38.68%) Microsoft Azure
12 860 (35.35%) Opscode Chef
13 773 (31.77%) Java
14 695 (28.57%) Continuous Integration
15 663 (27.25%) Configuration Management
16 615 (25.28%) Git (software)
17 580 (23.84%) Microservices
18 467 (19.19%) Google Cloud Platform
19 465 (19.11%) Ruby
20 464 (19.07%) Bash Shell
21 454 (18.66%) AWS CloudFormation
22 451 (18.54%) Software Engineering
23 415 (17.06%) Windows
24 403 (16.56%) Open Source
25 402 (16.52%) SQL
26 376 (15.45%) Go
27 358 (14.71%) Atlassian Bamboo
28 352 (14.47%) Finance
29 341 (14.02%) PowerShell
30 325 (13.36%) Continuous Delivery

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
1 181 (7.44%) Elasticsearch
2 128 (5.26%) Apache
3 107 (4.40%) Apache Spark
4 103 (4.23%) OpenStack
5 96 (3.95%) nginx
6 80 (3.29%) Confluence
7 77 (3.16%) Tomcat
8 39 (1.60%) Adobe Experience Manager
9 29 (1.19%) Apache Solr
10 22 (0.90%) IIS
11 16 (0.66%) Cloud Foundry
12 15 (0.62%) WebLogic
13 14 (0.58%) JBoss
14 10 (0.41%) Jetty
15 9 (0.37%) CloudStack
15 9 (0.37%) SharePoint
16 8 (0.33%) Apache Pig
16 8 (0.33%) Ethereum
17 7 (0.29%) Apache Airflow
18 5 (0.21%) Skype for Business
Applications
1 8 (0.33%) Microsoft Excel
2 6 (0.25%) Mingle
3 5 (0.21%) HipChat
3 5 (0.21%) Microsoft PowerPoint
4 4 (0.16%) Chatbot
Business Applications
1 25 (1.03%) Payment Gateway
2 9 (0.37%) Distributed Ledger
3 5 (0.21%) Eagle PACE
3 5 (0.21%) Front Arena
3 5 (0.21%) Remedy ITSM
3 5 (0.21%) thinkFolio
4 4 (0.16%) Magento
5 2 (0.082%) Quorum
5 2 (0.082%) Salesforce.com CRM
5 2 (0.082%) SAP Business One
6 1 (0.041%) Oracle EBS
6 1 (0.041%) SAP Hybris
6 1 (0.041%) Siebel CRM
Cloud Services
1 1,790 (73.57%) Amazon AWS
2 941 (38.68%) Microsoft Azure
3 467 (19.19%) Google Cloud Platform
4 454 (18.66%) AWS CloudFormation
5 201 (8.26%) Serverless
6 190 (7.81%) Amazon EC2
7 168 (6.91%) GitHub
8 162 (6.66%) Amazon S3
9 156 (6.41%) AWS Lambda
9 156 (6.41%) SaaS
10 133 (5.47%) PaaS
11 113 (4.64%) Cloud Computing
12 103 (4.23%) Virtual Private Cloud
13 97 (3.99%) IaaS
14 75 (3.08%) Amazon CloudWatch
15 74 (3.04%) OpenShift
16 52 (2.14%) Amazon ELB
17 46 (1.89%) CloudFront
17 46 (1.89%) Route 53
18 42 (1.73%) Azure Active Directory
Communications & Networking
1 196 (8.06%) Firewall
2 140 (5.75%) DNS
3 103 (4.23%) TCP/IP
4 101 (4.15%) VPN
5 47 (1.93%) Network Security
6 42 (1.73%) Internet
7 41 (1.69%) HTTP
7 41 (1.69%) WAN
8 38 (1.56%) SAN
9 34 (1.40%) LAN
10 29 (1.19%) BGP
11 25 (1.03%) SSL
12 23 (0.95%) Fibre Channel
12 23 (0.95%) VLAN
13 19 (0.78%) DHCP
14 18 (0.74%) OpenVPN
14 18 (0.74%) OSPF
15 17 (0.70%) Cisco ASA
16 14 (0.58%) OPNsense
17 13 (0.53%) OpenLDAP
Database & Business Intelligence
1 202 (8.30%) NoSQL
2 163 (6.70%) Amazon RDS
3 159 (6.54%) PostgreSQL
4 147 (6.04%) MongoDB
5 141 (5.80%) MySQL
6 135 (5.55%) Big Data
7 120 (4.93%) Redis
8 110 (4.52%) Amazon DynamoDB
9 105 (4.32%) SQL Server
10 96 (3.95%) Hadoop
11 85 (3.49%) Relational Database
12 84 (3.45%) Apache Cassandra
13 53 (2.18%) Azure SQL Database
14 37 (1.52%) Cosmos DB
15 35 (1.44%) Blockchain
16 32 (1.32%) Data Warehouse
17 31 (1.27%) Amazon Redshift
18 30 (1.23%) Neo4j
19 27 (1.11%) MariaDB
20 24 (0.99%) Oracle Database
Development Applications
1 1,080 (44.39%) Jenkins
2 615 (25.28%) Git (software)
3 358 (14.71%) Atlassian Bamboo
4 240 (9.86%) Vagrant
5 223 (9.17%) TeamCity
6 186 (7.64%) JIRA
7 175 (7.19%) Octopus Deploy
8 160 (6.58%) Maven
9 153 (6.29%) Subversion
10 126 (5.18%) GitLab
11 89 (3.66%) Hudson
12 77 (3.16%) Bitbucket
13 70 (2.88%) Travis CI
14 62 (2.55%) GoCD
15 59 (2.42%) Selenium
16 53 (2.18%) Team Foundation Server
17 52 (2.14%) Ant
18 48 (1.97%) Sonatype Nexus
19 47 (1.93%) Visual Studio
20 44 (1.81%) CircleCI
General
1 352 (14.47%) Finance
2 116 (4.77%) Retail
3 72 (2.96%) Banking
4 66 (2.71%) Games
5 57 (2.34%) Law
5 57 (2.34%) Marketing
6 28 (1.15%) Front Office
6 28 (1.15%) Publishing
7 26 (1.07%) Manufacturing
8 20 (0.82%) Telecoms
9 16 (0.66%) Advertising
10 15 (0.62%) Automotive
10 15 (0.62%) Electronics
11 7 (0.29%) Retail Banking
12 6 (0.25%) Back Office
12 6 (0.25%) Investment Banking
12 6 (0.25%) Multimedia
13 5 (0.21%) Financial Institution
14 3 (0.12%) Military
15 1 (0.041%) Billing
Job Titles
1 1,071 (44.02%) DevOps Engineer
2 357 (14.67%) Developer
3 284 (11.67%) AWS Engineer
4 264 (10.85%) Senior DevOps
5 250 (10.28%) AWS DevOps
6 212 (8.71%) Senior DevOps Engineer
7 182 (7.48%) AWS DevOps Engineer
8 180 (7.40%) Cloud Engineer
9 161 (6.62%) Java Developer
10 158 (6.49%) Linux Engineer
11 153 (6.29%) Linux/Unix DevOps
12 147 (6.04%) Architect
13 142 (5.84%) Platform Engineer
14 137 (5.63%) Lead DevOps
15 125 (5.14%) Consultant
16 121 (4.97%) Software Engineer
17 101 (4.15%) Infrastructure Engineer
17 101 (4.15%) Linux DevOps Engineer
18 100 (4.11%) Senior Developer
19 99 (4.07%) Lead DevOps Engineer
Libraries, Frameworks & Software Standards
1 322 (13.23%) Web Services
2 232 (9.54%) Elastic Stack
3 211 (8.67%) Node.js
4 160 (6.58%) Kafka
5 149 (6.12%) React
6 138 (5.67%) .NET
7 136 (5.59%) Spring
8 128 (5.26%) AngularJS
9 109 (4.48%) RESTful
10 104 (4.27%) Spring Boot
11 96 (3.95%) J2EE
12 95 (3.90%) HTML
13 91 (3.74%) CSS
14 86 (3.53%) RabbitMQ
15 81 (3.33%) REST
16 57 (2.34%) ASP.NET
17 51 (2.10%) LAMP
18 50 (2.06%) HTML5
19 46 (1.89%) LDAP
20 45 (1.85%) Akka
Miscellaneous
1 170 (6.99%) Public Cloud
2 151 (6.21%) Fintech
3 124 (5.10%) Computer Science
4 101 (4.15%) Greenfield Project
5 96 (3.95%) Linux Command Line
6 91 (3.74%) Analytical Skills
7 83 (3.41%) Hybrid Cloud
8 78 (3.21%) Data Centre
9 65 (2.67%) Self-Motivation
10 64 (2.63%) Distributed Denial-of-Service
11 52 (2.14%) User Experience
12 49 (2.01%) Enterprise Software
13 48 (1.97%) Cloud Native
14 47 (1.93%) Mobile App
15 38 (1.56%) Hedge funds
16 37 (1.52%) Private Cloud
17 35 (1.44%) Algorithms
18 34 (1.40%) Blog
19 29 (1.19%) Replication
20 26 (1.07%) Fixed Income
Operating Systems
1 1,223 (50.27%) Linux
2 415 (17.06%) Windows
3 242 (9.95%) CentOS
4 189 (7.77%) Unix
5 153 (6.29%) Red Hat Enterprise Linux
6 149 (6.12%) Ubuntu
7 115 (4.73%) Windows Server
8 71 (2.92%) Debian
9 35 (1.44%) Windows Server 2008
10 29 (1.19%) DC/OS
11 22 (0.90%) Android
12 19 (0.78%) Mesosphere
13 18 (0.74%) Apple iOS
13 18 (0.74%) VMS
14 17 (0.70%) Windows Server 2012
15 15 (0.62%) FreeBSD
16 14 (0.58%) Fedora
17 13 (0.53%) Solaris
18 10 (0.41%) CoreOS
19 9 (0.37%) Amazon Linux
Processes & Methodologies
1 1,863 (76.57%) DevOps
2 1,111 (45.66%) Agile Software Development
3 695 (28.57%) Continuous Integration
4 663 (27.25%) Configuration Management
5 580 (23.84%) Microservices
6 451 (18.54%) Software Engineering
7 403 (16.56%) Open Source
8 325 (13.36%) Continuous Delivery
9 272 (11.18%) Scrum
10 265 (10.89%) TDD
11 243 (9.99%) Test Automation
12 214 (8.80%) Deployment Automation
13 205 (8.43%) Continuous Deployment
14 202 (8.30%) Infrastructure Engineering
15 185 (7.60%) Load Balancing
16 179 (7.36%) Problem-Solving
17 177 (7.27%) High Availability
18 156 (6.41%) Mentoring
19 138 (5.67%) IT Strategy
20 132 (5.43%) Analytics
Programming Languages
1 1,150 (47.27%) Python
2 773 (31.77%) Java
3 465 (19.11%) Ruby
4 464 (19.07%) Bash Shell
5 402 (16.52%) SQL
6 376 (15.45%) Go
7 341 (14.02%) PowerShell
8 258 (10.60%) JavaScript
9 195 (8.01%) Perl
10 157 (6.45%) C#
11 151 (6.21%) PHP
12 137 (5.63%) Scala
13 92 (3.78%) Shell Script
14 67 (2.75%) Java 8
15 63 (2.59%) TypeScript
16 49 (2.01%) C++
17 45 (1.85%) C
18 40 (1.64%) R
19 34 (1.40%) Korn
19 34 (1.40%) PL/SQL
Qualifications
1 160 (6.58%) Degree
2 103 (4.23%) AWS Certification
3 65 (2.67%) Security Cleared
4 59 (2.42%) Computer Science Degree
5 43 (1.77%) SC Cleared
6 40 (1.64%) RHCSA
7 37 (1.52%) RHCE
8 27 (1.11%) ITIL Certification
9 15 (0.62%) Microsoft Certification
10 12 (0.49%) Cisco Certification
10 12 (0.49%) MCSE
10 12 (0.49%) VMware Certified Professional (VCP)
11 10 (0.41%) CCNP
11 10 (0.41%) DV Cleared
11 10 (0.41%) Numerate Degree
12 9 (0.37%) BPSS Clearance
13 8 (0.33%) CCIE
14 5 (0.21%) CISSP
14 5 (0.21%) ISEB
15 4 (0.16%) CCNA
Quality Assurance & Compliance
1 112 (4.60%) QA
2 24 (0.99%) GDPR
3 21 (0.86%) SLA
4 17 (0.70%) PCI DSS
5 12 (0.49%) Data Quality
6 8 (0.33%) ISO/IEC 20000
7 7 (0.29%) ISO/IEC 27001
8 5 (0.21%) Sarbanes-Oxley
9 1 (0.041%) SEPA
System Software
1 1,482 (60.91%) Docker
2 127 (5.22%) VMware Infrastructure
3 114 (4.69%) Active Directory
4 50 (2.06%) VirtualBox
5 42 (1.73%) Hyper-V
6 38 (1.56%) Virtual Machines
7 30 (1.23%) oVirt
8 27 (1.11%) RHEV
9 24 (0.99%) vSphere
10 23 (0.95%) KVM
10 23 (0.95%) VMware ESXi
11 21 (0.86%) Samba
12 20 (0.82%) pfSense
13 18 (0.74%) NFS
14 15 (0.62%) Xen
15 12 (0.49%) XenApp
15 12 (0.49%) XenDesktop
16 10 (0.41%) Apache ZooKeeper
17 7 (0.29%) LXC
17 7 (0.29%) Virtual Servers
Systems Management
1 1,321 (54.30%) Ansible
2 1,147 (47.14%) Kubernetes
3 1,061 (43.61%) Puppet
4 860 (35.35%) Opscode Chef
5 309 (12.70%) Packer
6 195 (8.01%) Docker Swarm
7 194 (7.97%) Consul
8 171 (7.03%) Grafana
9 169 (6.95%) Prometheus
10 153 (6.29%) Salt
11 131 (5.38%) ZABBIX
12 121 (4.97%) Graphite
13 119 (4.89%) Nagios
14 69 (2.84%) Kibana
15 66 (2.71%) Opsview
16 65 (2.67%) Mesos
16 65 (2.67%) Rancher
17 42 (1.73%) HAProxy
18 35 (1.44%) logstash
19 27 (1.11%) Rundeck
Vendors
1 322 (13.23%) Google
2 271 (11.14%) Microsoft
3 222 (9.12%) Red Hat
4 206 (8.47%) VMware
5 137 (5.63%) Oracle
6 107 (4.40%) Splunk
7 93 (3.82%) Atlassian
8 65 (2.67%) SaltStack
9 62 (2.55%) Cisco
10 58 (2.38%) New Relic
11 52 (2.14%) Citrix
12 39 (1.60%) Adobe
13 34 (1.40%) Databricks
14 29 (1.19%) RedGate
15 25 (1.03%) Delphix
15 25 (1.03%) ServiceNow
15 25 (1.03%) WorldPay
16 24 (0.99%) Cloudera
17 21 (0.86%) Hortonworks
17 21 (0.86%) SAP