Period
to 16 August 2017

The following table provides summary statistics for permanent job vacancies with a requirement for HBase skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited HBase over the 6 months to 16 August 2017 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
16 Aug 2017
Same period 2016 Same period 2015
Rank 728 800 824
Rank change year-on-year +72 +24 +109
Permanent jobs citing HBase 489 485 510
As % of all permanent IT jobs advertised in the UK 0.28% 0.24% 0.23%
As % of the Database & Business Intelligence category 0.90% 0.82% 0.74%
Number of salaries quoted 375 395 428
UK median annual salary £65,000 £62,500 £75,000
Median salary % change year-on-year +4.00% -16.67% +13.64%
10th Percentile £41,250 £42,500 £46,250
90th Percentile £100,500 £98,250 £100,000
UK excluding London median annual salary £57,500 £55,000 £50,750
% change year-on-year +4.55% +8.37% -7.73%

HBase is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
UK
Permanent job vacancies with a requirement for database and business intelligence skills 54300 59449 69004
As % of all permanent IT job vacancies advertised in the UK 30.73% 30.02% 31.76%
Number of salaries quoted 45181 50756 58239
UK median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +2.27%
10th Percentile £30,000 £28,750 £27,500
90th Percentile £77,500 £75,000 £72,500
UK excluding London median annual salary £42,500 £41,000 £40,000
% change year-on-year +3.66% +2.50% -

HBase
Job Vacancy Trend

Job postings citing HBase as a percentage of all IT jobs advertised.

Job vacancy trend for HBase in the UK

HBase
Salary Trend

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

Salary trend for HBase in the UK

HBase
Salary Histogram

The salary distribution of IT jobs citing HBase over the 6 months to 16 August 2017.

Salary histogram for HBase in the UK

HBase
Top 13 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing HBase within the UK over the 6 months to 16 August 2017. 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 +37 437 £65,000 +1.96% 50
London +23 273 £65,000 -13.33% 32
UK excluding London +48 193 £57,500 +4.55% 19
South East +93 89 £65,000 +8.33% 10
East of England +7 32 £50,000 - 4
Scotland +18 29 £80,000 +45.45%
North of England +16 28 £52,500 +13.51% 1
North West -16 18 £55,000 +15.79% 1
East Midlands +17 9 £50,000 -9.09% 2
Midlands -6 9 £50,000 -13.04% 2
Yorkshire +17 7 £40,000 -15.79%
South West -1 6 £46,250 +8.82% 1
North East +26 3 £70,000 +55.56%

For the 6 months to 16 August 2017, IT jobs citing HBase also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for HBase.

1 405 (82.82%) Big Data
2 377 (77.10%) Java
3 369 (75.46%) Hadoop
4 287 (58.69%) Apache Spark
5 236 (48.26%) Agile Software Development
6 223 (45.60%) NoSQL
7 222 (45.40%) Apache Hive
8 188 (38.45%) MongoDB
9 187 (38.24%) Apache Cassandra
10 183 (37.42%) Python
11 156 (31.90%) Linux
12 149 (30.47%) MapReduce
13 139 (28.43%) Kafka
14 137 (28.02%) SQL
15 122 (24.95%) HDFS
16 121 (24.74%) Web Services
17 119 (24.34%) Amazon AWS
18 116 (23.72%) Analytics
19 108 (22.09%) Scala
20 105 (21.47%) Spring
21 104 (21.27%) Apache Pig
22 97 (19.84%) Finance
23 88 (18.00%) TDD
24 83 (16.97%) Git (software)
25 80 (16.36%) Business Intelligence
26 78 (15.95%) Apache
27 76 (15.54%) ETL
28 73 (14.93%) Oracle
28 73 (14.93%) Jenkins
29 71 (14.52%) MySQL

HBase
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
1 287 (58.69%) Apache Spark
2 104 (21.27%) Apache Pig
3 78 (15.95%) Apache
4 55 (11.25%) SAS
5 46 (9.41%) Elasticsearch
6 38 (7.77%) Apache Solr
7 37 (7.57%) Tomcat
8 13 (2.66%) Jetty
9 11 (2.25%) Oracle SOA Suite
10 8 (1.64%) Oracle Workflow
11 7 (1.43%) Confluence
12 6 (1.23%) Apache Airflow
13 4 (0.82%) Cloud Foundry
13 4 (0.82%) GemFire
13 4 (0.82%) JBoss
14 3 (0.61%) OpenStack
15 2 (0.41%) GeoServer
15 2 (0.41%) nginx
15 2 (0.41%) WebLogic
15 2 (0.41%) WebSphere
Applications
1 10 (2.04%) SPSS
2 5 (1.02%) S-PLUS
2 5 (1.02%) Stata
3 4 (0.82%) Microsoft Excel
4 1 (0.20%) Gephi
4 1 (0.20%) Microsoft Office
4 1 (0.20%) Microsoft PowerPoint
Business Applications
1 8 (1.64%) Oracle BPM
1 8 (1.64%) SAP GRC
Cloud Services
1 119 (24.34%) Amazon AWS
2 59 (12.07%) Google Cloud Platform
3 51 (10.43%) Microsoft Azure
4 28 (5.73%) Cloud Computing
5 27 (5.52%) SaaS
6 11 (2.25%) GitHub
7 10 (2.04%) Amazon EMR
8 9 (1.84%) PaaS
9 7 (1.43%) Azure Data Factory
9 7 (1.43%) IaaS
10 4 (0.82%) Amazon EC2
11 3 (0.61%) AWS Lambda
11 3 (0.61%) Cortana Intelligence Suite
11 3 (0.61%) Loggly
11 3 (0.61%) Sumo Logic
12 2 (0.41%) Amazon S3
12 2 (0.41%) Azure Machine Learning
13 1 (0.20%) Amazon Kinesis
13 1 (0.20%) CloudBees
13 1 (0.20%) Heroku
Communications & Networking
1 22 (4.50%) Internet
2 16 (3.27%) Kerberos
3 12 (2.45%) SMPP
3 12 (2.45%) TCP/IP
4 9 (1.84%) LDAP
5 6 (1.23%) HTTP
6 5 (1.02%) SSL
7 4 (0.82%) DNS
7 4 (0.82%) Firewall
8 1 (0.20%) Network Security
8 1 (0.20%) OpenLDAP
8 1 (0.20%) VPN
Database & Business Intelligence
1 405 (82.82%) Big Data
2 369 (75.46%) Hadoop
3 223 (45.60%) NoSQL
4 222 (45.40%) Apache Hive
5 188 (38.45%) MongoDB
6 187 (38.24%) Apache Cassandra
7 71 (14.52%) MySQL
8 58 (11.86%) Impala
9 52 (10.63%) Relational Database
9 52 (10.63%) Sqoop
10 41 (8.38%) Data Warehouse
11 39 (7.98%) Data Mining
12 38 (7.77%) Pentaho
12 38 (7.77%) SQL Server
13 34 (6.95%) RDBMS
14 33 (6.75%) Neo4j
15 32 (6.54%) Redis
16 22 (4.50%) PostgreSQL
17 21 (4.29%) BigQuery
18 20 (4.09%) Amazon DynamoDB
Development Applications
1 83 (16.97%) Git (software)
2 73 (14.93%) Jenkins
3 48 (9.82%) JUnit
4 42 (8.59%) Maven
5 26 (5.32%) JIRA
6 21 (4.29%) Hamcrest
6 21 (4.29%) jMock
7 20 (4.09%) Mockito
7 20 (4.09%) Talend Open Studio
8 16 (3.27%) Gradle
8 16 (3.27%) Hudson
8 16 (3.27%) TestNG
9 14 (2.86%) Cucumber
10 12 (2.45%) Eclipse
11 11 (2.25%) Atlassian Bamboo
12 10 (2.04%) JMeter
12 10 (2.04%) Selenium
13 9 (1.84%) SoapUI
13 9 (1.84%) Vagrant
14 7 (1.43%) Subversion
General
1 97 (19.84%) Finance
2 35 (7.16%) Games
3 21 (4.29%) Retail
4 11 (2.25%) Banking
5 9 (1.84%) Telecoms
6 8 (1.64%) Legal
7 7 (1.43%) Marketing
8 3 (0.61%) Electronics
8 3 (0.61%) Investment Banking
8 3 (0.61%) Manufacturing
9 2 (0.41%) Front Office
10 1 (0.20%) Billing
10 1 (0.20%) Financial Institution
Job Titles
1 212 (43.35%) Developer
2 146 (29.86%) Java Developer
3 90 (18.40%) Data Engineer
4 64 (13.09%) Architect
5 60 (12.27%) Big Data Developer
6 58 (11.86%) Big Data Engineer
7 53 (10.84%) Data Architect
8 52 (10.63%) Java Engineer
9 38 (7.77%) Hadoop Engineer
10 37 (7.57%) Big Data Architect
11 33 (6.75%) Lead Developer
12 32 (6.54%) Lead Java Developer
13 30 (6.13%) Senior Developer
14 27 (5.52%) Data Scientist
15 25 (5.11%) NoSQL Developer
16 24 (4.91%) Hadoop Developer
17 22 (4.50%) MongoDB Developer
17 22 (4.50%) Senior Java Developer
18 21 (4.29%) AWS Engineer
19 20 (4.09%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 139 (28.43%) Kafka
2 121 (24.74%) Web Services
3 105 (21.47%) Spring
4 66 (13.50%) JSON
5 61 (12.47%) REST
6 47 (9.61%) RESTful
7 42 (8.59%) Spring Boot
8 33 (6.75%) ActiveMQ
8 33 (6.75%) Hibernate
8 33 (6.75%) XML
9 32 (6.54%) RabbitMQ
10 31 (6.34%) J2EE
11 27 (5.52%) Node.js
12 23 (4.70%) Apache Camel
12 23 (4.70%) JMS
12 23 (4.70%) SOAP
13 19 (3.89%) .NET
13 19 (3.89%) AngularJS
14 16 (3.27%) Dropwizard
14 16 (3.27%) Spring Cloud
Miscellaneous
1 71 (14.52%) Analytical Skills
2 67 (13.70%) Algorithms
3 57 (11.66%) Computer Science
4 56 (11.45%) Greenfield Project
5 44 (9.00%) Data Structures
6 31 (6.34%) Virtual Team
7 22 (4.50%) Fintech
8 16 (3.27%) Enterprise Software
9 15 (3.07%) Social Network
10 12 (2.45%) Social Media
11 11 (2.25%) Linux Command Line
12 10 (2.04%) Replication
13 9 (1.84%) Foreign Exchange (FX)
13 9 (1.84%) Reference Data
14 8 (1.64%) N-Tier
15 6 (1.23%) Clustering
15 6 (1.23%) Internet of Things
16 5 (1.02%) Taxonomies
17 4 (0.82%) Management Information System
18 3 (0.61%) Online Games
Operating Systems
1 156 (31.90%) Linux
2 39 (7.98%) Unix
3 14 (2.86%) Windows
4 6 (1.23%) Red Hat Enterprise Linux
5 3 (0.61%) CoreOS
6 2 (0.41%) Solaris
7 1 (0.20%) CentOS
7 1 (0.20%) Mesosphere
Processes & Methodologies
1 236 (48.26%) Agile Software Development
2 149 (30.47%) MapReduce
3 116 (23.72%) Analytics
4 88 (18.00%) TDD
5 80 (16.36%) Business Intelligence
6 76 (15.54%) ETL
7 66 (13.50%) Software Engineering
8 62 (12.68%) Microservices
9 61 (12.47%) Mentoring
9 61 (12.47%) Scrum
10 59 (12.07%) Machine Learning
11 57 (11.66%) Continuous Integration
12 54 (11.04%) Open Source
13 46 (9.41%) DevOps
14 44 (9.00%) Performance Tuning
14 44 (9.00%) Unit Testing
15 40 (8.18%) BDD
15 40 (8.18%) OOP
16 39 (7.98%) Kanban
17 38 (7.77%) Data Architecture
Programming Languages
1 377 (77.10%) Java
2 183 (37.42%) Python
3 137 (28.02%) SQL
4 108 (22.09%) Scala
5 43 (8.79%) R
6 38 (7.77%) JavaScript
7 27 (5.52%) C++
8 24 (4.91%) Perl
9 23 (4.70%) Bash Shell
10 22 (4.50%) Shell Script
11 20 (4.09%) C#
12 18 (3.68%) PHP
13 8 (1.64%) ABAP
13 8 (1.64%) C
13 8 (1.64%) MATLAB
14 7 (1.43%) HiveQL
15 6 (1.23%) Go
16 5 (1.02%) PL/SQL
16 5 (1.02%) Ruby
16 5 (1.02%) T-SQL
Qualifications
1 64 (13.09%) Degree
2 25 (5.11%) Computer Science Degree
3 16 (3.27%) CITP
3 16 (3.27%) Master's Degree
4 10 (2.04%) PhD
5 6 (1.23%) Security Cleared
6 3 (0.61%) DV Cleared
7 2 (0.41%) Numerate Degree
7 2 (0.41%) SC Cleared
8 1 (0.20%) AWS Certification
8 1 (0.20%) CCA
Quality Assurance & Compliance
1 44 (9.00%) QA
2 17 (3.48%) Data Quality
3 4 (0.82%) GCP
4 3 (0.61%) GDPR
5 2 (0.41%) SLA
System Software
1 122 (24.95%) HDFS
2 69 (14.11%) Docker
3 59 (12.07%) Apache Flume
4 29 (5.93%) Apache ZooKeeper
5 3 (0.61%) Active Directory
5 3 (0.61%) Oracle RAC
5 3 (0.61%) VirtualBox
5 3 (0.61%) VMware Infrastructure
6 2 (0.41%) Cronacle
7 1 (0.20%) KVM
7 1 (0.20%) Virtual Machines
7 1 (0.20%) Xen
Systems Management
1 35 (7.16%) Oozie
1 35 (7.16%) Puppet
2 32 (6.54%) Opscode Chef
3 31 (6.34%) Ansible
4 18 (3.68%) Hadoop YARN
4 18 (3.68%) Kubernetes
5 10 (2.04%) Ambari
6 9 (1.84%) logstash
7 8 (1.64%) ZABBIX
8 7 (1.43%) Nagios
8 7 (1.43%) Terraform
9 5 (1.02%) Salt
10 4 (0.82%) Capistrano
11 2 (0.41%) Control-M
12 1 (0.20%) Consul
12 1 (0.20%) Data Guard
12 1 (0.20%) Docker Swarm
12 1 (0.20%) Oracle RMAN
12 1 (0.20%) Packer
12 1 (0.20%) Rancher
Vendors
1 73 (14.93%) Oracle
2 67 (13.70%) Cloudera
3 59 (12.07%) Google
4 45 (9.20%) Hortonworks
5 32 (6.54%) MapR
5 32 (6.54%) Tableau
6 23 (4.70%) Informatica
7 22 (4.50%) SAP
8 20 (4.09%) Talend
9 17 (3.48%) Teradata
10 15 (3.07%) Microsoft
11 14 (2.86%) TIBCO
12 13 (2.66%) Splunk
13 11 (2.25%) Vertica
14 10 (2.04%) IBM
14 10 (2.04%) Netezza
15 8 (1.64%) Greenplum
15 8 (1.64%) Pega
16 7 (1.43%) New Relic
16 7 (1.43%) SaltStack