Period
to 18 October 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 18 October 2017 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
18 Oct 2017
Same period 2016 Same period 2015
Rank 729 752 793
Rank change year-on-year +23 +41 +113
Permanent jobs citing HBase 464 502 566
As % of all permanent IT jobs advertised in the UK 0.27% 0.26% 0.26%
As % of the Database & Business Intelligence category 0.87% 0.88% 0.82%
Number of salaries quoted 376 404 468
UK median annual salary £65,000 £67,500 £72,500
Median salary % change year-on-year -3.70% -6.90% +7.41%
10th Percentile £37,500 £45,000 £45,000
90th Percentile £97,500 £95,000 £96,250
UK excluding London median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% -12.50%

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

All Database and Business Intelligence Skills
UK
Permanent vacancies with a requirement for database or business intelligence skills 53272 56785 68769
As % of all permanent IT jobs advertised in the UK 30.50% 29.62% 31.57%
Number of salaries quoted 43787 48331 58015
UK median annual salary £48,000 £47,500 £45,000
Median salary % change year-on-year +1.05% +5.56% -
10th Percentile £30,000 £28,750 £28,000
90th Percentile £77,500 £76,250 £73,750
UK excluding London median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% -

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 18 October 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 18 October 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 +47 426 £65,000 -3.70% 66
London -10 293 £67,500 -10.00% 42
UK excluding London +35 154 £57,500 +4.55% 25
South East +78 73 £60,000 - 16
East of England +27 31 £50,000 - 4
Scotland -14 21 £80,000 +45.45% 1
North of England +15 14 £47,500 -2.56% 4
North West +3 11 £45,000 +20.00% 3
Midlands +11 9 £50,000 -9.09%
East Midlands +46 7 £51,500 -8.44%
South West -8 6 £50,000 +6.38%
Yorkshire +17 3 £50,000 -6.98% 1
West Midlands +5 2 £42,250 -23.18%

For the 6 months to 18 October 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.

1 371 (79.96%) Java
2 347 (74.78%) Big Data
3 340 (73.28%) Hadoop
4 268 (57.76%) Apache Spark
5 222 (47.84%) Agile Software Development
6 194 (41.81%) NoSQL
7 192 (41.38%) Python
8 182 (39.22%) Apache Hive
9 181 (39.01%) Apache Cassandra
10 174 (37.50%) MongoDB
11 161 (34.70%) Linux
12 134 (28.88%) MapReduce
13 132 (28.45%) SQL
13 132 (28.45%) Web Services
14 129 (27.80%) Analytics
14 129 (27.80%) Scala
15 125 (26.94%) Amazon AWS
15 125 (26.94%) Kafka
16 114 (24.57%) HDFS
17 108 (23.28%) Finance
18 92 (19.83%) Apache Pig
19 91 (19.61%) Degree
20 88 (18.97%) Git (software)
20 88 (18.97%) Spring
20 88 (18.97%) Apache
20 88 (18.97%) Business Intelligence
21 84 (18.10%) Analytical Skills
22 80 (17.24%) Apache Flume
23 74 (15.95%) TDD
24 73 (15.73%) Cloudera

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
1 268 (57.76%) Apache Spark
2 92 (19.83%) Apache Pig
3 88 (18.97%) Apache
4 62 (13.36%) SAS
5 58 (12.50%) Elasticsearch
6 43 (9.27%) Tomcat
7 37 (7.97%) Apache Solr
8 16 (3.45%) Jetty
9 12 (2.59%) Apache Airflow
10 8 (1.72%) Oracle SOA Suite
11 7 (1.51%) Confluence
12 6 (1.29%) Oracle Workflow
13 5 (1.08%) GeoServer
14 4 (0.86%) JBoss
15 3 (0.65%) OpenStack
15 3 (0.65%) WebLogic
16 2 (0.43%) WebSphere
17 1 (0.22%) CMS
17 1 (0.22%) GemFire
17 1 (0.22%) Oracle Coherence
Applications
1 10 (2.16%) SPSS
2 4 (0.86%) S-PLUS
2 4 (0.86%) Stata
3 2 (0.43%) Microsoft Excel
Business Applications
1 6 (1.29%) Oracle BPM
1 6 (1.29%) SAP GRC
Cloud Services
1 125 (26.94%) Amazon AWS
2 52 (11.21%) Google Cloud Platform
3 46 (9.91%) Microsoft Azure
4 26 (5.60%) SaaS
5 24 (5.17%) Cloud Computing
6 18 (3.88%) Amazon EMR
7 10 (2.16%) Amazon EC2
8 6 (1.29%) Azure Data Factory
8 6 (1.29%) Azure Machine Learning
9 5 (1.08%) Amazon S3
9 5 (1.08%) AWS Lambda
9 5 (1.08%) IaaS
9 5 (1.08%) Serverless
10 4 (0.86%) GitHub
10 4 (0.86%) PaaS
11 3 (0.65%) AWS CloudFormation
11 3 (0.65%) Cortana Intelligence Suite
12 2 (0.43%) Loggly
12 2 (0.43%) Sumo Logic
12 2 (0.43%) Virtual Private Cloud
Communications & Networking
1 32 (6.90%) Internet
2 16 (3.45%) SMPP
2 16 (3.45%) TCP/IP
3 12 (2.59%) Kerberos
4 7 (1.51%) HTTP
5 5 (1.08%) LDAP
6 4 (0.86%) SSL
7 3 (0.65%) Firewall
8 2 (0.43%) DNS
9 1 (0.22%) Network Security
Database & Business Intelligence
1 347 (74.78%) Big Data
2 340 (73.28%) Hadoop
3 194 (41.81%) NoSQL
4 182 (39.22%) Apache Hive
5 181 (39.01%) Apache Cassandra
6 174 (37.50%) MongoDB
7 65 (14.01%) MySQL
8 58 (12.50%) Impala
9 55 (11.85%) Relational Database
10 54 (11.64%) Sqoop
11 51 (10.99%) Data Warehouse
12 38 (8.19%) RDBMS
13 37 (7.97%) Redis
14 32 (6.90%) SQL Server
15 28 (6.03%) Pentaho
16 27 (5.82%) Neo4j
17 25 (5.39%) Power BI
18 24 (5.17%) Data Mining
19 23 (4.96%) Amazon DynamoDB
20 22 (4.74%) QlikView
Development Applications
1 88 (18.97%) Git (software)
2 60 (12.93%) Jenkins
3 57 (12.28%) Maven
4 35 (7.54%) JUnit
5 33 (7.11%) JIRA
6 23 (4.96%) TestNG
7 22 (4.74%) Hamcrest
7 22 (4.74%) jMock
8 13 (2.80%) Atlassian Bamboo
8 13 (2.80%) Gradle
9 12 (2.59%) Cucumber
9 12 (2.59%) Mockito
9 12 (2.59%) Talend Open Studio
10 10 (2.16%) Eclipse
11 9 (1.94%) Gerrit
12 7 (1.51%) Selenium
13 6 (1.29%) IntelliJ
13 6 (1.29%) JMeter
13 6 (1.29%) SoapUI
14 5 (1.08%) NetBeans
General
1 108 (23.28%) Finance
2 27 (5.82%) Retail
3 22 (4.74%) Banking
4 20 (4.31%) Games
5 9 (1.94%) Marketing
5 9 (1.94%) Telecoms
6 8 (1.72%) Legal
7 6 (1.29%) Investment Banking
8 4 (0.86%) Advertising
8 4 (0.86%) Front Office
9 3 (0.65%) Electronics
9 3 (0.65%) Manufacturing
10 1 (0.22%) Automotive
10 1 (0.22%) Financial Institution
10 1 (0.22%) iGaming
10 1 (0.22%) Pharmaceutical
Job Titles
1 233 (50.22%) Developer
2 149 (32.11%) Java Developer
3 68 (14.66%) Big Data Developer
4 62 (13.36%) Data Engineer
5 55 (11.85%) Architect
6 46 (9.91%) Data Architect
7 45 (9.70%) Big Data Engineer
8 33 (7.11%) Senior Developer
9 32 (6.90%) Big Data Architect
10 29 (6.25%) Lead Developer
11 26 (5.60%) Senior Java Developer
12 24 (5.17%) Java Engineer
12 24 (5.17%) Lead Java Developer
13 23 (4.96%) Data Scientist
13 23 (4.96%) Hadoop Developer
14 20 (4.31%) NoSQL Developer
15 18 (3.88%) Software Engineer
16 16 (3.45%) Hadoop Engineer
17 15 (3.23%) Node.js Developer
18 13 (2.80%) Linux Developer
Libraries, Frameworks & Software Standards
1 132 (28.45%) Web Services
2 125 (26.94%) Kafka
3 88 (18.97%) Spring
4 71 (15.30%) REST
5 63 (13.58%) JSON
6 55 (11.85%) RESTful
7 49 (10.56%) Hibernate
8 41 (8.84%) Node.js
9 37 (7.97%) XML
10 33 (7.11%) RabbitMQ
11 29 (6.25%) Dropwizard
12 28 (6.03%) AngularJS
13 26 (5.60%) ActiveMQ
14 25 (5.39%) HTML
14 25 (5.39%) Spring Boot
15 24 (5.17%) SOAP
16 23 (4.96%) JMS
17 22 (4.74%) Spark Streaming
18 21 (4.53%) CSS
19 19 (4.09%) J2EE
Miscellaneous
1 84 (18.10%) Analytical Skills
2 71 (15.30%) Computer Science
3 46 (9.91%) Algorithms
4 45 (9.70%) Data Structures
5 36 (7.76%) Greenfield Project
6 19 (4.09%) Fintech
7 18 (3.88%) Social Network
8 13 (2.80%) Enterprise Software
9 10 (2.16%) Internet of Things
10 9 (1.94%) Virtual Team
11 8 (1.72%) Foreign Exchange (FX)
11 8 (1.72%) N-Tier
12 7 (1.51%) Reference Data
13 6 (1.29%) Taxonomies
14 5 (1.08%) Online Games
14 5 (1.08%) Replication
14 5 (1.08%) User Experience
15 4 (0.86%) Clustering
15 4 (0.86%) Linux Command Line
16 3 (0.65%) Management Information System
Operating Systems
1 161 (34.70%) Linux
2 33 (7.11%) Unix
3 20 (4.31%) Windows
4 2 (0.43%) CoreOS
4 2 (0.43%) Solaris
5 1 (0.22%) AIX
5 1 (0.22%) Red Hat Enterprise Linux
Processes & Methodologies
1 222 (47.84%) Agile Software Development
2 134 (28.88%) MapReduce
3 129 (27.80%) Analytics
4 88 (18.97%) Business Intelligence
5 74 (15.95%) TDD
6 70 (15.09%) Microservices
7 69 (14.87%) ETL
8 68 (14.66%) Software Engineering
9 66 (14.22%) Open Source
10 65 (14.01%) Continuous Integration
11 55 (11.85%) OO
12 54 (11.64%) Machine Learning
12 54 (11.64%) Scrum
13 50 (10.78%) Mentoring
14 47 (10.13%) Data Analytics
14 47 (10.13%) Data Architecture
14 47 (10.13%) Unit Testing
15 42 (9.05%) Visualisation
16 41 (8.84%) BDD
16 41 (8.84%) Multithreading
Programming Languages
1 371 (79.96%) Java
2 192 (41.38%) Python
3 132 (28.45%) SQL
4 129 (27.80%) Scala
5 53 (11.42%) JavaScript
6 52 (11.21%) R
7 28 (6.03%) C++
8 25 (5.39%) Bash Shell
9 19 (4.09%) C#
10 18 (3.88%) Perl
10 18 (3.88%) Shell Script
11 11 (2.37%) PHP
12 8 (1.72%) Go
13 7 (1.51%) HiveQL
14 6 (1.29%) ABAP
14 6 (1.29%) MATLAB
15 5 (1.08%) C
15 5 (1.08%) Ruby
15 5 (1.08%) T-SQL
16 4 (0.86%) PL/SQL
Qualifications
1 91 (19.61%) Degree
2 52 (11.21%) Computer Science Degree
3 12 (2.59%) CITP
4 9 (1.94%) Security Cleared
5 8 (1.72%) Numerate Degree
6 7 (1.51%) PhD
7 6 (1.29%) Master's Degree
8 5 (1.08%) MBA
9 4 (0.86%) DV Cleared
9 4 (0.86%) SC Cleared
10 1 (0.22%) CCA
10 1 (0.22%) CTC Cleared
Quality Assurance & Compliance
1 28 (6.03%) QA
2 25 (5.39%) Data Quality
3 5 (1.08%) GDPR
4 3 (0.65%) GCP
4 3 (0.65%) SLA
System Software
1 114 (24.57%) HDFS
2 80 (17.24%) Apache Flume
3 68 (14.66%) Docker
4 25 (5.39%) Apache ZooKeeper
5 3 (0.65%) Active Directory
6 2 (0.43%) VirtualBox
6 2 (0.43%) VMware Infrastructure
7 1 (0.22%) Cronacle
7 1 (0.22%) Oracle RAC
Systems Management
1 32 (6.90%) Oozie
2 27 (5.82%) Opscode Chef
3 24 (5.17%) Puppet
4 19 (4.09%) Kubernetes
5 17 (3.66%) Hadoop YARN
6 15 (3.23%) Ansible
7 9 (1.94%) Terraform
8 8 (1.72%) logstash
9 6 (1.29%) Nagios
10 5 (1.08%) Ambari
11 4 (0.86%) Salt
12 3 (0.65%) ZABBIX
13 1 (0.22%) Control-M
13 1 (0.22%) Data Guard
13 1 (0.22%) Mesos
13 1 (0.22%) Oracle RMAN
13 1 (0.22%) Prometheus
Vendors
1 73 (15.73%) Cloudera
2 67 (14.44%) Oracle
3 49 (10.56%) Google
4 42 (9.05%) Hortonworks
5 40 (8.62%) Tableau
6 24 (5.17%) MapR
7 20 (4.31%) SAP
8 18 (3.88%) Informatica
9 17 (3.66%) Microsoft
10 14 (3.02%) Teradata
10 14 (3.02%) TIBCO
11 13 (2.80%) IBM
12 12 (2.59%) Talend
13 11 (2.37%) Splunk
14 8 (1.72%) Vertica
15 7 (1.51%) Greenplum
15 7 (1.51%) Netezza
16 6 (1.29%) Pega
17 5 (1.08%) Alteryx
17 5 (1.08%) Cognos