Period
to 21 November 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 21 November 2017 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 748 728 791
Rank change year-on-year -20 +63 +152
Permanent jobs citing HBase 479 547 542
As % of all permanent IT jobs advertised in the UK 0.26% 0.29% 0.25%
As % of the Database & Business Intelligence category 0.87% 0.98% 0.79%
Number of salaries quoted 389 459 436
UK median annual salary £65,000 £70,000 £71,250
Median salary % change year-on-year -7.14% -1.75% +5.56%
10th Percentile £37,500 £45,000 £45,000
90th Percentile £97,500 £95,000 £95,000
UK excluding London median annual salary £57,500 £55,000 £60,000
% change year-on-year +4.55% -8.33% -

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 54745 56049 68490
As % of all permanent IT jobs advertised in the UK 30.26% 29.67% 31.51%
Number of salaries quoted 45083 47949 57675
UK median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +2.27%
10th Percentile £30,000 £29,000 £28,250
90th Percentile £77,500 £77,500 £75,000
UK excluding London median annual salary £42,500 £42,500 £40,000
% change year-on-year - +6.25% -

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 21 November 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 21 November 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 -1 460 £65,000 -7.14% 51
London +11 329 £70,000 -3.45% 34
UK excluding London -23 146 £57,500 +4.55% 17
South East +54 74 £60,000 - 10
East of England +17 33 £60,000 +20.00% 5
Scotland -34 16 £80,000 +45.45%
North of England +10 10 £45,000 -7.69% 2
Midlands +29 8 £50,000 -4.76%
North West +7 8 £42,500 +13.33% 1
East Midlands +37 6 £51,500 -1.90%
South West -17 5 £50,000 +11.11%
Yorkshire +17 2 £50,000 -14.89% 1
West Midlands +11 2 £42,250 -37.41%

For the 6 months to 21 November 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.

1 373 (77.87%) Java
2 346 (72.23%) Big Data
3 342 (71.40%) Hadoop
4 286 (59.71%) Apache Spark
5 233 (48.64%) Agile Software Development
6 203 (42.38%) Python
7 194 (40.50%) Apache Hive
8 190 (39.67%) NoSQL
9 176 (36.74%) Apache Cassandra
10 169 (35.28%) MongoDB
11 162 (33.82%) Linux
12 153 (31.94%) Scala
13 141 (29.44%) Kafka
14 129 (26.93%) Web Services
14 129 (26.93%) SQL
15 125 (26.10%) Amazon AWS
16 124 (25.89%) Degree
17 121 (25.26%) Analytics
18 114 (23.80%) MapReduce
19 112 (23.38%) HDFS
20 105 (21.92%) Git (software)
21 99 (20.67%) Apache
22 97 (20.25%) Finance
23 94 (19.62%) Computer Science
24 92 (19.21%) REST
24 92 (19.21%) Spring
25 91 (19.00%) Apache Flume
26 83 (17.33%) Analytical Skills
27 82 (17.12%) Apache Pig
28 79 (16.49%) Elasticsearch

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
1 286 (59.71%) Apache Spark
2 99 (20.67%) Apache
3 82 (17.12%) Apache Pig
4 79 (16.49%) Elasticsearch
5 48 (10.02%) SAS
6 39 (8.14%) Apache Solr
6 39 (8.14%) Tomcat
7 16 (3.34%) Jetty
8 15 (3.13%) Apache Airflow
9 9 (1.88%) Confluence
10 7 (1.46%) GeoServer
11 4 (0.84%) OpenStack
11 4 (0.84%) Oracle Coherence
12 2 (0.42%) Cloud Foundry
12 2 (0.42%) GemFire
12 2 (0.42%) JBoss
12 2 (0.42%) Jupyter
13 1 (0.21%) nginx
13 1 (0.21%) Oracle SOA Suite
13 1 (0.21%) WebLogic
Applications
1 9 (1.88%) SPSS
2 3 (0.63%) S-PLUS
2 3 (0.63%) Stata
3 2 (0.42%) Microsoft Excel
Cloud Services
1 125 (26.10%) Amazon AWS
2 43 (8.98%) Google Cloud Platform
2 43 (8.98%) Microsoft Azure
3 23 (4.80%) Cloud Computing
3 23 (4.80%) SaaS
4 19 (3.97%) Amazon EMR
5 11 (2.30%) Amazon EC2
6 7 (1.46%) Amazon Kinesis
6 7 (1.46%) Amazon S3
6 7 (1.46%) Azure Data Factory
7 5 (1.04%) AWS Lambda
7 5 (1.04%) Azure Machine Learning
7 5 (1.04%) GitHub
7 5 (1.04%) IaaS
7 5 (1.04%) Serverless
8 4 (0.84%) Cortana Intelligence Suite
8 4 (0.84%) PaaS
9 3 (0.63%) AWS CloudFormation
9 3 (0.63%) Loggly
9 3 (0.63%) Sumo Logic
Communications & Networking
1 37 (7.72%) Internet
2 19 (3.97%) Kerberos
3 17 (3.55%) TCP/IP
4 16 (3.34%) SMPP
5 8 (1.67%) HTTP
6 5 (1.04%) LDAP
7 3 (0.63%) DNS
8 2 (0.42%) SSL
9 1 (0.21%) Firewall
9 1 (0.21%) GSM
9 1 (0.21%) LTE
9 1 (0.21%) MQTT
9 1 (0.21%) Network Security
9 1 (0.21%) UMTS
Database & Business Intelligence
1 346 (72.23%) Big Data
2 342 (71.40%) Hadoop
3 194 (40.50%) Apache Hive
4 190 (39.67%) NoSQL
5 176 (36.74%) Apache Cassandra
6 169 (35.28%) MongoDB
7 70 (14.61%) Impala
8 64 (13.36%) MySQL
9 63 (13.15%) Sqoop
10 57 (11.90%) Relational Database
11 49 (10.23%) Data Warehouse
12 43 (8.98%) RDBMS
13 37 (7.72%) Redis
13 37 (7.72%) SQL Server
14 34 (7.10%) Power BI
15 25 (5.22%) PostgreSQL
16 23 (4.80%) Amazon DynamoDB
17 22 (4.59%) QlikView
18 20 (4.18%) Flink
19 19 (3.97%) Neo4j
Development Applications
1 105 (21.92%) Git (software)
2 68 (14.20%) Jenkins
3 60 (12.53%) Maven
4 36 (7.52%) JIRA
5 32 (6.68%) JUnit
6 23 (4.80%) TestNG
7 20 (4.18%) Hamcrest
7 20 (4.18%) jMock
8 13 (2.71%) Atlassian Bamboo
8 13 (2.71%) Cucumber
9 12 (2.51%) Gradle
10 10 (2.09%) Eclipse
10 10 (2.09%) Mockito
10 10 (2.09%) Talend Open Studio
11 9 (1.88%) Gerrit
11 9 (1.88%) IntelliJ
12 8 (1.67%) TeamCity
13 7 (1.46%) Vagrant
14 6 (1.25%) NetBeans
15 5 (1.04%) Ant
General
1 97 (20.25%) Finance
2 31 (6.47%) Retail
3 29 (6.05%) Banking
4 17 (3.55%) Telecoms
5 16 (3.34%) Games
6 9 (1.88%) Front Office
6 9 (1.88%) Marketing
7 7 (1.46%) Investment Banking
8 6 (1.25%) Electronics
8 6 (1.25%) Legal
8 6 (1.25%) Manufacturing
9 4 (0.84%) Advertising
10 2 (0.42%) Pharmaceutical
11 1 (0.21%) Automotive
11 1 (0.21%) iGaming
Job Titles
1 242 (50.52%) Developer
2 159 (33.19%) Java Developer
3 88 (18.37%) Data Engineer
4 76 (15.87%) Big Data Engineer
5 57 (11.90%) Big Data Developer
6 43 (8.98%) Architect
7 41 (8.56%) Data Architect
8 35 (7.31%) Senior Developer
9 31 (6.47%) Lead Developer
10 30 (6.26%) Big Data Architect
11 27 (5.64%) Hadoop Engineer
11 27 (5.64%) Senior Java Developer
12 22 (4.59%) Hadoop Developer
12 22 (4.59%) Java Engineer
12 22 (4.59%) NoSQL Developer
13 21 (4.38%) Data Scientist
13 21 (4.38%) Lead Java Developer
13 21 (4.38%) Software Engineer
14 14 (2.92%) Java Software Developer
14 14 (2.92%) Scala Developer
Libraries, Frameworks & Software Standards
1 141 (29.44%) Kafka
2 129 (26.93%) Web Services
3 92 (19.21%) REST
3 92 (19.21%) Spring
4 56 (11.69%) Hibernate
5 55 (11.48%) JSON
6 54 (11.27%) RESTful
7 45 (9.39%) Node.js
7 45 (9.39%) RabbitMQ
8 42 (8.77%) AngularJS
9 35 (7.31%) Dropwizard
10 33 (6.89%) JMS
11 32 (6.68%) HTML
12 29 (6.05%) ActiveMQ
13 28 (5.85%) CSS
13 28 (5.85%) Spring Boot
14 26 (5.43%) Spark Streaming
15 25 (5.22%) XML
16 19 (3.97%) LAMP
17 18 (3.76%) Guice
Miscellaneous
1 94 (19.62%) Computer Science
2 83 (17.33%) Analytical Skills
3 39 (8.14%) Algorithms
3 39 (8.14%) Data Structures
4 34 (7.10%) Fintech
5 25 (5.22%) Greenfield Project
6 17 (3.55%) Social Network
7 10 (2.09%) Internet of Things
8 9 (1.88%) Enterprise Software
8 9 (1.88%) Virtual Team
9 8 (1.67%) N-Tier
10 7 (1.46%) Taxonomies
11 5 (1.04%) Data Centre
11 5 (1.04%) Derivative
11 5 (1.04%) Replication
11 5 (1.04%) User Experience
12 4 (0.84%) Clustering
12 4 (0.84%) Credit Risk
12 4 (0.84%) Online Games
13 3 (0.63%) Foreign Exchange (FX)
Operating Systems
1 162 (33.82%) Linux
2 42 (8.77%) Unix
3 25 (5.22%) Windows
4 3 (0.63%) CoreOS
5 2 (0.42%) Mesosphere
6 1 (0.21%) AIX
6 1 (0.21%) Android
6 1 (0.21%) Apple iOS
Processes & Methodologies
1 233 (48.64%) Agile Software Development
2 121 (25.26%) Analytics
3 114 (23.80%) MapReduce
4 78 (16.28%) TDD
5 77 (16.08%) Business Intelligence
5 77 (16.08%) Software Engineering
6 75 (15.66%) Microservices
7 74 (15.45%) Open Source
8 71 (14.82%) Continuous Integration
9 63 (13.15%) OO
10 62 (12.94%) Machine Learning
11 58 (12.11%) ETL
12 51 (10.65%) BDD
12 51 (10.65%) Unit Testing
12 51 (10.65%) Visualisation
13 49 (10.23%) Mentoring
13 49 (10.23%) Scrum
14 45 (9.39%) Data Architecture
15 44 (9.19%) Data Analytics
16 42 (8.77%) Multithreading
Programming Languages
1 373 (77.87%) Java
2 203 (42.38%) Python
3 153 (31.94%) Scala
4 129 (26.93%) SQL
5 53 (11.06%) JavaScript
6 52 (10.86%) R
7 32 (6.68%) Bash Shell
8 28 (5.85%) C++
9 26 (5.43%) Shell Script
10 23 (4.80%) C#
11 12 (2.51%) Perl
11 12 (2.51%) PHP
12 9 (1.88%) C
13 7 (1.46%) HiveQL
14 6 (1.25%) Go
14 6 (1.25%) MATLAB
14 6 (1.25%) Ruby
14 6 (1.25%) T-SQL
15 4 (0.84%) PL/SQL
16 3 (0.63%) Clojure
Qualifications
1 124 (25.89%) Degree
2 71 (14.82%) Computer Science Degree
3 23 (4.80%) Numerate Degree
4 18 (3.76%) Security Cleared
5 9 (1.88%) DV Cleared
6 8 (1.67%) MBA
6 8 (1.67%) PhD
6 8 (1.67%) SC Cleared
7 4 (0.84%) Master's Degree
8 1 (0.21%) CCA
8 1 (0.21%) CTC Cleared
Quality Assurance & Compliance
1 26 (5.43%) Data Quality
2 22 (4.59%) QA
3 6 (1.25%) GDPR
4 3 (0.63%) GCP
4 3 (0.63%) SLA
5 1 (0.21%) Solvency II
System Software
1 112 (23.38%) HDFS
2 91 (19.00%) Apache Flume
3 73 (15.24%) Docker
4 30 (6.26%) Apache ZooKeeper
5 3 (0.63%) VirtualBox
5 3 (0.63%) VMware Infrastructure
6 2 (0.42%) MapR-FS
6 2 (0.42%) Virtual Machines
7 1 (0.21%) Active Directory
7 1 (0.21%) Cronacle
7 1 (0.21%) GridGain
7 1 (0.21%) Oracle RAC
Systems Management
1 42 (8.77%) Oozie
2 38 (7.93%) Hadoop YARN
3 31 (6.47%) Opscode Chef
4 23 (4.80%) Kubernetes
4 23 (4.80%) Puppet
5 17 (3.55%) Ansible
6 11 (2.30%) Terraform
7 7 (1.46%) Nagios
8 5 (1.04%) Ambari
8 5 (1.04%) Salt
9 4 (0.84%) ZABBIX
10 3 (0.63%) logstash
11 2 (0.42%) Docker Swarm
11 2 (0.42%) Kibana
11 2 (0.42%) yum
12 1 (0.21%) Control-M
12 1 (0.21%) Data Guard
12 1 (0.21%) Mesos
12 1 (0.21%) Oracle RMAN
12 1 (0.21%) Prometheus
Vendors
1 73 (15.24%) Cloudera
2 68 (14.20%) Oracle
3 51 (10.65%) Hortonworks
4 42 (8.77%) Google
5 40 (8.35%) Tableau
6 28 (5.85%) MapR
7 17 (3.55%) Microsoft
8 16 (3.34%) SAP
9 13 (2.71%) IBM
10 12 (2.51%) Informatica
10 12 (2.51%) Teradata
11 11 (2.30%) Splunk
12 10 (2.09%) Talend
13 8 (1.67%) Atlassian
14 7 (1.46%) TIBCO
15 5 (1.04%) Alteryx
16 4 (0.84%) Datameer
17 3 (0.63%) Cognos
17 3 (0.63%) Greenplum
17 3 (0.63%) Rackspace