Period
to 18 December 2018

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 December 2018 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
18 Dec 2018
Same period 2017 Same period 2016
Rank 658 721 697
Rank change year-on-year +63 -24 +139
Permanent jobs citing HBase 531 524 588
As % of all permanent IT jobs advertised in the UK 0.33% 0.29% 0.32%
As % of the Database & Business Intelligence category 1.16% 0.96% 1.07%
Number of salaries quoted 376 433 499
UK median annual salary £75,000 £67,500 £70,000
Median salary % change year-on-year +11.11% -3.57% -
10th Percentile £49,337 £41,250 £45,000
90th Percentile £110,000 £100,800 £95,500
UK excluding London median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -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 45,676 54,418 54,770
As % of all permanent IT jobs advertised in the UK 28.71% 30.37% 29.79%
Number of salaries quoted 37,414 44,896 46,859
UK median annual salary £51,000 £47,500 £47,500
Median salary % change year-on-year +7.37% - +5.56%
10th Percentile £31,250 £30,000 £29,000
90th Percentile £85,000 £77,500 £77,500
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +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 18 December 2018.

Salary histogram for HBase in the UK

HBase
Top 15 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 December 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
England +61 513 £76,400 +13.19% 57
London +71 393 £85,000 +21.43% 43
UK excluding London +9 133 £60,000 - 14
Midlands +55 38 £85,000 +65.05% 2
East Midlands +56 34 £85,000 +61.90% 1
South East -19 34 £52,500 -12.50% 5
North of England +38 24 £59,104 +31.34% 6
East of England +10 14 £70,000 +16.67%
Scotland +3 14 £52,500 -19.23%
North West +27 12 £70,000 +55.56% 2
South West +17 8 £50,000 - 1
Yorkshire +37 7 £49,337 -1.33% 4
North East - 5 £49,337 -
West Midlands +33 4 - - 1
Wales - 1 - -

For the 6 months to 18 December 2018, IT jobs citing HBase 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 with a requirement for HBase.

1 439 (82.67%) Hadoop
2 413 (77.78%) Apache Spark
3 387 (72.88%) Big Data
3 387 (72.88%) Java
4 353 (66.48%) Apache Hive
5 310 (58.38%) Python
6 281 (52.92%) Agile Software Development
7 272 (51.22%) Kafka
8 266 (50.09%) NoSQL
9 255 (48.02%) Amazon AWS
9 255 (48.02%) Scala
10 252 (47.46%) Apache Cassandra
11 187 (35.22%) Cloudera
12 179 (33.71%) Analytics
13 170 (32.02%) SQL
14 166 (31.26%) Impala
15 164 (30.89%) Hortonworks
16 157 (29.57%) HDFS
17 156 (29.38%) Machine Learning
18 145 (27.31%) ETL
19 144 (27.12%) Elasticsearch
20 141 (26.55%) Data Science
21 140 (26.37%) Oozie
22 138 (25.99%) MapReduce
23 136 (25.61%) Linux
24 130 (24.48%) Software Engineering
25 128 (24.11%) Apache Flume
26 125 (23.54%) Microsoft Azure
27 117 (22.03%) MongoDB
27 117 (22.03%) Scrum

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
1 413 (77.78%) Apache Spark
2 144 (27.12%) Elasticsearch
3 116 (21.85%) Apache Pig
4 88 (16.57%) Apache
5 70 (13.18%) Apache Solr
6 26 (4.90%) SAS
7 11 (2.07%) WildFly
8 8 (1.51%) Cloud Foundry
9 6 (1.13%) JBoss
10 4 (0.75%) Confluence
11 3 (0.56%) Jupyter
11 3 (0.56%) Tomcat
12 2 (0.38%) GemFire
12 2 (0.38%) OpenStack
13 1 (0.19%) SharePoint
13 1 (0.19%) WebLogic
Applications
1 8 (1.51%) SPSS
2 1 (0.19%) Microsoft Project
2 1 (0.19%) S-PLUS
2 1 (0.19%) Stata
Business Applications
1 1 (0.19%) Dynamics CRM
Cloud Services
1 255 (48.02%) Amazon AWS
2 125 (23.54%) Microsoft Azure
3 90 (16.95%) Google Cloud Platform
4 28 (5.27%) Serverless
5 26 (4.90%) Amazon EMR
5 26 (4.90%) Cloud Computing
6 25 (4.71%) AWS Lambda
7 24 (4.52%) GitHub
8 16 (3.01%) Amazon Kinesis
9 13 (2.45%) Amazon SQS
10 11 (2.07%) Amazon EC2
11 9 (1.69%) IaaS
11 9 (1.69%) PaaS
12 8 (1.51%) iTunes
13 6 (1.13%) Amazon S3
13 6 (1.13%) SaaS
14 5 (0.94%) Azure Machine Learning
15 4 (0.75%) Cortana Intelligence Suite
15 4 (0.75%) Siri
16 3 (0.56%) Azure Data Factory
Communications & Networking
1 41 (7.72%) Internet
2 14 (2.64%) Kerberos
3 12 (2.26%) Firewall
4 10 (1.88%) DNS
4 10 (1.88%) HTTP
4 10 (1.88%) TCP/IP
5 9 (1.69%) SSL
6 6 (1.13%) VPN
7 2 (0.38%) DHCP
7 2 (0.38%) VLAN
8 1 (0.19%) FCoE
8 1 (0.19%) Fibre Channel
8 1 (0.19%) Intrusion Detection
8 1 (0.19%) iSCSI
8 1 (0.19%) NAS
8 1 (0.19%) RTMP
8 1 (0.19%) SAN
8 1 (0.19%) SMS
8 1 (0.19%) SMTP
8 1 (0.19%) SSH
Database & Business Intelligence
1 439 (82.67%) Hadoop
2 387 (72.88%) Big Data
3 353 (66.48%) Apache Hive
4 266 (50.09%) NoSQL
5 252 (47.46%) Apache Cassandra
6 166 (31.26%) Impala
7 117 (22.03%) MongoDB
8 114 (21.47%) Flink
9 111 (20.90%) Amazon Redshift
10 67 (12.62%) Couchbase
11 61 (11.49%) CouchDB
12 58 (10.92%) PostgreSQL
12 58 (10.92%) SQL Server
13 56 (10.55%) Data Warehouse
13 56 (10.55%) Sqoop
14 54 (10.17%) MySQL
15 47 (8.85%) Data Lake
16 44 (8.29%) Relational Database
17 38 (7.16%) Power BI
18 36 (6.78%) Spotfire
Development Applications
1 68 (12.81%) Jenkins
2 67 (12.62%) Git (software)
3 22 (4.14%) JUnit
4 21 (3.95%) IntelliJ
5 18 (3.39%) Gradle
6 16 (3.01%) Eclipse
7 15 (2.82%) GitLab
8 11 (2.07%) ERwin
8 11 (2.07%) Maven
9 10 (1.88%) Atlassian Bamboo
9 10 (1.88%) JIRA
9 10 (1.88%) Subversion
10 7 (1.32%) CircleCI
11 6 (1.13%) NetBeans
12 5 (0.94%) Travis CI
12 5 (0.94%) Visual Studio Team System
13 4 (0.75%) FindBugs
13 4 (0.75%) Team Foundation Server
14 3 (0.56%) Visual Studio
15 2 (0.38%) Selenium
General
1 83 (15.63%) Finance
2 38 (7.16%) Banking
3 28 (5.27%) Law
4 23 (4.33%) Military
5 20 (3.77%) Games
6 19 (3.58%) Marketing
6 19 (3.58%) Retail
7 16 (3.01%) Telecoms
8 15 (2.82%) Investment Banking
9 14 (2.64%) Pharmaceutical
10 11 (2.07%) Advertising
11 6 (1.13%) Front Office
12 4 (0.75%) Financial Institution
13 2 (0.38%) French Language
14 1 (0.19%) Automotive
Job Titles
1 216 (40.68%) Data Engineer
2 177 (33.33%) Big Data Engineer
3 129 (24.29%) Developer
4 76 (14.31%) Java Developer
5 58 (10.92%) Senior Developer
6 50 (9.42%) Architect
7 46 (8.66%) Big Data Developer
7 46 (8.66%) Data Architect
8 41 (7.72%) Big Data Architect
9 40 (7.53%) Senior Data Engineer
10 36 (6.78%) Senior Java Developer
11 31 (5.84%) Hadoop Engineer
12 27 (5.08%) Data Scientist
13 23 (4.33%) Senior Big Data Developer
14 20 (3.77%) Java Developer - Fintech
14 20 (3.77%) Java Engineer
14 20 (3.77%) Senior Data Scientist
15 18 (3.39%) Consultant
15 18 (3.39%) Games Engineer
16 17 (3.20%) Python Engineer
Libraries, Frameworks & Software Standards
1 272 (51.22%) Kafka
2 82 (15.44%) Web Services
3 65 (12.24%) Spark Streaming
4 55 (10.36%) Spring
5 43 (8.10%) AngularJS
6 41 (7.72%) RabbitMQ
7 40 (7.53%) PySpark
7 40 (7.53%) RESTful
8 36 (6.78%) REST
9 33 (6.21%) Natural Language Processing
10 31 (5.84%) Hibernate
11 26 (4.90%) ActiveMQ
12 25 (4.71%) JSON
13 23 (4.33%) Node.js
13 23 (4.33%) TensorFlow
14 22 (4.14%) .NET
15 21 (3.95%) JMS
16 19 (3.58%) React
16 19 (3.58%) scikit-learn
16 19 (3.58%) Spring Boot
Miscellaneous
1 51 (9.60%) Analytical Skills
2 46 (8.66%) Fintech
3 35 (6.59%) Virtual Team
4 29 (5.46%) Algorithms
5 26 (4.90%) Data Structures
6 18 (3.39%) Greenfield Project
6 18 (3.39%) Public Cloud
7 15 (2.82%) Life Science
8 11 (2.07%) Self-Motivation
9 10 (1.88%) Derivative
9 10 (1.88%) Linux Command Line
9 10 (1.88%) Market Risk
10 9 (1.69%) Enterprise Software
11 5 (0.94%) Robotics
12 4 (0.75%) Mainframe
12 4 (0.75%) Management Information System
12 4 (0.75%) Replication
13 3 (0.56%) Cloud Native
13 3 (0.56%) Private Cloud
14 2 (0.38%) Anti-Piracy
Operating Systems
1 136 (25.61%) Linux
2 101 (19.02%) Unix
3 13 (2.45%) Windows
4 12 (2.26%) Ubuntu
5 8 (1.51%) CentOS
6 7 (1.32%) Red Hat Enterprise Linux
7 5 (0.94%) VMS
8 2 (0.38%) CoreOS
9 1 (0.19%) DC/OS
9 1 (0.19%) Windows Server
Processes & Methodologies
1 281 (52.92%) Agile Software Development
2 179 (33.71%) Analytics
3 156 (29.38%) Machine Learning
4 145 (27.31%) ETL
5 141 (26.55%) Data Science
6 138 (25.99%) MapReduce
7 130 (24.48%) Software Engineering
8 117 (22.03%) Scrum
9 97 (18.27%) Computer Science
10 73 (13.75%) Data Engineering
10 73 (13.75%) Data Modelling
11 71 (13.37%) DevOps
12 70 (13.18%) Business Intelligence
13 67 (12.62%) Artificial Intelligence
13 67 (12.62%) Open Source
14 66 (12.43%) Data Analytics
15 64 (12.05%) TDD
16 62 (11.68%) Kanban
17 59 (11.11%) Performance Tuning
18 55 (10.36%) Microservices
Programming Languages
1 387 (72.88%) Java
2 310 (58.38%) Python
3 255 (48.02%) Scala
4 170 (32.02%) SQL
5 42 (7.91%) C++
6 31 (5.84%) JavaScript
6 31 (5.84%) Shell Script
7 30 (5.65%) Bash Shell
7 30 (5.65%) R
7 30 (5.65%) Ruby
8 22 (4.14%) C#
9 21 (3.95%) C
10 17 (3.20%) Java 8
11 11 (2.07%) Go
11 11 (2.07%) Groovy
11 11 (2.07%) T-SQL
12 9 (1.69%) Perl
12 9 (1.69%) PHP
13 7 (1.32%) PL/SQL
14 6 (1.13%) Haskell
Qualifications
1 101 (19.02%) Degree
2 50 (9.42%) Computer Science Degree
3 24 (4.52%) Numerate Degree
4 17 (3.20%) Master's Degree
5 9 (1.69%) Security Cleared
6 8 (1.51%) PhD
7 6 (1.13%) DV Cleared
8 3 (0.56%) ISEB
8 3 (0.56%) ISTQB
9 2 (0.38%) CEH
9 2 (0.38%) PMI Certification
9 2 (0.38%) Postgraduate
9 2 (0.38%) SC Cleared
9 2 (0.38%) TOGAF Certification
Quality Assurance & Compliance
1 26 (4.90%) Data Quality
2 21 (3.95%) QA
3 11 (2.07%) GDPR
4 5 (0.94%) MiFID
4 5 (0.94%) PCI DSS
5 3 (0.56%) Solvency II
6 1 (0.19%) ISO/IEC 27001
System Software
1 157 (29.57%) HDFS
2 128 (24.11%) Apache Flume
3 52 (9.79%) Docker
4 43 (8.10%) Apache ZooKeeper
5 14 (2.64%) Virtual Machines
6 8 (1.51%) Active Directory
7 3 (0.56%) VMware Infrastructure
8 2 (0.38%) VirtualBox
9 1 (0.19%) Hyper-V
9 1 (0.19%) KVM
9 1 (0.19%) NFS
9 1 (0.19%) SRDF
9 1 (0.19%) Xen
Systems Management
1 140 (26.37%) Oozie
2 110 (20.72%) Hadoop YARN
3 40 (7.53%) Puppet
4 35 (6.59%) Kubernetes
5 29 (5.46%) Kibana
6 25 (4.71%) Prometheus
7 21 (3.95%) Ansible
8 20 (3.77%) Grafana
8 20 (3.77%) Opscode Chef
9 19 (3.58%) logstash
10 14 (2.64%) Ambari
11 9 (1.69%) Mesos
12 4 (0.75%) Rundeck
12 4 (0.75%) Salt
13 3 (0.56%) Terraform
14 2 (0.38%) Nagios
14 2 (0.38%) ZABBIX
15 1 (0.19%) CFEngine
15 1 (0.19%) Marathon
15 1 (0.19%) Packer
Vendors
1 187 (35.22%) Cloudera
2 164 (30.89%) Hortonworks
3 99 (18.64%) MapR
4 80 (15.07%) Google
5 63 (11.86%) Databricks
6 57 (10.73%) Tableau
7 52 (9.79%) Oracle
8 50 (9.42%) Microsoft
9 39 (7.34%) IBM
10 37 (6.97%) Talend
11 30 (5.65%) Informatica
12 29 (5.46%) Splunk
13 28 (5.27%) SAP
14 20 (3.77%) Vertica
15 18 (3.39%) TIBCO
16 17 (3.20%) HP
17 16 (3.01%) Greenplum
18 15 (2.82%) WorldPay
19 12 (2.26%) Apple
19 12 (2.26%) Cognizant