Period
to 21 July 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 21 July 2018 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 688 740 828
Rank change year-on-year +52 +88 +33
Permanent jobs citing HBase 529 505 487
As % of all permanent IT jobs advertised in the UK 0.30% 0.28% 0.24%
As % of the Database & Business Intelligence category 0.99% 0.92% 0.79%
Number of salaries quoted 391 399 382
UK median annual salary £70,000 £65,000 £60,000
Median salary % change year-on-year +7.69% +8.33% -20.00%
10th Percentile £45,000 £42,500 £42,500
90th Percentile £110,000 £102,500 £98,625
UK excluding London median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +10.00%

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 53,179 54,783 61,275
As % of all permanent IT jobs advertised in the UK 30.39% 30.66% 30.23%
Number of salaries quoted 43,361 45,906 52,204
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £29,700 £28,750
90th Percentile £81,250 £77,500 £75,000
UK excluding London median annual salary £45,000 £42,500 £41,000
% change year-on-year +5.88% +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 21 July 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 21 July 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 +61 501 £70,000 +7.69% 67
London +51 323 £75,000 +7.14% 43
UK excluding London +16 194 £60,000 +9.09% 28
South East +3 81 £60,000 -14.29% 9
East of England +17 38 £72,500 +45.00% 2
North of England +17 33 £52,500 +2.44% 10
Yorkshire +34 21 £50,000 +42.86% 5
Midlands +10 20 £55,000 +10.00% 3
East Midlands +16 17 £55,000 +10.00% 3
Scotland -31 15 £45,000 -43.75% 4
North West 0 10 £60,000 +9.09% 5
South West -3 6 £42,500 -5.56%
West Midlands - 3 £70,000 -
North East -21 2 £67,500 -3.57%
Wales - 1 - -

For the 6 months to 21 July 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.

1 432 (81.66%) Hadoop
2 355 (67.11%) Apache Spark
3 348 (65.78%) Big Data
4 316 (59.74%) Apache Hive
5 311 (58.79%) Java
6 297 (56.14%) Python
7 233 (44.05%) Kafka
8 218 (41.21%) Agile Software Development
9 213 (40.26%) HDFS
10 207 (39.13%) Scala
11 206 (38.94%) Amazon AWS
12 195 (36.86%) Apache Cassandra
13 189 (35.73%) NoSQL
14 185 (34.97%) Analytics
15 183 (34.59%) Linux
16 174 (32.89%) SQL
17 167 (31.57%) ETL
18 145 (27.41%) Impala
19 132 (24.95%) MongoDB
20 129 (24.39%) MapReduce
21 128 (24.20%) Apache Flume
22 125 (23.63%) Data Science
23 124 (23.44%) Cloudera
24 107 (20.23%) Machine Learning
25 99 (18.71%) Sqoop
26 98 (18.53%) Hortonworks
26 98 (18.53%) Microsoft Azure
27 97 (18.34%) Visualisation
28 95 (17.96%) Software Engineering
29 87 (16.45%) Apache

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
1 355 (67.11%) Apache Spark
2 87 (16.45%) Apache
3 85 (16.07%) Elasticsearch
4 71 (13.42%) Apache Pig
5 46 (8.70%) Apache Solr
6 29 (5.48%) Tomcat
7 21 (3.97%) SAS
8 17 (3.21%) Jetty
9 11 (2.08%) Confluence
10 6 (1.13%) OpenStack
11 4 (0.76%) JBoss
12 3 (0.57%) WebLogic
13 2 (0.38%) Oracle SOA Suite
14 1 (0.19%) IIS
14 1 (0.19%) Jupyter
14 1 (0.19%) nginx
14 1 (0.19%) WebSphere
Applications
1 20 (3.78%) MS Visio
2 9 (1.70%) Microsoft Excel
3 2 (0.38%) Microsoft PowerPoint
3 2 (0.38%) Microsoft Project
3 2 (0.38%) SPSS
4 1 (0.19%) Microsoft Office
Business Applications
1 1 (0.19%) Oracle 11i
1 1 (0.19%) Oracle Assets
1 1 (0.19%) Oracle EBS
1 1 (0.19%) Oracle EBS R12
1 1 (0.19%) Oracle General Ledger
1 1 (0.19%) Oracle iProcurement
1 1 (0.19%) Oracle Payables
1 1 (0.19%) Oracle Receivables
Cloud Services
1 206 (38.94%) Amazon AWS
2 98 (18.53%) Microsoft Azure
3 47 (8.88%) Amazon EMR
4 43 (8.13%) Google Cloud Platform
5 41 (7.75%) Amazon Kinesis
6 28 (5.29%) Amazon S3
7 18 (3.40%) Cloud Computing
7 18 (3.40%) SaaS
8 15 (2.84%) Serverless
9 10 (1.89%) AWS Lambda
10 8 (1.51%) GitHub
10 8 (1.51%) IaaS
10 8 (1.51%) OpenShift
11 6 (1.13%) Loggly
11 6 (1.13%) Sumo Logic
12 4 (0.76%) PaaS
13 3 (0.57%) Amazon EC2
13 3 (0.57%) Cortana Intelligence Suite
14 2 (0.38%) DigitalOcean
15 1 (0.19%) CloudBees
Communications & Networking
1 24 (4.54%) Internet
2 19 (3.59%) TCP/IP
3 17 (3.21%) SMPP
4 15 (2.84%) HTTP
5 11 (2.08%) Kerberos
6 8 (1.51%) DNS
7 7 (1.32%) Firewall
8 4 (0.76%) Network Security
9 3 (0.57%) SSL
10 1 (0.19%) DSL
10 1 (0.19%) Intrusion Detection
10 1 (0.19%) SMS
Database & Business Intelligence
1 432 (81.66%) Hadoop
2 348 (65.78%) Big Data
3 316 (59.74%) Apache Hive
4 195 (36.86%) Apache Cassandra
5 189 (35.73%) NoSQL
6 145 (27.41%) Impala
7 132 (24.95%) MongoDB
8 99 (18.71%) Sqoop
9 85 (16.07%) Data Warehouse
10 73 (13.80%) SQL Server
11 71 (13.42%) MySQL
12 68 (12.85%) Data Lake
13 65 (12.29%) Amazon Redshift
14 54 (10.21%) Relational Database
15 50 (9.45%) PostgreSQL
15 50 (9.45%) Redis
16 49 (9.26%) Flink
17 46 (8.70%) SQL Server Integration Services
18 42 (7.94%) Pentaho
19 31 (5.86%) QlikView
Development Applications
1 82 (15.50%) Jenkins
2 71 (13.42%) Git (software)
3 39 (7.37%) JIRA
4 36 (6.81%) Maven
5 33 (6.24%) JUnit
6 19 (3.59%) TestNG
7 17 (3.21%) Hamcrest
7 17 (3.21%) jMock
8 12 (2.27%) Subversion
9 8 (1.51%) CA Release Automation
9 8 (1.51%) Gradle
9 8 (1.51%) Selenium
10 7 (1.32%) Ant
10 7 (1.32%) ERwin
10 7 (1.32%) Visual Studio
11 6 (1.13%) CircleCI
11 6 (1.13%) IntelliJ
11 6 (1.13%) Sonatype Nexus
11 6 (1.13%) Vagrant
12 5 (0.95%) Atlassian Bamboo
General
1 74 (13.99%) Finance
2 29 (5.48%) Banking
2 29 (5.48%) Marketing
3 18 (3.40%) Investment Banking
4 15 (2.84%) Telecoms
5 13 (2.46%) Front Office
6 9 (1.70%) Advertising
7 8 (1.51%) Retail
8 7 (1.32%) Pharmaceutical
9 5 (0.95%) Financial Institution
9 5 (0.95%) Games
10 3 (0.57%) Law
11 1 (0.19%) Aerospace
11 1 (0.19%) Automotive
Job Titles
1 159 (30.06%) Data Engineer
2 141 (26.65%) Developer
3 117 (22.12%) Big Data Engineer
4 72 (13.61%) Architect
5 71 (13.42%) Java Developer
6 66 (12.48%) Data Architect
7 48 (9.07%) Big Data Architect
8 44 (8.32%) Data Scientist
9 34 (6.43%) Hadoop Engineer
10 32 (6.05%) Big Data Developer
11 31 (5.86%) Software Engineer
12 26 (4.91%) Senior Data Engineer
13 24 (4.54%) Machine Learning Scientist
13 24 (4.54%) Senior Data Scientist
14 22 (4.16%) Business Intelligence Developer
15 21 (3.97%) Java Engineer
16 19 (3.59%) Senior Developer
17 18 (3.40%) SQL Developer
18 17 (3.21%) Consultant
18 17 (3.21%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 233 (44.05%) Kafka
2 75 (14.18%) Web Services
3 54 (10.21%) REST
4 41 (7.75%) Spark Streaming
5 40 (7.56%) JSON
6 39 (7.37%) TensorFlow
7 37 (6.99%) Natural Language Processing
8 36 (6.81%) .NET
9 34 (6.43%) PySpark
10 30 (5.67%) Hibernate
10 30 (5.67%) Node.js
10 30 (5.67%) Pandas
10 30 (5.67%) Spring
11 29 (5.48%) NumPy
11 29 (5.48%) scikit-learn
11 29 (5.48%) SciPy
12 26 (4.91%) Elastic Stack
13 25 (4.73%) HTML
13 25 (4.73%) LAMP
13 25 (4.73%) Theano
Miscellaneous
1 69 (13.04%) Analytical Skills
2 57 (10.78%) Computer Science
3 54 (10.21%) Fintech
4 45 (8.51%) Data Structures
5 31 (5.86%) Algorithms
6 25 (4.73%) Linux Command Line
6 25 (4.73%) Virtual Team
7 20 (3.78%) Replication
8 14 (2.65%) Self-Motivation
9 13 (2.46%) Derivative
9 13 (2.46%) Greenfield Project
10 12 (2.27%) Enterprise Software
11 11 (2.08%) Market Risk
12 9 (1.70%) Clustering
12 9 (1.70%) Tandem
13 8 (1.51%) Life Science
14 6 (1.13%) FMCG
14 6 (1.13%) Management Information System
14 6 (1.13%) Taxonomies
15 5 (0.95%) Cyber Defence
Operating Systems
1 183 (34.59%) Linux
2 54 (10.21%) Unix
3 40 (7.56%) Windows
4 6 (1.13%) CoreOS
5 4 (0.76%) Red Hat Enterprise Linux
6 3 (0.57%) Windows Server
7 2 (0.38%) CentOS
7 2 (0.38%) Ubuntu
7 2 (0.38%) VMS
8 1 (0.19%) AIX
8 1 (0.19%) Solaris
8 1 (0.19%) Windows Server 2008
Processes & Methodologies
1 218 (41.21%) Agile Software Development
2 185 (34.97%) Analytics
3 167 (31.57%) ETL
4 129 (24.39%) MapReduce
5 125 (23.63%) Data Science
6 107 (20.23%) Machine Learning
7 97 (18.34%) Visualisation
8 95 (17.96%) Software Engineering
9 77 (14.56%) Business Intelligence
10 70 (13.23%) Data Analytics
10 70 (13.23%) Data Engineering
11 64 (12.10%) Scrum
12 62 (11.72%) Open Source
13 61 (11.53%) Data Visualisation
14 59 (11.15%) Data Modelling
14 59 (11.15%) DevOps
15 57 (10.78%) Problem-Solving
16 55 (10.40%) Continuous Integration
17 54 (10.21%) TDD
18 53 (10.02%) Data Analysis
Programming Languages
1 311 (58.79%) Java
2 297 (56.14%) Python
3 207 (39.13%) Scala
4 174 (32.89%) SQL
5 85 (16.07%) R
6 61 (11.53%) Bash Shell
7 51 (9.64%) JavaScript
8 38 (7.18%) C
9 36 (6.81%) C++
10 27 (5.10%) Java 8
11 24 (4.54%) C#
11 24 (4.54%) Go
12 19 (3.59%) Perl
13 17 (3.21%) PHP
14 13 (2.46%) Shell Script
15 12 (2.27%) PL/SQL
15 12 (2.27%) T-SQL
16 9 (1.70%) PowerShell
17 8 (1.51%) Ruby
17 8 (1.51%) VBA
Qualifications
1 72 (13.61%) Degree
2 23 (4.35%) Security Cleared
3 17 (3.21%) Computer Science Degree
3 17 (3.21%) PhD
4 15 (2.84%) DV Cleared
5 7 (1.32%) SC Cleared
6 6 (1.13%) Master's Degree
7 4 (0.76%) ISTQB
7 4 (0.76%) MBA
8 3 (0.57%) ISEB
8 3 (0.57%) Numerate Degree
9 2 (0.38%) EMC Certification
9 2 (0.38%) PMI Certification
9 2 (0.38%) PMP
10 1 (0.19%) PRINCE2 Certification
10 1 (0.19%) TOGAF Certification
Quality Assurance & Compliance
1 29 (5.48%) Data Quality
1 29 (5.48%) QA
2 12 (2.27%) MiFID
3 11 (2.08%) GCP
4 9 (1.70%) GDPR
5 3 (0.57%) Solvency II
6 1 (0.19%) Dodd-Frank
6 1 (0.19%) EMIR
6 1 (0.19%) FATCA
6 1 (0.19%) ISO/IEC 27001
System Software
1 213 (40.26%) HDFS
2 128 (24.20%) Apache Flume
3 82 (15.50%) Docker
4 19 (3.59%) Apache ZooKeeper
5 14 (2.65%) Virtual Machines
6 9 (1.70%) Active Directory
7 7 (1.32%) VMware Infrastructure
8 6 (1.13%) VirtualBox
9 3 (0.57%) Hyper-V
10 2 (0.38%) Xen
11 1 (0.19%) Cronacle
11 1 (0.19%) Oracle RAC
11 1 (0.19%) vSphere
Systems Management
1 86 (16.26%) Hadoop YARN
2 80 (15.12%) Oozie
3 31 (5.86%) Ansible
3 31 (5.86%) Kubernetes
3 31 (5.86%) Puppet
4 24 (4.54%) Kibana
4 24 (4.54%) Opscode Chef
5 23 (4.35%) Ambari
6 18 (3.40%) Mesos
7 14 (2.65%) Prometheus
8 9 (1.70%) Grafana
8 9 (1.70%) logstash
8 9 (1.70%) Terraform
9 8 (1.51%) Nagios
9 8 (1.51%) Salt
10 6 (1.13%) ZABBIX
11 5 (0.95%) Single Sign-On
12 3 (0.57%) Packer
13 2 (0.38%) Docker Swarm
13 2 (0.38%) Rancher
Vendors
1 124 (23.44%) Cloudera
2 98 (18.53%) Hortonworks
3 83 (15.69%) Oracle
4 82 (15.50%) Tableau
5 53 (10.02%) Microsoft
6 50 (9.45%) Google
7 44 (8.32%) Talend
8 43 (8.13%) Informatica
9 40 (7.56%) MapR
10 38 (7.18%) WorldPay
11 30 (5.67%) SAP
12 24 (4.54%) IBM
13 21 (3.97%) TIBCO
14 18 (3.40%) Vertica
15 17 (3.21%) Atlassian
16 16 (3.02%) Sybase
17 15 (2.84%) Greenplum
18 14 (2.65%) Cognos
18 14 (2.65%) Netezza
18 14 (2.65%) Splunk