Period
to 22 February 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 22 February 2018 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
22 Feb 2018
Same period 2017 Same period 2016
Rank 642 668 842
Rank change year-on-year +26 +174 +143
Permanent jobs citing HBase 626 585 470
As % of all permanent IT jobs advertised in the UK 0.36% 0.33% 0.22%
As % of the Database & Business Intelligence category 1.16% 1.11% 0.71%
Number of salaries quoted 512 516 360
UK median annual salary £70,000 £70,000 £67,500
Median salary % change year-on-year - +3.70% -3.57%
10th Percentile £45,000 £45,500 £45,000
90th Percentile £102,375 £100,000 £95,000
UK excluding London median annual salary £60,000 £55,000 £57,500
% change year-on-year +9.09% -4.35% -4.17%

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 53,866 52,722 66,612
As % of all permanent IT jobs advertised in the UK 30.59% 30.02% 31.74%
Number of salaries quoted 44,925 44,997 56,278
UK median annual salary £49,000 £47,500 £45,500
Median salary % change year-on-year +3.16% +4.40% +1.11%
10th Percentile £30,000 £29,750 £28,750
90th Percentile £77,500 £77,500 £75,000
UK excluding London median annual salary £42,500 £42,500 £41,375
% change year-on-year - +2.72% +3.44%

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 22 February 2018.

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 22 February 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 +18 593 £70,000 - 93
London 0 407 £75,000 +7.14% 55
UK excluding London +46 216 £60,000 +9.09% 44
South East +22 89 £60,000 -20.00% 18
East of England +33 48 £72,500 +45.00% 1
Scotland -10 31 £45,000 -41.94% 4
Midlands +27 25 £55,000 -13.73% 8
East Midlands - 22 £55,000 - 6
North of England +2 14 £45,000 -14.29% 11
South West -30 9 £48,750 +21.88%
North West +4 8 £45,000 -12.20% 1
Yorkshire +18 6 £50,000 -9.09% 10
West Midlands +15 3 £42,250 -33.73% 1

For the 6 months to 22 February 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.

1 481 (76.84%) Hadoop
2 449 (71.73%) Big Data
3 407 (65.02%) Java
4 389 (62.14%) Apache Spark
5 289 (46.17%) Python
6 287 (45.85%) Apache Hive
7 263 (42.01%) Agile Software Development
8 245 (39.14%) Apache Cassandra
9 239 (38.18%) Kafka
10 234 (37.38%) Scala
11 224 (35.78%) NoSQL
12 202 (32.27%) MongoDB
13 197 (31.47%) Amazon AWS
14 189 (30.19%) Linux
15 174 (27.80%) Analytics
16 173 (27.64%) SQL
17 154 (24.60%) HDFS
18 145 (23.16%) Degree
19 136 (21.73%) MapReduce
20 133 (21.25%) Cloudera
21 131 (20.93%) Apache Flume
22 126 (20.13%) Elasticsearch
22 126 (20.13%) ETL
23 118 (18.85%) Computer Science
24 116 (18.53%) Impala
25 114 (18.21%) Software Engineering
26 113 (18.05%) Data Science
27 109 (17.41%) Git (software)
28 108 (17.25%) Apache
29 103 (16.45%) Machine Learning

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
1 389 (62.14%) Apache Spark
2 126 (20.13%) Elasticsearch
3 108 (17.25%) Apache
4 94 (15.02%) Apache Pig
5 57 (9.11%) Apache Solr
6 49 (7.83%) SAS
7 29 (4.63%) Tomcat
8 16 (2.56%) Jetty
9 12 (1.92%) Apache Airflow
9 12 (1.92%) Confluence
10 6 (0.96%) OpenStack
10 6 (0.96%) Oracle Coherence
11 5 (0.80%) JBoss
11 5 (0.80%) Jupyter
11 5 (0.80%) Oracle SOA Suite
11 5 (0.80%) WebLogic
12 3 (0.48%) GeoServer
13 2 (0.32%) Cloud Foundry
13 2 (0.32%) GemFire
13 2 (0.32%) nginx
Applications
1 7 (1.12%) Microsoft Excel
2 6 (0.96%) SPSS
3 3 (0.48%) MS Visio
4 2 (0.32%) Microsoft PowerPoint
5 1 (0.16%) S-PLUS
5 1 (0.16%) Stata
5 1 (0.16%) Weka
Business Applications
1 4 (0.64%) Oracle 11i
1 4 (0.64%) Oracle Assets
1 4 (0.64%) Oracle EBS
1 4 (0.64%) Oracle EBS R12
1 4 (0.64%) Oracle General Ledger
1 4 (0.64%) Oracle iProcurement
1 4 (0.64%) Oracle Payables
1 4 (0.64%) Oracle Receivables
2 1 (0.16%) WebTrends
Cloud Services
1 197 (31.47%) Amazon AWS
2 76 (12.14%) Microsoft Azure
3 41 (6.55%) Google Cloud Platform
4 38 (6.07%) Amazon EMR
5 31 (4.95%) Amazon Kinesis
6 28 (4.47%) Cloud Computing
7 21 (3.35%) Amazon S3
8 17 (2.72%) SaaS
9 16 (2.56%) Amazon EC2
10 14 (2.24%) GitHub
11 8 (1.28%) AWS Lambda
11 8 (1.28%) Serverless
12 6 (0.96%) Amazon SQS
12 6 (0.96%) Cortana Intelligence Suite
13 5 (0.80%) IaaS
13 5 (0.80%) Loggly
13 5 (0.80%) OpenShift
13 5 (0.80%) Sumo Logic
14 3 (0.48%) AWS CloudFormation
14 3 (0.48%) Azure Data Factory
Communications & Networking
1 41 (6.55%) Internet
2 22 (3.51%) Kerberos
3 20 (3.19%) HTTP
4 17 (2.72%) TCP/IP
5 16 (2.56%) SMPP
6 7 (1.12%) DNS
7 6 (0.96%) SSL
8 5 (0.80%) Firewall
9 4 (0.64%) Network Security
10 2 (0.32%) DHCP
10 2 (0.32%) GSM
10 2 (0.32%) IPv4
10 2 (0.32%) LTE
10 2 (0.32%) UMTS
11 1 (0.16%) DSL
11 1 (0.16%) MQTT
Database & Business Intelligence
1 481 (76.84%) Hadoop
2 449 (71.73%) Big Data
3 287 (45.85%) Apache Hive
4 245 (39.14%) Apache Cassandra
5 224 (35.78%) NoSQL
6 202 (32.27%) MongoDB
7 116 (18.53%) Impala
8 90 (14.38%) Data Warehouse
9 88 (14.06%) Relational Database
10 79 (12.62%) Sqoop
11 70 (11.18%) SQL Server
12 65 (10.38%) RDBMS
13 60 (9.58%) MySQL
14 52 (8.31%) PostgreSQL
15 49 (7.83%) Flink
15 49 (7.83%) Redis
16 47 (7.51%) Power BI
17 37 (5.91%) QlikView
18 36 (5.75%) Amazon Redshift
19 35 (5.59%) Data Lake
Development Applications
1 109 (17.41%) Git (software)
2 79 (12.62%) Jenkins
3 56 (8.95%) Maven
4 35 (5.59%) JIRA
5 22 (3.51%) JUnit
6 19 (3.04%) TestNG
7 16 (2.56%) Hamcrest
7 16 (2.56%) jMock
7 16 (2.56%) TeamCity
8 15 (2.40%) Ant
9 11 (1.76%) Cucumber
9 11 (1.76%) Vagrant
10 9 (1.44%) Subversion
11 8 (1.28%) Sonatype Nexus
12 7 (1.12%) Eclipse
12 7 (1.12%) Gradle
13 6 (0.96%) IntelliJ
14 5 (0.80%) Atlassian Bamboo
14 5 (0.80%) ERwin
15 4 (0.64%) Team Foundation Server
General
1 96 (15.34%) Finance
2 44 (7.03%) Banking
3 27 (4.31%) Telecoms
4 22 (3.51%) Retail
5 19 (3.04%) Investment Banking
6 14 (2.24%) Marketing
7 9 (1.44%) Front Office
8 7 (1.12%) Games
8 7 (1.12%) Manufacturing
9 5 (0.80%) Electronics
9 5 (0.80%) Law
10 4 (0.64%) Advertising
10 4 (0.64%) Pharmaceutical
11 2 (0.32%) Legal
12 1 (0.16%) Automotive
12 1 (0.16%) Financial Institution
12 1 (0.16%) iGaming
12 1 (0.16%) Retail Banking
Job Titles
1 251 (40.10%) Developer
2 164 (26.20%) Data Engineer
3 159 (25.40%) Java Developer
4 137 (21.88%) Big Data Engineer
5 68 (10.86%) Architect
6 65 (10.38%) Data Architect
7 62 (9.90%) Big Data Developer
8 58 (9.27%) Senior Developer
9 47 (7.51%) Hadoop Engineer
10 43 (6.87%) Senior Java Developer
11 41 (6.55%) Big Data Architect
12 35 (5.59%) Software Engineer
13 33 (5.27%) Data Scientist
14 32 (5.11%) Lead Developer
15 30 (4.79%) Lead Java Developer
16 26 (4.15%) Hadoop Developer
17 21 (3.35%) Java Engineer
18 20 (3.19%) Java Hadoop Developer
19 18 (2.88%) Big Data Software Engineer
20 17 (2.72%) Consultant
Libraries, Frameworks & Software Standards
1 239 (38.18%) Kafka
2 99 (15.81%) REST
3 96 (15.34%) Web Services
4 71 (11.34%) RabbitMQ
5 67 (10.70%) Spring
6 57 (9.11%) Spark Streaming
7 52 (8.31%) AngularJS
8 50 (7.99%) Node.js
9 49 (7.83%) JSON
10 48 (7.67%) Hibernate
11 45 (7.19%) RESTful
12 42 (6.71%) HTML
13 34 (5.43%) CSS
14 32 (5.11%) JMS
15 27 (4.31%) Natural Language Processing
16 26 (4.15%) ActiveMQ
16 26 (4.15%) Dropwizard
17 25 (3.99%) Akka
18 21 (3.35%) Apache Avro
18 21 (3.35%) LAMP
Miscellaneous
1 118 (18.85%) Computer Science
2 90 (14.38%) Analytical Skills
3 46 (7.35%) Fintech
4 44 (7.03%) Algorithms
5 30 (4.79%) Data Structures
6 18 (2.88%) Virtual Team
7 15 (2.40%) Linux Command Line
8 14 (2.24%) Greenfield Project
9 12 (1.92%) Replication
10 10 (1.60%) Derivative
11 9 (1.44%) Enterprise Software
12 8 (1.28%) Clustering
12 8 (1.28%) Market Risk
12 8 (1.28%) Tandem
13 7 (1.12%) Credit Derivative
13 7 (1.12%) Data Centre
13 7 (1.12%) Foreign Exchange (FX)
13 7 (1.12%) Taxonomies
14 6 (0.96%) Social Network
15 5 (0.80%) Private Cloud
Operating Systems
1 189 (30.19%) Linux
2 60 (9.58%) Unix
3 33 (5.27%) Windows
4 5 (0.80%) CoreOS
5 3 (0.48%) Ubuntu
6 2 (0.32%) Debian
6 2 (0.32%) Mesosphere
7 1 (0.16%) AIX
7 1 (0.16%) Android
7 1 (0.16%) Apple iOS
7 1 (0.16%) Red Hat Enterprise Linux
Processes & Methodologies
1 263 (42.01%) Agile Software Development
2 174 (27.80%) Analytics
3 136 (21.73%) MapReduce
4 126 (20.13%) ETL
5 114 (18.21%) Software Engineering
6 113 (18.05%) Data Science
7 103 (16.45%) Machine Learning
8 96 (15.34%) Business Intelligence
9 93 (14.86%) Open Source
10 82 (13.10%) Visualisation
11 76 (12.14%) Microservices
12 72 (11.50%) Continuous Integration
12 72 (11.50%) Data Modelling
13 71 (11.34%) OO
14 70 (11.18%) Scrum
14 70 (11.18%) TDD
15 65 (10.38%) Mathematics
16 57 (9.11%) DevOps
17 56 (8.95%) Data Architecture
18 53 (8.47%) Data Analytics
Programming Languages
1 407 (65.02%) Java
2 289 (46.17%) Python
3 234 (37.38%) Scala
4 173 (27.64%) SQL
5 79 (12.62%) R
6 66 (10.54%) Bash Shell
7 65 (10.38%) JavaScript
8 38 (6.07%) C++
9 34 (5.43%) C#
10 33 (5.27%) Shell Script
11 28 (4.47%) C
12 22 (3.51%) Perl
13 20 (3.19%) PHP
14 15 (2.40%) Go
15 10 (1.60%) MATLAB
16 9 (1.44%) PL/SQL
17 8 (1.28%) Ruby
17 8 (1.28%) T-SQL
18 7 (1.12%) PowerShell
18 7 (1.12%) VB
Qualifications
1 145 (23.16%) Degree
2 69 (11.02%) Computer Science Degree
3 34 (5.43%) Numerate Degree
4 25 (3.99%) Security Cleared
5 19 (3.04%) PhD
6 14 (2.24%) SC Cleared
7 11 (1.76%) MBA
8 8 (1.28%) DV Cleared
9 6 (0.96%) Master's Degree
10 4 (0.64%) ISTQB
10 4 (0.64%) PRINCE2 Certification
11 2 (0.32%) CTC Cleared
11 2 (0.32%) EMC Certification
Quality Assurance & Compliance
1 36 (5.75%) Data Quality
2 25 (3.99%) QA
3 8 (1.28%) GDPR
4 6 (0.96%) Solvency II
5 4 (0.64%) GCP
6 3 (0.48%) SLA
7 2 (0.32%) Dodd-Frank
7 2 (0.32%) EMIR
7 2 (0.32%) FATCA
7 2 (0.32%) MiFID
System Software
1 154 (24.60%) HDFS
2 131 (20.93%) Apache Flume
3 100 (15.97%) Docker
4 30 (4.79%) Apache ZooKeeper
5 5 (0.80%) VirtualBox
5 5 (0.80%) VMware Infrastructure
6 3 (0.48%) Hyper-V
7 2 (0.32%) MapR-FS
7 2 (0.32%) Virtual Machines
8 1 (0.16%) Active Directory
8 1 (0.16%) GridGain
8 1 (0.16%) Xen
Systems Management
1 100 (15.97%) Hadoop YARN
2 65 (10.38%) Oozie
3 36 (5.75%) Ansible
4 34 (5.43%) Opscode Chef
5 32 (5.11%) Kubernetes
6 31 (4.95%) Puppet
7 19 (3.04%) Terraform
8 16 (2.56%) Mesos
9 12 (1.92%) Ambari
10 9 (1.44%) Nagios
11 6 (0.96%) Kibana
11 6 (0.96%) ZABBIX
12 5 (0.80%) Docker Swarm
12 5 (0.80%) Salt
13 2 (0.32%) Packer
13 2 (0.32%) Prometheus
13 2 (0.32%) Red Hat Spacewalk
13 2 (0.32%) yum
14 1 (0.16%) Consul
14 1 (0.16%) Rancher
Vendors
1 133 (21.25%) Cloudera
2 98 (15.65%) Oracle
3 90 (14.38%) Hortonworks
4 76 (12.14%) Tableau
5 53 (8.47%) MapR
6 52 (8.31%) Google
7 37 (5.91%) Microsoft
8 30 (4.79%) SAP
8 30 (4.79%) Talend
9 25 (3.99%) Informatica
10 20 (3.19%) IBM
11 19 (3.04%) Teradata
12 13 (2.08%) TIBCO
13 12 (1.92%) Splunk
14 11 (1.76%) Vertica
15 9 (1.44%) Greenplum
15 9 (1.44%) HP
16 8 (1.28%) Atlassian
17 6 (0.96%) Apple
17 6 (0.96%) Sybase