Period
to 20 July 2018

The following table provides summary statistics for permanent job vacancies advertised in London 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 20 July 2018 with a comparison to the same period in the previous 2 years.

Apache HBase
England > London
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 517 557 627
Rank change year-on-year +40 +70 -71
Permanent jobs citing HBase 323 284 292
As % of all permanent IT jobs advertised in London 0.45% 0.39% 0.35%
As % of the Database & Business Intelligence category 1.44% 1.31% 1.16%
Number of salaries quoted 235 238 226
London median annual salary £75,000 £70,000 £75,000
Median salary % change year-on-year +7.14% -6.67% -
10th Percentile £45,000 £47,500 £47,500
90th Percentile £120,000 £107,500 £105,000
England median annual salary £70,000 £65,000 £62,500
% change year-on-year +7.69% +4.00% -16.67%

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 advertised in London with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
London
Permanent vacancies with a requirement for database or business intelligence skills 22,501 21,712 25,080
As % of all permanent IT jobs advertised in London 31.58% 29.67% 30.23%
Number of salaries quoted 17,752 18,049 21,857
London median annual salary £62,500 £60,000 £56,000
Median salary % change year-on-year +4.17% +7.14% +1.82%
10th Percentile £37,500 £36,250 £35,400
90th Percentile £92,500 £90,000 £85,000
England median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +5.56%

HBase
Job Vacancy Trend in London

Job postings citing HBase as a percentage of all IT jobs advertised in London.

Job vacancy trend for HBase in London

HBase
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing HBase in London.

Salary trend for HBase in London

HBase
Salary Histogram in London

The salary distribution of IT jobs citing HBase in London over the 6 months to 20 July 2018.

Salary histogram for HBase in London

HBase
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing HBase within the London region over the 6 months to 20 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
Central London -31 43 £71,500 +2.14% 9
East London +23 26 £95,000 +100.00% 4
West London +12 17 £50,000 -4.76% 9
South London -11 1 £115,000 - 2
HBase
England

For the 6 months to 20 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 across the London region with a requirement for HBase.

1 293 (90.71%) Hadoop
2 238 (73.68%) Big Data
3 231 (71.52%) Apache Spark
4 217 (67.18%) Python
5 216 (66.87%) Apache Hive
6 201 (62.23%) Java
7 159 (49.23%) Apache Cassandra
8 147 (45.51%) NoSQL
9 144 (44.58%) Scala
10 140 (43.34%) Kafka
11 126 (39.01%) Amazon AWS
12 122 (37.77%) HDFS
12 122 (37.77%) ETL
13 121 (37.46%) Analytics
14 117 (36.22%) Agile Software Development
15 108 (33.44%) SQL
16 106 (32.82%) Linux
17 101 (31.27%) Data Science
18 89 (27.55%) Cloudera
19 86 (26.63%) MongoDB
19 86 (26.63%) Impala
20 85 (26.32%) Hortonworks
21 84 (26.01%) Machine Learning
22 83 (25.70%) MapReduce
23 75 (23.22%) Apache
24 74 (22.91%) Tableau
24 74 (22.91%) Apache Flume
25 69 (21.36%) Visualisation
26 63 (19.50%) Hadoop YARN
26 63 (19.50%) Data Warehouse

HBase
Co-occurring IT Skills in London 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
1 231 (71.52%) Apache Spark
2 75 (23.22%) Apache
3 52 (16.10%) Apache Pig
4 41 (12.69%) Elasticsearch
5 37 (11.46%) Apache Solr
6 21 (6.50%) Tomcat
7 17 (5.26%) Jetty
8 10 (3.10%) SAS
9 6 (1.86%) Confluence
9 6 (1.86%) OpenStack
10 4 (1.24%) JBoss
11 1 (0.31%) Jupyter
11 1 (0.31%) nginx
11 1 (0.31%) Oracle SOA Suite
11 1 (0.31%) WebLogic
11 1 (0.31%) WebSphere
Applications
1 15 (4.64%) MS Visio
2 2 (0.62%) Microsoft Excel
2 2 (0.62%) Microsoft PowerPoint
2 2 (0.62%) SPSS
3 1 (0.31%) Microsoft Office
Cloud Services
1 126 (39.01%) Amazon AWS
2 56 (17.34%) Microsoft Azure
3 36 (11.15%) Google Cloud Platform
4 23 (7.12%) Amazon EMR
5 19 (5.88%) Amazon Kinesis
6 18 (5.57%) SaaS
7 6 (1.86%) Amazon S3
7 6 (1.86%) AWS Lambda
7 6 (1.86%) IaaS
7 6 (1.86%) Loggly
7 6 (1.86%) Serverless
7 6 (1.86%) Sumo Logic
8 5 (1.55%) Cloud Computing
8 5 (1.55%) OpenShift
9 4 (1.24%) GitHub
10 2 (0.62%) Cortana Intelligence Suite
10 2 (0.62%) DigitalOcean
10 2 (0.62%) PaaS
11 1 (0.31%) Azure Data Factory
11 1 (0.31%) Cloudflare
Communications & Networking
1 17 (5.26%) SMPP
1 17 (5.26%) TCP/IP
2 8 (2.48%) Internet
3 7 (2.17%) HTTP
4 6 (1.86%) DNS
5 4 (1.24%) Kerberos
6 2 (0.62%) Firewall
7 1 (0.31%) Intrusion Detection
7 1 (0.31%) Network Security
7 1 (0.31%) SSL
Database & Business Intelligence
1 293 (90.71%) Hadoop
2 238 (73.68%) Big Data
3 216 (66.87%) Apache Hive
4 159 (49.23%) Apache Cassandra
5 147 (45.51%) NoSQL
6 86 (26.63%) Impala
6 86 (26.63%) MongoDB
7 63 (19.50%) Data Warehouse
8 58 (17.96%) Sqoop
9 55 (17.03%) Data Lake
10 52 (16.10%) MySQL
11 46 (14.24%) Flink
12 44 (13.62%) SQL Server
13 43 (13.31%) Amazon Redshift
14 39 (12.07%) SQL Server Integration Services
15 29 (8.98%) Pentaho
15 29 (8.98%) QlikView
16 27 (8.36%) Power BI
17 25 (7.74%) Redis
17 25 (7.74%) SQL Server Analysis Services
Development Applications
1 49 (15.17%) Jenkins
2 37 (11.46%) Git (software)
3 27 (8.36%) JIRA
4 26 (8.05%) Maven
5 25 (7.74%) JUnit
6 17 (5.26%) Hamcrest
6 17 (5.26%) jMock
6 17 (5.26%) TestNG
7 6 (1.86%) ERwin
7 6 (1.86%) Vagrant
8 5 (1.55%) TeamCity
9 4 (1.24%) Atlassian Bamboo
9 4 (1.24%) Cucumber
9 4 (1.24%) Grunt
9 4 (1.24%) Sonatype Nexus
9 4 (1.24%) Subversion
9 4 (1.24%) Travis CI
10 3 (0.93%) CA Release Automation
10 3 (0.93%) RStudio
11 2 (0.62%) GitLab
General
1 52 (16.10%) Finance
2 23 (7.12%) Banking
3 13 (4.02%) Front Office
3 13 (4.02%) Investment Banking
3 13 (4.02%) Telecoms
4 7 (2.17%) Marketing
4 7 (2.17%) Pharmaceutical
5 4 (1.24%) Advertising
5 4 (1.24%) Games
6 3 (0.93%) Financial Institution
6 3 (0.93%) Law
7 2 (0.62%) Retail
8 1 (0.31%) Aerospace
8 1 (0.31%) Automotive
Job Titles
1 117 (36.22%) Data Engineer
2 91 (28.17%) Developer
3 84 (26.01%) Big Data Engineer
4 39 (12.07%) Architect
5 38 (11.76%) Data Architect
6 37 (11.46%) Data Scientist
6 37 (11.46%) Java Developer
7 30 (9.29%) Big Data Architect
8 24 (7.43%) Machine Learning Scientist
9 23 (7.12%) Big Data Developer
9 23 (7.12%) Senior Data Scientist
10 22 (6.81%) Business Intelligence Developer
11 17 (5.26%) Hadoop Engineer
12 16 (4.95%) SOA Developer
12 16 (4.95%) SQL Developer
13 15 (4.64%) Scala Developer
14 14 (4.33%) Senior Data Engineer
15 8 (2.48%) Software Engineer
15 8 (2.48%) Tester
16 7 (2.17%) Big Data Software Engineer
Libraries, Frameworks & Software Standards
1 140 (43.34%) Kafka
2 55 (17.03%) Web Services
3 36 (11.15%) Spark Streaming
4 34 (10.53%) PySpark
5 32 (9.91%) Natural Language Processing
6 29 (8.98%) TensorFlow
7 27 (8.36%) REST
8 25 (7.74%) Elastic Stack
8 25 (7.74%) Hibernate
8 25 (7.74%) LAMP
8 25 (7.74%) Theano
9 24 (7.43%) Pandas
9 24 (7.43%) scikit-learn
9 24 (7.43%) Spring
10 23 (7.12%) MLlib
10 23 (7.12%) NumPy
10 23 (7.12%) SciPy
11 19 (5.88%) Guice
12 17 (5.26%) Apache Wicket
12 17 (5.26%) JAX-RS
Miscellaneous
1 52 (16.10%) Fintech
2 33 (10.22%) Data Structures
3 31 (9.60%) Analytical Skills
4 25 (7.74%) Computer Science
5 24 (7.43%) Algorithms
5 24 (7.43%) Linux Command Line
6 16 (4.95%) Virtual Team
7 13 (4.02%) Derivative
8 11 (3.41%) Market Risk
9 9 (2.79%) Tandem
10 8 (2.48%) Life Science
11 7 (2.17%) Replication
12 6 (1.86%) Enterprise Software
12 6 (1.86%) FMCG
12 6 (1.86%) Greenfield Project
12 6 (1.86%) Self-Motivation
13 3 (0.93%) Hedge funds
13 3 (0.93%) Social Media
14 2 (0.62%) Equities
14 2 (0.62%) Equity Derivative
Operating Systems
1 106 (32.82%) Linux
2 47 (14.55%) Unix
3 6 (1.86%) CoreOS
3 6 (1.86%) Windows
4 3 (0.93%) Red Hat Enterprise Linux
4 3 (0.93%) Windows Server
5 2 (0.62%) Ubuntu
6 1 (0.31%) AIX
6 1 (0.31%) CentOS
6 1 (0.31%) Solaris
6 1 (0.31%) Windows Server 2008
Processes & Methodologies
1 122 (37.77%) ETL
2 121 (37.46%) Analytics
3 117 (36.22%) Agile Software Development
4 101 (31.27%) Data Science
5 84 (26.01%) Machine Learning
6 83 (25.70%) MapReduce
7 69 (21.36%) Visualisation
8 60 (18.58%) Data Engineering
9 57 (17.65%) Software Engineering
10 55 (17.03%) Business Intelligence
11 51 (15.79%) Data Visualisation
12 50 (15.48%) Data Analytics
13 48 (14.86%) Scrum
14 42 (13.00%) Data Modelling
15 40 (12.38%) DevOps
16 38 (11.76%) Problem-Solving
17 36 (11.15%) Data Development
18 33 (10.22%) Microservices
19 32 (9.91%) Data Transformation
20 31 (9.60%) TDD
Programming Languages
1 217 (67.18%) Python
2 201 (62.23%) Java
3 144 (44.58%) Scala
4 108 (33.44%) SQL
5 52 (16.10%) Bash Shell
6 39 (12.07%) R
7 16 (4.95%) Java 8
8 13 (4.02%) C#
9 11 (3.41%) Perl
10 10 (3.10%) PHP
11 9 (2.79%) JavaScript
12 8 (2.48%) Go
13 7 (2.17%) C++
13 7 (2.17%) MATLAB
14 6 (1.86%) C
14 6 (1.86%) Ruby
15 5 (1.55%) Groovy
16 4 (1.24%) T-SQL
17 3 (0.93%) Kotlin
18 2 (0.62%) PL/SQL
Qualifications
1 25 (7.74%) Degree
2 11 (3.41%) PhD
3 9 (2.79%) Computer Science Degree
4 5 (1.55%) Master's Degree
4 5 (1.55%) Security Cleared
5 4 (1.24%) MBA
5 4 (1.24%) SC Cleared
6 3 (0.93%) Numerate Degree
7 2 (0.62%) EMC Certification
7 2 (0.62%) ISEB
7 2 (0.62%) ISTQB
8 1 (0.31%) DV Cleared
Quality Assurance & Compliance
1 14 (4.33%) Data Quality
2 11 (3.41%) MiFID
3 7 (2.17%) GCP
4 6 (1.86%) QA
5 3 (0.93%) GDPR
6 2 (0.62%) Solvency II
7 1 (0.31%) ISO/IEC 27001
System Software
1 122 (37.77%) HDFS
2 74 (22.91%) Apache Flume
3 49 (15.17%) Docker
4 10 (3.10%) Apache ZooKeeper
5 7 (2.17%) VMware Infrastructure
6 6 (1.86%) VirtualBox
7 2 (0.62%) Active Directory
7 2 (0.62%) Xen
8 1 (0.31%) Cronacle
8 1 (0.31%) Virtual Machines
8 1 (0.31%) vSphere
Systems Management
1 63 (19.50%) Hadoop YARN
2 42 (13.00%) Oozie
3 21 (6.50%) Ansible
4 19 (5.88%) Ambari
4 19 (5.88%) Kubernetes
5 18 (5.57%) Mesos
6 13 (4.02%) Kibana
7 12 (3.72%) Opscode Chef
7 12 (3.72%) Puppet
8 11 (3.41%) Prometheus
9 9 (2.79%) Grafana
9 9 (2.79%) logstash
10 8 (2.48%) Nagios
11 7 (2.17%) Salt
11 7 (2.17%) Terraform
12 6 (1.86%) ZABBIX
13 3 (0.93%) Packer
14 2 (0.62%) Consul
14 2 (0.62%) Docker Swarm
14 2 (0.62%) Rancher
Vendors
1 89 (27.55%) Cloudera
2 85 (26.32%) Hortonworks
3 74 (22.91%) Tableau
4 55 (17.03%) Oracle
5 45 (13.93%) Google
6 38 (11.76%) WorldPay
7 34 (10.53%) MapR
8 28 (8.67%) Talend
9 24 (7.43%) Informatica
9 24 (7.43%) Microsoft
10 19 (5.88%) TIBCO
11 18 (5.57%) IBM
12 16 (4.95%) Sybase
13 14 (4.33%) Cognos
13 14 (4.33%) Netezza
14 13 (4.02%) Greenplum
14 13 (4.02%) HP
14 13 (4.02%) SAP
14 13 (4.02%) Vertica
15 9 (2.79%) Cognizant