Period
to 26 May 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 26 May 2018 with a comparison to the same period in the previous 2 years.

Apache HBase
England > London
6 months to
26 May 2018
Same period 2017 Same period 2016
Rank 498 513 641
Rank change year-on-year +15 +128 -68
Permanent jobs citing HBase 370 326 263
As % of all permanent IT jobs advertised in London 0.53% 0.47% 0.32%
As % of the Database & Business Intelligence category 1.68% 1.55% 1.04%
Number of salaries quoted 298 288 198
London median annual salary £75,000 £70,000 £75,000
Median salary % change year-on-year +7.14% -6.67% -
10th Percentile £45,000 £48,750 £46,250
90th Percentile £115,375 £105,000 £105,000
England median annual salary £70,000 £70,000 £62,500
% change year-on-year - +12.00% -13.79%

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 21,962 20,973 25,319
As % of all permanent IT jobs advertised in London 31.43% 30.46% 30.76%
Number of salaries quoted 17,469 18,033 22,070
London median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £37,500 £36,250 £36,250
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 26 May 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 26 May 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 -12 48 £71,500 -15.88% 10
East London +31 24 £95,000 +31.03% 2
West London +14 22 £50,000 -4.76% 2
South London -2 5 £107,500 - 2
HBase
England

For the 6 months to 26 May 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.

1 330 (89.19%) Hadoop
2 286 (77.30%) Big Data
3 244 (65.95%) Apache Spark
4 241 (65.14%) Python
5 226 (61.08%) Apache Hive
6 224 (60.54%) Java
7 182 (49.19%) Apache Cassandra
8 161 (43.51%) Kafka
9 149 (40.27%) NoSQL
10 143 (38.65%) Scala
11 133 (35.95%) Agile Software Development
12 130 (35.14%) Amazon AWS
13 127 (34.32%) Analytics
14 124 (33.51%) ETL
15 121 (32.70%) SQL
16 114 (30.81%) HDFS
17 113 (30.54%) Linux
18 99 (26.76%) MongoDB
19 98 (26.49%) Cloudera
20 95 (25.68%) Data Science
21 93 (25.14%) MapReduce
22 87 (23.51%) Machine Learning
23 86 (23.24%) Impala
24 81 (21.89%) Hadoop YARN
24 81 (21.89%) Apache Flume
25 75 (20.27%) Tableau
25 75 (20.27%) Software Engineering
26 73 (19.73%) Apache
27 72 (19.46%) Bash Shell
28 70 (18.92%) Hortonworks

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
1 244 (65.95%) Apache Spark
2 73 (19.73%) Apache
3 55 (14.86%) Elasticsearch
4 49 (13.24%) Apache Solr
5 47 (12.70%) Apache Pig
6 28 (7.57%) Tomcat
7 21 (5.68%) Jetty
8 17 (4.59%) SAS
9 13 (3.51%) Confluence
10 7 (1.89%) JBoss
10 7 (1.89%) OpenStack
11 3 (0.81%) nginx
12 2 (0.54%) Apache Airflow
12 2 (0.54%) Oracle Coherence
13 1 (0.27%) Jupyter
13 1 (0.27%) Oracle SOA Suite
13 1 (0.27%) WebLogic
13 1 (0.27%) WebSphere
Applications
1 14 (3.78%) MS Visio
2 2 (0.54%) Microsoft PowerPoint
3 1 (0.27%) Microsoft Excel
3 1 (0.27%) SPSS
3 1 (0.27%) Weka
Business Applications
1 1 (0.27%) WebTrends
Cloud Services
1 130 (35.14%) Amazon AWS
2 57 (15.41%) Microsoft Azure
3 35 (9.46%) Google Cloud Platform
4 22 (5.95%) SaaS
5 19 (5.14%) Amazon EMR
6 18 (4.86%) Amazon Kinesis
7 10 (2.70%) Amazon S3
8 7 (1.89%) IaaS
8 7 (1.89%) Loggly
8 7 (1.89%) Sumo Logic
9 6 (1.62%) Amazon EC2
9 6 (1.62%) Cloud Computing
10 5 (1.35%) OpenShift
11 4 (1.08%) Amazon SQS
11 4 (1.08%) AWS Lambda
11 4 (1.08%) Cortana Intelligence Suite
11 4 (1.08%) GitHub
11 4 (1.08%) Serverless
12 2 (0.54%) DigitalOcean
13 1 (0.27%) CloudFront
Communications & Networking
1 21 (5.68%) SMPP
1 21 (5.68%) TCP/IP
2 12 (3.24%) Internet
3 9 (2.43%) DNS
4 8 (2.16%) HTTP
4 8 (2.16%) Kerberos
5 5 (1.35%) SSL
6 2 (0.54%) DHCP
6 2 (0.54%) IPv4
7 1 (0.27%) Firewall
7 1 (0.27%) Network Security
Database & Business Intelligence
1 330 (89.19%) Hadoop
2 286 (77.30%) Big Data
3 226 (61.08%) Apache Hive
4 182 (49.19%) Apache Cassandra
5 149 (40.27%) NoSQL
6 99 (26.76%) MongoDB
7 86 (23.24%) Impala
8 66 (17.84%) Data Warehouse
9 62 (16.76%) Sqoop
10 55 (14.86%) MySQL
11 53 (14.32%) Flink
12 51 (13.78%) Data Lake
13 43 (11.62%) SQL Server
14 41 (11.08%) Amazon Redshift
15 36 (9.73%) SQL Server Integration Services
16 33 (8.92%) Pentaho
17 30 (8.11%) QlikView
17 30 (8.11%) Redis
18 28 (7.57%) Power BI
19 25 (6.76%) Relational Database
Development Applications
1 53 (14.32%) Jenkins
2 43 (11.62%) Git (software)
3 38 (10.27%) JIRA
4 35 (9.46%) Maven
5 22 (5.95%) JUnit
6 21 (5.68%) Hamcrest
6 21 (5.68%) jMock
6 21 (5.68%) TestNG
7 10 (2.70%) Cucumber
8 9 (2.43%) Vagrant
9 8 (2.16%) TeamCity
10 5 (1.35%) Grunt
11 4 (1.08%) Atlassian Bamboo
11 4 (1.08%) ERwin
11 4 (1.08%) Sonatype Nexus
12 3 (0.81%) CA Release Automation
12 3 (0.81%) Gradle
12 3 (0.81%) Travis CI
13 2 (0.54%) Apache Continuum
13 2 (0.54%) NeoLoad
General
1 47 (12.70%) Finance
2 26 (7.03%) Banking
3 24 (6.49%) Telecoms
4 14 (3.78%) Investment Banking
5 7 (1.89%) Marketing
6 5 (1.35%) Front Office
7 4 (1.08%) Retail
8 3 (0.81%) Manufacturing
9 2 (0.54%) Electronics
9 2 (0.54%) Law
9 2 (0.54%) Pharmaceutical
10 1 (0.27%) Automotive
10 1 (0.27%) Financial Institution
10 1 (0.27%) Games
10 1 (0.27%) Retail Banking
Job Titles
1 118 (31.89%) Data Engineer
2 116 (31.35%) Developer
3 86 (23.24%) Big Data Engineer
4 63 (17.03%) Java Developer
5 51 (13.78%) Architect
6 49 (13.24%) Data Architect
7 35 (9.46%) Data Scientist
8 34 (9.19%) Big Data Architect
9 27 (7.30%) Big Data Developer
9 27 (7.30%) Hadoop Engineer
10 21 (5.68%) Business Intelligence Developer
11 19 (5.14%) Machine Learning Scientist
11 19 (5.14%) SOA Developer
11 19 (5.14%) SQL Developer
12 18 (4.86%) Senior Data Scientist
12 18 (4.86%) Senior Developer
13 13 (3.51%) Lead Developer
13 13 (3.51%) Senior Java Developer
14 12 (3.24%) Lead Java Developer
14 12 (3.24%) Software Engineer
Libraries, Frameworks & Software Standards
1 161 (43.51%) Kafka
2 66 (17.84%) Web Services
3 55 (14.86%) Spark Streaming
4 43 (11.62%) REST
5 35 (9.46%) Spring
6 33 (8.92%) Hibernate
6 33 (8.92%) Natural Language Processing
7 30 (8.11%) LAMP
8 29 (7.84%) Elastic Stack
9 26 (7.03%) Guice
10 24 (6.49%) TensorFlow
11 22 (5.95%) AngularJS
12 21 (5.68%) Apache Wicket
12 21 (5.68%) JAX-RS
13 19 (5.14%) NumPy
13 19 (5.14%) Pandas
13 19 (5.14%) PySpark
13 19 (5.14%) RabbitMQ
13 19 (5.14%) scikit-learn
14 18 (4.86%) MLlib
Miscellaneous
1 54 (14.59%) Fintech
2 38 (10.27%) Computer Science
3 26 (7.03%) Linux Command Line
4 25 (6.76%) Algorithms
4 25 (6.76%) Analytical Skills
5 23 (6.22%) Data Structures
6 13 (3.51%) Tandem
7 10 (2.70%) Greenfield Project
8 9 (2.43%) Market Risk
8 9 (2.43%) Virtual Team
9 8 (2.16%) Derivative
9 8 (2.16%) Replication
10 5 (1.35%) Enterprise Software
10 5 (1.35%) Foreign Exchange (FX)
11 4 (1.08%) Credit Derivative
11 4 (1.08%) FMCG
11 4 (1.08%) Hedge funds
11 4 (1.08%) Self-Motivation
12 2 (0.54%) Data Centre
12 2 (0.54%) Equities
Operating Systems
1 113 (30.54%) Linux
2 57 (15.41%) Unix
3 7 (1.89%) CoreOS
4 6 (1.62%) Windows
5 3 (0.81%) Ubuntu
6 2 (0.54%) Debian
6 2 (0.54%) Red Hat Enterprise Linux
6 2 (0.54%) Windows Server
7 1 (0.27%) AIX
7 1 (0.27%) Solaris
7 1 (0.27%) Windows Server 2008
Processes & Methodologies
1 133 (35.95%) Agile Software Development
2 127 (34.32%) Analytics
3 124 (33.51%) ETL
4 95 (25.68%) Data Science
5 93 (25.14%) MapReduce
6 87 (23.51%) Machine Learning
7 75 (20.27%) Software Engineering
8 70 (18.92%) Data Engineering
9 65 (17.57%) Visualisation
10 60 (16.22%) Business Intelligence
11 55 (14.86%) DevOps
12 52 (14.05%) Data Modelling
13 49 (13.24%) Scrum
14 48 (12.97%) Microservices
15 46 (12.43%) Data Analytics
15 46 (12.43%) Data Visualisation
16 41 (11.08%) Data Development
16 41 (11.08%) Open Source
16 41 (11.08%) TDD
17 37 (10.00%) Data Ingestion
Programming Languages
1 241 (65.14%) Python
2 224 (60.54%) Java
3 143 (38.65%) Scala
4 121 (32.70%) SQL
5 72 (19.46%) Bash Shell
6 47 (12.70%) R
7 27 (7.30%) Java 8
8 16 (4.32%) C#
9 14 (3.78%) C++
10 12 (3.24%) Perl
11 11 (2.97%) JavaScript
11 11 (2.97%) PHP
12 10 (2.70%) Go
13 9 (2.43%) MATLAB
14 8 (2.16%) Ruby
15 7 (1.89%) C
16 4 (1.08%) Shell Script
17 3 (0.81%) Groovy
18 2 (0.54%) HiveQL
18 2 (0.54%) PL/SQL
Qualifications
1 39 (10.54%) Degree
2 18 (4.86%) Computer Science Degree
2 18 (4.86%) PhD
3 13 (3.51%) Security Cleared
4 12 (3.24%) Numerate Degree
5 10 (2.70%) SC Cleared
6 4 (1.08%) Master's Degree
6 4 (1.08%) MBA
7 2 (0.54%) EMC Certification
8 1 (0.27%) CTC Cleared
8 1 (0.27%) DV Cleared
Quality Assurance & Compliance
1 21 (5.68%) Data Quality
2 7 (1.89%) QA
3 5 (1.35%) MiFID
4 4 (1.08%) GDPR
4 4 (1.08%) Solvency II
5 2 (0.54%) GCP
6 1 (0.27%) Dodd-Frank
6 1 (0.27%) EMIR
6 1 (0.27%) FATCA
System Software
1 114 (30.81%) HDFS
2 81 (21.89%) Apache Flume
3 69 (18.65%) Docker
4 15 (4.05%) Apache ZooKeeper
5 8 (2.16%) VMware Infrastructure
6 7 (1.89%) VirtualBox
7 2 (0.54%) Active Directory
7 2 (0.54%) Xen
8 1 (0.27%) Cronacle
8 1 (0.27%) Virtual Machines
8 1 (0.27%) vSphere
Systems Management
1 81 (21.89%) Hadoop YARN
2 34 (9.19%) Oozie
3 31 (8.38%) Ansible
4 30 (8.11%) Kubernetes
5 27 (7.30%) Mesos
6 22 (5.95%) Ambari
7 20 (5.41%) Puppet
8 16 (4.32%) Opscode Chef
8 16 (4.32%) Terraform
9 8 (2.16%) Nagios
9 8 (2.16%) Salt
10 7 (1.89%) ZABBIX
11 5 (1.35%) Kibana
12 3 (0.81%) Docker Swarm
12 3 (0.81%) Packer
13 2 (0.54%) Consul
13 2 (0.54%) Rancher
14 1 (0.27%) Apache Slider
14 1 (0.27%) Check_MK
14 1 (0.27%) Prometheus
Vendors
1 98 (26.49%) Cloudera
2 75 (20.27%) Tableau
3 70 (18.92%) Hortonworks
4 60 (16.22%) Oracle
5 51 (13.78%) Google
6 36 (9.73%) WorldPay
7 33 (8.92%) Talend
8 28 (7.57%) Informatica
9 27 (7.30%) MapR
10 23 (6.22%) Microsoft
11 21 (5.68%) IBM
12 20 (5.41%) TIBCO
13 19 (5.14%) Sybase
14 17 (4.59%) SAP
15 15 (4.05%) Cognos
15 15 (4.05%) Greenplum
15 15 (4.05%) Vertica
16 14 (3.78%) HP
16 14 (3.78%) Netezza
17 12 (3.24%) Splunk