Period
to 17 November 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 17 November 2018 with a comparison to the same period in the previous 2 years.

Apache HBase
England > London
6 months to
17 Nov 2018
Same period 2017 Same period 2016
Rank 493 554 541
Rank change year-on-year +61 -13 -20
Permanent jobs citing HBase 345 321 342
As % of all permanent IT jobs advertised in London 0.52% 0.42% 0.45%
As % of the Database & Business Intelligence category 1.71% 1.44% 1.53%
Number of salaries quoted 244 272 284
London median annual salary £85,000 £70,000 £75,000
Median salary % change year-on-year +21.43% -6.67% +3.45%
10th Percentile £57,500 £45,000 £48,750
90th Percentile £113,750 £106,000 £105,000
England median annual salary £80,000 £65,000 £70,000
% change year-on-year +23.08% -7.14% -

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 20,163 22,246 22,386
As % of all permanent IT jobs advertised in London 30.17% 29.43% 29.42%
Number of salaries quoted 16,452 17,818 19,470
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £37,500 £36,250 £35,000
90th Percentile £95,000 £88,750 £87,500
England median annual salary £51,250 £50,000 £47,500
% change year-on-year +2.50% +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 17 November 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 17 November 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 -25 38 £81,250 +16.07% 15
East London +3 18 £95,000 -13.64% 4
West London -4 4 £50,000 -13.04% 8
North London +9 1 £80,000 -15.79% 2
HBase
England

For the 6 months to 17 November 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.

1 297 (86.09%) Hadoop
2 274 (79.42%) Apache Spark
3 252 (73.04%) Big Data
4 249 (72.17%) Java
5 238 (68.99%) Apache Hive
6 221 (64.06%) Python
7 193 (55.94%) Apache Cassandra
8 192 (55.65%) NoSQL
9 185 (53.62%) Scala
10 182 (52.75%) Amazon AWS
11 175 (50.72%) Kafka
12 161 (46.67%) Agile Software Development
13 126 (36.52%) Hortonworks
13 126 (36.52%) Cloudera
14 121 (35.07%) Analytics
15 119 (34.49%) Impala
16 115 (33.33%) Data Science
17 112 (32.46%) Machine Learning
18 107 (31.01%) ETL
19 99 (28.70%) HDFS
20 97 (28.12%) SQL
21 96 (27.83%) MapReduce
22 89 (25.80%) Amazon Redshift
23 87 (25.22%) Apache Flume
24 85 (24.64%) Scrum
25 84 (24.35%) Oozie
26 82 (23.77%) MongoDB
26 82 (23.77%) Flink
27 80 (23.19%) MapR
28 79 (22.90%) Microsoft Azure

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
1 274 (79.42%) Apache Spark
2 77 (22.32%) Elasticsearch
3 76 (22.03%) Apache Pig
4 75 (21.74%) Apache
5 48 (13.91%) Apache Solr
6 16 (4.64%) SAS
7 3 (0.87%) OpenStack
7 3 (0.87%) WildFly
8 2 (0.58%) Confluence
8 2 (0.58%) Jetty
8 2 (0.58%) Tomcat
Applications
1 5 (1.45%) SPSS
2 1 (0.29%) Microsoft Excel
2 1 (0.29%) Microsoft Office
2 1 (0.29%) Microsoft PowerPoint
2 1 (0.29%) MS Visio
Cloud Services
1 182 (52.75%) Amazon AWS
2 79 (22.90%) Microsoft Azure
3 60 (17.39%) Google Cloud Platform
4 21 (6.09%) Amazon EMR
5 19 (5.51%) Serverless
6 17 (4.93%) AWS Lambda
7 16 (4.64%) Amazon Kinesis
8 9 (2.61%) Cloud Computing
9 8 (2.32%) Amazon SQS
10 6 (1.74%) Amazon EC2
10 6 (1.74%) IaaS
10 6 (1.74%) iTunes
11 4 (1.16%) Cortana Intelligence Suite
11 4 (1.16%) PaaS
11 4 (1.16%) SaaS
11 4 (1.16%) Siri
12 3 (0.87%) Azure Machine Learning
12 3 (0.87%) Loggly
12 3 (0.87%) Sumo Logic
13 2 (0.58%) Amazon S3
Communications & Networking
1 26 (7.54%) Internet
2 6 (1.74%) TCP/IP
3 5 (1.45%) HTTP
4 4 (1.16%) Firewall
4 4 (1.16%) Kerberos
4 4 (1.16%) SSL
5 3 (0.87%) DNS
5 3 (0.87%) VPN
6 2 (0.58%) Intrusion Detection
6 2 (0.58%) SMPP
6 2 (0.58%) VLAN
7 1 (0.29%) FCoE
7 1 (0.29%) Fibre Channel
7 1 (0.29%) iSCSI
7 1 (0.29%) NAS
7 1 (0.29%) SAN
Database & Business Intelligence
1 297 (86.09%) Hadoop
2 252 (73.04%) Big Data
3 238 (68.99%) Apache Hive
4 193 (55.94%) Apache Cassandra
5 192 (55.65%) NoSQL
6 119 (34.49%) Impala
7 89 (25.80%) Amazon Redshift
8 82 (23.77%) Flink
8 82 (23.77%) MongoDB
9 48 (13.91%) Data Warehouse
10 46 (13.33%) Couchbase
10 46 (13.33%) CouchDB
11 45 (13.04%) MySQL
12 37 (10.72%) PostgreSQL
13 35 (10.14%) Data Lake
13 35 (10.14%) SQL Server
14 32 (9.28%) Spotfire
15 31 (8.99%) Power BI
15 31 (8.99%) SQL Server Integration Services
16 30 (8.70%) QlikView
Development Applications
1 31 (8.99%) Jenkins
2 26 (7.54%) Git (software)
3 19 (5.51%) JUnit
4 8 (2.32%) ERwin
5 6 (1.74%) Maven
6 5 (1.45%) IntelliJ
7 4 (1.16%) JIRA
8 3 (0.87%) Subversion
8 3 (0.87%) TeamCity
8 3 (0.87%) Travis CI
8 3 (0.87%) Vagrant
8 3 (0.87%) Visual Studio
8 3 (0.87%) Visual Studio Team System
9 2 (0.58%) CircleCI
9 2 (0.58%) Eclipse
9 2 (0.58%) FindBugs
9 2 (0.58%) GitLab
9 2 (0.58%) Grunt
9 2 (0.58%) Hamcrest
9 2 (0.58%) RStudio
General
1 50 (14.49%) Finance
2 30 (8.70%) Banking
3 18 (5.22%) Investment Banking
4 17 (4.93%) Games
5 15 (4.35%) Law
6 14 (4.06%) Pharmaceutical
7 13 (3.77%) Advertising
7 13 (3.77%) Military
8 10 (2.90%) Telecoms
9 9 (2.61%) Front Office
9 9 (2.61%) Marketing
10 4 (1.16%) Retail
11 3 (0.87%) Financial Institution
12 1 (0.29%) Aerospace
12 1 (0.29%) French Language
Job Titles
1 155 (44.93%) Data Engineer
2 131 (37.97%) Big Data Engineer
3 63 (18.26%) Developer
4 43 (12.46%) Architect
5 40 (11.59%) Data Architect
6 38 (11.01%) Big Data Architect
7 32 (9.28%) Java Developer
8 29 (8.41%) Senior Data Engineer
9 23 (6.67%) Data Scientist
10 21 (6.09%) Senior Data Scientist
11 18 (5.22%) Machine Learning Scientist
12 16 (4.64%) Big Data Developer
12 16 (4.64%) Scala Developer
13 15 (4.35%) Games Engineer
13 15 (4.35%) Senior Developer
14 14 (4.06%) Consultant
15 12 (3.48%) Hadoop Engineer
16 11 (3.19%) Senior Java Developer
17 10 (2.90%) Data Consultant
17 10 (2.90%) Java Engineer
Libraries, Frameworks & Software Standards
1 175 (50.72%) Kafka
2 47 (13.62%) Web Services
3 41 (11.88%) Spark Streaming
4 39 (11.30%) PySpark
5 29 (8.41%) Natural Language Processing
6 27 (7.83%) RESTful
7 25 (7.25%) TensorFlow
8 24 (6.96%) AngularJS
9 22 (6.38%) Spring
10 21 (6.09%) MLlib
10 21 (6.09%) Theano
11 20 (5.80%) scikit-learn
12 18 (5.22%) Hibernate
12 18 (5.22%) Node.js
12 18 (5.22%) NumPy
12 18 (5.22%) Pandas
12 18 (5.22%) REST
12 18 (5.22%) SciPy
13 17 (4.93%) RabbitMQ
14 16 (4.64%) .NET
Miscellaneous
1 41 (11.88%) Computer Science
2 38 (11.01%) Analytical Skills
2 38 (11.01%) Fintech
3 25 (7.25%) Virtual Team
4 24 (6.96%) Algorithms
5 19 (5.51%) Data Structures
6 15 (4.35%) Derivative
6 15 (4.35%) Life Science
7 13 (3.77%) Market Risk
8 10 (2.90%) Greenfield Project
9 8 (2.32%) Enterprise Software
10 7 (2.03%) Linux Command Line
11 4 (1.16%) FMCG
11 4 (1.16%) Self-Motivation
12 3 (0.87%) Hedge funds
12 3 (0.87%) Replication
13 2 (0.58%) Equity Derivative
13 2 (0.58%) Mainframe
13 2 (0.58%) Public Cloud
13 2 (0.58%) Social Media
Operating Systems
1 72 (20.87%) Linux
2 55 (15.94%) Unix
3 5 (1.45%) Ubuntu
4 4 (1.16%) CentOS
4 4 (1.16%) Red Hat Enterprise Linux
5 3 (0.87%) CoreOS
5 3 (0.87%) Windows
6 1 (0.29%) DC/OS
6 1 (0.29%) Windows Server
Processes & Methodologies
1 161 (46.67%) Agile Software Development
2 121 (35.07%) Analytics
3 115 (33.33%) Data Science
4 112 (32.46%) Machine Learning
5 107 (31.01%) ETL
6 96 (27.83%) MapReduce
7 85 (24.64%) Scrum
8 59 (17.10%) Software Engineering
9 55 (15.94%) Data Analytics
10 51 (14.78%) Data Modelling
11 50 (14.49%) Business Intelligence
12 47 (13.62%) Kanban
13 44 (12.75%) Artificial Intelligence
14 42 (12.17%) Data Engineering
14 42 (12.17%) Visualisation
15 40 (11.59%) TDD
16 34 (9.86%) Deep Learning
17 33 (9.57%) DevOps
18 32 (9.28%) Data Ingestion
19 30 (8.70%) Problem-Solving
Programming Languages
1 249 (72.17%) Java
2 221 (64.06%) Python
3 185 (53.62%) Scala
4 97 (28.12%) SQL
5 25 (7.25%) Bash Shell
6 19 (5.51%) C#
7 18 (5.22%) R
8 17 (4.93%) Ruby
9 14 (4.06%) C++
10 13 (3.77%) C
11 11 (3.19%) JavaScript
12 10 (2.90%) Java 8
12 10 (2.90%) Perl
13 8 (2.32%) Go
13 8 (2.32%) Shell Script
14 7 (2.03%) PHP
15 6 (1.74%) Groovy
15 6 (1.74%) Haskell
16 4 (1.16%) T-SQL
17 3 (0.87%) MATLAB
Qualifications
1 32 (9.28%) Degree
2 14 (4.06%) Computer Science Degree
3 10 (2.90%) Master's Degree
3 10 (2.90%) Numerate Degree
4 5 (1.45%) PhD
5 3 (0.87%) ISEB
5 3 (0.87%) ISTQB
6 1 (0.29%) Postgraduate
Quality Assurance & Compliance
1 16 (4.64%) Data Quality
2 8 (2.32%) MiFID
3 6 (1.74%) GDPR
4 4 (1.16%) QA
5 3 (0.87%) PCI DSS
5 3 (0.87%) Solvency II
6 2 (0.58%) ISO/IEC 27001
System Software
1 99 (28.70%) HDFS
2 87 (25.22%) Apache Flume
3 26 (7.54%) Docker
4 20 (5.80%) Apache ZooKeeper
5 4 (1.16%) VMware Infrastructure
6 3 (0.87%) VirtualBox
7 2 (0.58%) Xen
8 1 (0.29%) Active Directory
8 1 (0.29%) Hyper-V
8 1 (0.29%) KVM
8 1 (0.29%) NFS
8 1 (0.29%) SRDF
Systems Management
1 84 (24.35%) Oozie
2 70 (20.29%) Hadoop YARN
3 24 (6.96%) Prometheus
4 22 (6.38%) Grafana
4 22 (6.38%) Kibana
5 21 (6.09%) logstash
6 16 (4.64%) Kubernetes
6 16 (4.64%) Opscode Chef
7 14 (4.06%) Ansible
8 13 (3.77%) Puppet
9 9 (2.61%) Mesos
10 4 (1.16%) Nagios
10 4 (1.16%) Terraform
11 3 (0.87%) Salt
11 3 (0.87%) ZABBIX
12 2 (0.58%) Ambari
12 2 (0.58%) Packer
13 1 (0.29%) Apache Brooklyn
13 1 (0.29%) Marathon
13 1 (0.29%) Rancher
Vendors
1 126 (36.52%) Cloudera
1 126 (36.52%) Hortonworks
2 80 (23.19%) MapR
3 59 (17.10%) Google
4 53 (15.36%) Tableau
5 46 (13.33%) Databricks
6 38 (11.01%) Microsoft
7 35 (10.14%) IBM
8 34 (9.86%) Talend
9 27 (7.83%) Informatica
10 24 (6.96%) Oracle
11 22 (6.38%) SAP
12 21 (6.09%) Splunk
13 20 (5.80%) Vertica
14 18 (5.22%) Greenplum
14 18 (5.22%) HP
14 18 (5.22%) TIBCO
15 12 (3.48%) WorldPay
16 10 (2.90%) Apple
16 10 (2.90%) Cognizant