Period
to 25 September 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 25 September 2018 with a comparison to the same period in the previous 2 years.

Apache HBase
England > London
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 525 582 573
Rank change year-on-year +57 -9 -67
Permanent jobs citing HBase 293 268 299
As % of all permanent IT jobs advertised in London 0.43% 0.36% 0.38%
As % of the Database & Business Intelligence category 1.37% 1.21% 1.30%
Number of salaries quoted 215 228 236
London median annual salary £80,000 £67,500 £75,000
Median salary % change year-on-year +18.52% -10.00% -
10th Percentile £55,000 £45,000 £47,500
90th Percentile £118,750 £105,000 £105,000
England median annual salary £72,500 £65,000 £67,500
% change year-on-year +11.54% -3.70% -6.90%

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 21,417 22,093 23,016
As % of all permanent IT jobs advertised in London 31.12% 29.50% 29.58%
Number of salaries quoted 17,022 17,745 20,049
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 £93,750 £90,000 £87,500
England median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +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 25 September 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 25 September 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 -58 27 £71,500 +5.93% 5
East London +10 26 £95,000 +100.00% 2
West London +19 11 £50,000 -9.09% 8
South London +15 1 £115,000 - 2
HBase
England

For the 6 months to 25 September 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.

1 255 (87.03%) Hadoop
2 223 (76.11%) Apache Spark
3 214 (73.04%) Apache Hive
4 206 (70.31%) Big Data
5 195 (66.55%) Java
6 192 (65.53%) Python
7 160 (54.61%) Apache Cassandra
8 152 (51.88%) NoSQL
8 152 (51.88%) Scala
9 139 (47.44%) Kafka
10 134 (45.73%) Amazon AWS
11 124 (42.32%) Agile Software Development
12 117 (39.93%) HDFS
13 109 (37.20%) Analytics
14 107 (36.52%) Data Science
15 105 (35.84%) ETL
16 95 (32.42%) Hortonworks
16 95 (32.42%) Impala
17 91 (31.06%) Cloudera
18 86 (29.35%) Machine Learning
19 85 (29.01%) SQL
20 84 (28.67%) MapReduce
21 82 (27.99%) Linux
22 77 (26.28%) MongoDB
22 77 (26.28%) Apache Flume
23 74 (25.26%) Apache
24 60 (20.48%) Scrum
25 58 (19.80%) Hadoop YARN
26 57 (19.45%) Tableau
26 57 (19.45%) 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
1 223 (76.11%) Apache Spark
2 74 (25.26%) Apache
3 52 (17.75%) Apache Pig
4 50 (17.06%) Elasticsearch
5 37 (12.63%) Apache Solr
6 10 (3.41%) Jetty
6 10 (3.41%) Tomcat
7 9 (3.07%) SAS
8 4 (1.37%) OpenStack
9 3 (1.02%) Confluence
9 3 (1.02%) WildFly
Applications
1 7 (2.39%) MS Visio
2 3 (1.02%) SPSS
3 1 (0.34%) Microsoft Excel
3 1 (0.34%) Microsoft Office
3 1 (0.34%) Microsoft PowerPoint
Cloud Services
1 134 (45.73%) Amazon AWS
2 57 (19.45%) Microsoft Azure
3 33 (11.26%) Google Cloud Platform
4 23 (7.85%) Amazon EMR
5 17 (5.80%) Amazon Kinesis
6 10 (3.41%) SaaS
7 9 (3.07%) Cloud Computing
8 8 (2.73%) AWS Lambda
8 8 (2.73%) Serverless
9 5 (1.71%) IaaS
10 4 (1.37%) Amazon EC2
10 4 (1.37%) Amazon S3
10 4 (1.37%) Cortana Intelligence Suite
10 4 (1.37%) Loggly
10 4 (1.37%) Siri
10 4 (1.37%) Sumo Logic
11 2 (0.68%) PaaS
12 1 (0.34%) CloudBees
12 1 (0.34%) Cloudflare
12 1 (0.34%) CloudFront
Communications & Networking
1 13 (4.44%) TCP/IP
2 10 (3.41%) SMPP
3 5 (1.71%) HTTP
4 4 (1.37%) DNS
4 4 (1.37%) Firewall
4 4 (1.37%) Internet
4 4 (1.37%) Kerberos
4 4 (1.37%) SSL
5 3 (1.02%) VPN
6 2 (0.68%) Intrusion Detection
6 2 (0.68%) VLAN
7 1 (0.34%) FCoE
7 1 (0.34%) Fibre Channel
7 1 (0.34%) iSCSI
7 1 (0.34%) NAS
7 1 (0.34%) SAN
Database & Business Intelligence
1 255 (87.03%) Hadoop
2 214 (73.04%) Apache Hive
3 206 (70.31%) Big Data
4 160 (54.61%) Apache Cassandra
5 152 (51.88%) NoSQL
6 95 (32.42%) Impala
7 77 (26.28%) MongoDB
8 55 (18.77%) Amazon Redshift
9 52 (17.75%) Flink
10 50 (17.06%) Data Warehouse
11 48 (16.38%) MySQL
12 38 (12.97%) Data Lake
12 38 (12.97%) Sqoop
13 37 (12.63%) SQL Server
14 33 (11.26%) SQL Server Integration Services
15 31 (10.58%) QlikView
16 28 (9.56%) PostgreSQL
16 28 (9.56%) Power BI
17 25 (8.53%) CouchDB
18 24 (8.19%) Text Mining
Development Applications
1 39 (13.31%) Jenkins
2 34 (11.60%) Git (software)
3 24 (8.19%) JUnit
4 13 (4.44%) JIRA
4 13 (4.44%) Maven
5 10 (3.41%) Hamcrest
5 10 (3.41%) jMock
5 10 (3.41%) TestNG
6 8 (2.73%) ERwin
7 4 (1.37%) Vagrant
8 3 (1.02%) Grunt
8 3 (1.02%) IntelliJ
8 3 (1.02%) RStudio
8 3 (1.02%) Subversion
8 3 (1.02%) Travis CI
8 3 (1.02%) Visual Studio
8 3 (1.02%) Visual Studio Team System
9 2 (0.68%) CircleCI
9 2 (0.68%) GitLab
9 2 (0.68%) SonarQube
General
1 40 (13.65%) Finance
2 19 (6.48%) Banking
3 13 (4.44%) Front Office
3 13 (4.44%) Investment Banking
3 13 (4.44%) Pharmaceutical
4 12 (4.10%) Advertising
5 9 (3.07%) Games
6 6 (2.05%) Marketing
6 6 (2.05%) Telecoms
7 3 (1.02%) Financial Institution
8 2 (0.68%) Law
9 1 (0.34%) Aerospace
9 1 (0.34%) Automotive
9 1 (0.34%) Retail
Job Titles
1 130 (44.37%) Data Engineer
2 112 (38.23%) Big Data Engineer
3 58 (19.80%) Developer
4 39 (13.31%) Architect
5 36 (12.29%) Data Architect
6 31 (10.58%) Big Data Architect
7 29 (9.90%) Data Scientist
8 25 (8.53%) Java Developer
8 25 (8.53%) Machine Learning Scientist
9 24 (8.19%) Senior Data Scientist
10 18 (6.14%) Senior Data Engineer
11 15 (5.12%) Scala Developer
12 11 (3.75%) Hadoop Engineer
13 10 (3.41%) Business Intelligence Developer
13 10 (3.41%) Java Engineer
13 10 (3.41%) SOA Developer
13 10 (3.41%) SQL Developer
14 9 (3.07%) Games Engineer
15 8 (2.73%) Big Data Developer
16 7 (2.39%) Data Consultant
Libraries, Frameworks & Software Standards
1 139 (47.44%) Kafka
2 44 (15.02%) PySpark
3 41 (13.99%) Web Services
4 29 (9.90%) Natural Language Processing
4 29 (9.90%) Spark Streaming
5 28 (9.56%) TensorFlow
6 27 (9.22%) Theano
7 24 (8.19%) MLlib
7 24 (8.19%) NumPy
7 24 (8.19%) Pandas
7 24 (8.19%) scikit-learn
7 24 (8.19%) SciPy
8 19 (6.48%) Elastic Stack
9 17 (5.80%) Spring
10 16 (5.46%) LAMP
10 16 (5.46%) RESTful
11 15 (5.12%) Hibernate
11 15 (5.12%) REST
12 11 (3.75%) Node.js
13 10 (3.41%) Guice
Miscellaneous
1 42 (14.33%) Fintech
2 31 (10.58%) Analytical Skills
3 27 (9.22%) Computer Science
3 27 (9.22%) Data Structures
4 22 (7.51%) Algorithms
5 19 (6.48%) Virtual Team
6 15 (5.12%) Life Science
7 14 (4.78%) Linux Command Line
8 13 (4.44%) Derivative
9 12 (4.10%) Greenfield Project
10 11 (3.75%) Market Risk
11 8 (2.73%) Enterprise Software
12 4 (1.37%) FMCG
12 4 (1.37%) Replication
13 3 (1.02%) Hedge funds
13 3 (1.02%) Self-Motivation
14 2 (0.68%) Equities
14 2 (0.68%) Equity Derivative
14 2 (0.68%) Foreign Exchange (FX)
15 1 (0.34%) NHS
Operating Systems
1 82 (27.99%) Linux
2 48 (16.38%) Unix
3 5 (1.71%) Ubuntu
3 5 (1.71%) Windows
4 4 (1.37%) CentOS
4 4 (1.37%) CoreOS
4 4 (1.37%) Red Hat Enterprise Linux
5 1 (0.34%) DC/OS
5 1 (0.34%) Windows Server
Processes & Methodologies
1 124 (42.32%) Agile Software Development
2 109 (37.20%) Analytics
3 107 (36.52%) Data Science
4 105 (35.84%) ETL
5 86 (29.35%) Machine Learning
6 84 (28.67%) MapReduce
7 60 (20.48%) Scrum
8 54 (18.43%) Visualisation
9 49 (16.72%) Data Analytics
10 45 (15.36%) Software Engineering
11 44 (15.02%) Business Intelligence
12 40 (13.65%) Data Engineering
12 40 (13.65%) Data Visualisation
13 33 (11.26%) Artificial Intelligence
14 32 (10.92%) Data Modelling
15 31 (10.58%) Deep Learning
15 31 (10.58%) Problem-Solving
15 31 (10.58%) TDD
16 29 (9.90%) Microservices
17 27 (9.22%) Kanban
Programming Languages
1 195 (66.55%) Java
2 192 (65.53%) Python
3 152 (51.88%) Scala
4 85 (29.01%) SQL
5 31 (10.58%) Bash Shell
6 20 (6.83%) R
7 14 (4.78%) C#
8 10 (3.41%) Java 8
8 10 (3.41%) Perl
9 9 (3.07%) JavaScript
9 9 (3.07%) PHP
9 9 (3.07%) Ruby
10 8 (2.73%) Go
10 8 (2.73%) Groovy
11 7 (2.39%) C
11 7 (2.39%) C++
12 5 (1.71%) T-SQL
13 4 (1.37%) HiveQL
14 3 (1.02%) Kotlin
15 2 (0.68%) Shell Script
Qualifications
1 12 (4.10%) Degree
2 10 (3.41%) PhD
3 3 (1.02%) Computer Science Degree
3 3 (1.02%) Master's Degree
4 2 (0.68%) ISEB
4 2 (0.68%) ISTQB
5 1 (0.34%) SC Cleared
5 1 (0.34%) Security Cleared
Quality Assurance & Compliance
1 11 (3.75%) Data Quality
1 11 (3.75%) MiFID
2 5 (1.71%) GDPR
3 4 (1.37%) QA
4 3 (1.02%) Solvency II
5 2 (0.68%) ISO/IEC 27001
6 1 (0.34%) PCI DSS
System Software
1 117 (39.93%) HDFS
2 77 (26.28%) Apache Flume
3 39 (13.31%) Docker
4 13 (4.44%) Apache ZooKeeper
5 5 (1.71%) VMware Infrastructure
6 4 (1.37%) VirtualBox
7 2 (0.68%) Xen
8 1 (0.34%) Active Directory
8 1 (0.34%) Hyper-V
8 1 (0.34%) KVM
8 1 (0.34%) NFS
8 1 (0.34%) SRDF
Systems Management
1 58 (19.80%) Hadoop YARN
2 51 (17.41%) Oozie
3 24 (8.19%) Prometheus
4 22 (7.51%) Grafana
4 22 (7.51%) Kibana
5 21 (7.17%) logstash
6 20 (6.83%) Kubernetes
7 14 (4.78%) Mesos
8 9 (3.07%) Opscode Chef
9 7 (2.39%) Ansible
10 6 (2.05%) Ambari
11 5 (1.71%) Nagios
11 5 (1.71%) Puppet
11 5 (1.71%) Terraform
12 4 (1.37%) Salt
12 4 (1.37%) ZABBIX
13 2 (0.68%) Packer
14 1 (0.34%) Apache Slider
14 1 (0.34%) Marathon
14 1 (0.34%) Rancher
Vendors
1 95 (32.42%) Hortonworks
2 91 (31.06%) Cloudera
3 57 (19.45%) Tableau
4 51 (17.41%) MapR
5 40 (13.65%) Google
6 36 (12.29%) Microsoft
6 36 (12.29%) Oracle
7 29 (9.90%) Talend
8 25 (8.53%) Databricks
9 23 (7.85%) Informatica
10 21 (7.17%) IBM
11 20 (6.83%) WorldPay
12 15 (5.12%) Greenplum
12 15 (5.12%) HP
12 15 (5.12%) SAP
12 15 (5.12%) TIBCO
12 15 (5.12%) Vertica
13 9 (3.07%) Sybase
14 8 (2.73%) Cognizant
15 7 (2.39%) Salesforce.com