Period
to 20 May 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 20 May 2018 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
20 May 2018
Same period 2017 Same period 2016
Rank 627 659 872
Rank change year-on-year +32 +213 +30
Permanent jobs citing HBase 623 556 431
As % of all permanent IT jobs advertised in the UK 0.36% 0.33% 0.21%
As % of the Database & Business Intelligence category 1.18% 1.05% 0.69%
Number of salaries quoted 487 473 319
UK median annual salary £70,000 £70,000 £60,000
Median salary % change year-on-year - +16.67% -17.24%
10th Percentile £45,000 £47,500 £40,000
90th Percentile £102,500 £102,500 £97,500
UK excluding London median annual salary £62,000 £55,000 £55,000
% change year-on-year +12.73% - +10.00%

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 52,722 52,713 62,384
As % of all permanent IT jobs advertised in the UK 30.67% 30.90% 31.04%
Number of salaries quoted 43,361 44,758 53,074
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £29,750 £28,750
90th Percentile £80,000 £77,500 £75,000
UK excluding London median annual salary £44,000 £42,000 £41,500
% change year-on-year +4.76% +1.20% +3.75%

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 20 May 2018.

Salary histogram for HBase in the UK

HBase
Top 15 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 20 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
England +49 582 £70,000 - 68
London +16 375 £75,000 +7.14% 28
UK excluding London +31 237 £62,000 +12.73% 46
South East +1 87 £65,000 -13.33% 16
East of England +17 51 £72,500 +45.00% 4
North of England +1 34 £53,750 +2.38% 11
Scotland -23 29 £45,000 -43.75% 6
Midlands +23 27 £55,000 +4.76% 5
East Midlands +18 25 £55,000 +7.32% 3
Yorkshire +33 19 £50,000 +33.33% 4
North West -15 13 £60,000 +9.09% 4
South West -20 8 £33,750 -25.00% 4
West Midlands +14 2 £70,000 -9.68% 2
North East -18 2 £67,500 -3.57% 3
Wales +12 1 - -

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

1 502 (80.58%) Hadoop
2 429 (68.86%) Big Data
3 395 (63.40%) Apache Spark
4 362 (58.11%) Java
5 337 (54.09%) Apache Hive
6 325 (52.17%) Python
7 265 (42.54%) Kafka
8 250 (40.13%) Agile Software Development
9 246 (39.49%) Apache Cassandra
10 224 (35.96%) Scala
11 219 (35.15%) Amazon AWS
12 209 (33.55%) NoSQL
12 209 (33.55%) HDFS
13 197 (31.62%) Analytics
14 196 (31.46%) SQL
15 191 (30.66%) Linux
16 180 (28.89%) ETL
17 171 (27.45%) MongoDB
18 160 (25.68%) MapReduce
19 144 (23.11%) Cloudera
19 144 (23.11%) Impala
20 142 (22.79%) Apache Flume
21 125 (20.06%) Data Science
22 115 (18.46%) Machine Learning
23 114 (18.30%) Hadoop YARN
24 113 (18.14%) Software Engineering
25 107 (17.17%) Sqoop
25 107 (17.17%) Microsoft Azure
26 106 (17.01%) Data Warehouse
26 106 (17.01%) Elasticsearch

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
1 395 (63.40%) Apache Spark
2 106 (17.01%) Elasticsearch
3 85 (13.64%) Apache
4 78 (12.52%) Apache Pig
5 58 (9.31%) Apache Solr
6 34 (5.46%) Tomcat
7 33 (5.30%) SAS
8 20 (3.21%) Jetty
9 17 (2.73%) Confluence
10 7 (1.12%) JBoss
10 7 (1.12%) OpenStack
11 6 (0.96%) Oracle SOA Suite
12 5 (0.80%) Jupyter
12 5 (0.80%) WebLogic
13 4 (0.64%) Apache Airflow
14 3 (0.48%) nginx
15 2 (0.32%) Oracle Coherence
16 1 (0.16%) WebSphere
Applications
1 19 (3.05%) MS Visio
2 9 (1.44%) Microsoft Excel
3 2 (0.32%) Microsoft PowerPoint
3 2 (0.32%) Microsoft Project
4 1 (0.16%) SPSS
4 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
1 219 (35.15%) Amazon AWS
2 107 (17.17%) Microsoft Azure
3 43 (6.90%) Amazon EMR
4 42 (6.74%) Google Cloud Platform
5 41 (6.58%) Amazon Kinesis
6 32 (5.14%) Amazon S3
7 21 (3.37%) Cloud Computing
7 21 (3.37%) SaaS
8 10 (1.61%) GitHub
8 10 (1.61%) Serverless
9 8 (1.28%) OpenShift
10 7 (1.12%) Amazon EC2
10 7 (1.12%) IaaS
10 7 (1.12%) Loggly
10 7 (1.12%) Sumo Logic
11 6 (0.96%) AWS Lambda
12 5 (0.80%) Amazon SQS
12 5 (0.80%) Cortana Intelligence Suite
13 2 (0.32%) DigitalOcean
14 1 (0.16%) Cloudflare
Communications & Networking
1 33 (5.30%) Internet
2 21 (3.37%) HTTP
2 21 (3.37%) TCP/IP
3 20 (3.21%) SMPP
4 18 (2.89%) Kerberos
5 10 (1.61%) DNS
6 8 (1.28%) Firewall
7 7 (1.12%) Network Security
8 6 (0.96%) SSL
9 2 (0.32%) DHCP
9 2 (0.32%) IPv4
10 1 (0.16%) DSL
10 1 (0.16%) GSM
10 1 (0.16%) LTE
10 1 (0.16%) UMTS
Database & Business Intelligence
1 502 (80.58%) Hadoop
2 429 (68.86%) Big Data
3 337 (54.09%) Apache Hive
4 246 (39.49%) Apache Cassandra
5 209 (33.55%) NoSQL
6 171 (27.45%) MongoDB
7 144 (23.11%) Impala
8 107 (17.17%) Sqoop
9 106 (17.01%) Data Warehouse
10 79 (12.68%) SQL Server
11 75 (12.04%) Relational Database
12 72 (11.56%) MySQL
13 63 (10.11%) Data Lake
14 61 (9.79%) Amazon Redshift
15 60 (9.63%) PostgreSQL
16 55 (8.83%) Flink
17 52 (8.35%) Redis
18 49 (7.87%) RDBMS
19 43 (6.90%) Pentaho
20 39 (6.26%) SQL Server Integration Services
Development Applications
1 82 (13.16%) Git (software)
2 81 (13.00%) Jenkins
3 48 (7.70%) JIRA
4 47 (7.54%) Maven
5 28 (4.49%) JUnit
6 22 (3.53%) TestNG
7 20 (3.21%) Hamcrest
7 20 (3.21%) jMock
8 15 (2.41%) Ant
9 11 (1.77%) Subversion
10 10 (1.61%) Cucumber
11 9 (1.44%) TeamCity
11 9 (1.44%) Vagrant
12 8 (1.28%) CA Release Automation
12 8 (1.28%) Gradle
13 6 (0.96%) ERwin
13 6 (0.96%) Selenium
13 6 (0.96%) Sonatype Nexus
14 5 (0.80%) Grunt
14 5 (0.80%) Visual Studio
General
1 76 (12.20%) Finance
2 35 (5.62%) Banking
3 28 (4.49%) Telecoms
4 23 (3.69%) Investment Banking
5 20 (3.21%) Marketing
6 10 (1.61%) Retail
7 5 (0.80%) Law
8 4 (0.64%) Front Office
8 4 (0.64%) Games
8 4 (0.64%) Manufacturing
9 2 (0.32%) Advertising
9 2 (0.32%) Electronics
9 2 (0.32%) Financial Institution
9 2 (0.32%) Pharmaceutical
10 1 (0.16%) Automotive
10 1 (0.16%) Legal
10 1 (0.16%) Retail Banking
Job Titles
1 189 (30.34%) Developer
2 178 (28.57%) Data Engineer
3 126 (20.22%) Big Data Engineer
4 119 (19.10%) Java Developer
5 88 (14.13%) Architect
6 83 (13.32%) Data Architect
7 53 (8.51%) Big Data Architect
8 48 (7.70%) Hadoop Engineer
9 47 (7.54%) Data Scientist
10 43 (6.90%) Big Data Developer
11 39 (6.26%) Senior Developer
12 34 (5.46%) Software Engineer
13 31 (4.98%) Senior Java Developer
14 23 (3.69%) Java Engineer
15 21 (3.37%) Business Intelligence Developer
15 21 (3.37%) Lead Developer
15 21 (3.37%) Senior Data Scientist
16 20 (3.21%) Cloud Architect
16 20 (3.21%) Data Analytics Architect
16 20 (3.21%) SQL Developer
Libraries, Frameworks & Software Standards
1 265 (42.54%) Kafka
2 87 (13.96%) Web Services
3 83 (13.32%) REST
4 59 (9.47%) Spark Streaming
5 47 (7.54%) RabbitMQ
6 46 (7.38%) JSON
7 40 (6.42%) Node.js
8 39 (6.26%) Spring
9 36 (5.78%) .NET
9 36 (5.78%) HTML
9 36 (5.78%) Natural Language Processing
10 35 (5.62%) Hibernate
10 35 (5.62%) TensorFlow
11 29 (4.65%) AngularJS
11 29 (4.65%) CSS
11 29 (4.65%) Elastic Stack
11 29 (4.65%) LAMP
12 27 (4.33%) Guice
13 25 (4.01%) NumPy
13 25 (4.01%) Pandas
Miscellaneous
1 75 (12.04%) Computer Science
2 71 (11.40%) Analytical Skills
3 57 (9.15%) Fintech
4 36 (5.78%) Algorithms
4 36 (5.78%) Data Structures
5 24 (3.85%) Linux Command Line
6 22 (3.53%) Replication
7 18 (2.89%) Virtual Team
8 16 (2.57%) Greenfield Project
9 13 (2.09%) Tandem
10 12 (1.93%) Enterprise Software
11 10 (1.61%) Clustering
12 9 (1.44%) Market Risk
13 8 (1.28%) Derivative
13 8 (1.28%) Self-Motivation
13 8 (1.28%) Taxonomies
14 6 (0.96%) Foreign Exchange (FX)
14 6 (0.96%) Management Information System
15 5 (0.80%) Credit Derivative
15 5 (0.80%) Cyber Defence
Operating Systems
1 191 (30.66%) Linux
2 59 (9.47%) Unix
3 39 (6.26%) Windows
4 7 (1.12%) CoreOS
5 3 (0.48%) Ubuntu
6 2 (0.32%) Debian
6 2 (0.32%) Red Hat Enterprise Linux
6 2 (0.32%) Windows Server
7 1 (0.16%) AIX
7 1 (0.16%) Solaris
7 1 (0.16%) VMS
7 1 (0.16%) Windows Server 2008
Processes & Methodologies
1 250 (40.13%) Agile Software Development
2 197 (31.62%) Analytics
3 180 (28.89%) ETL
4 160 (25.68%) MapReduce
5 125 (20.06%) Data Science
6 115 (18.46%) Machine Learning
7 113 (18.14%) Software Engineering
8 91 (14.61%) Business Intelligence
8 91 (14.61%) Visualisation
9 79 (12.68%) Open Source
10 78 (12.52%) Data Engineering
11 71 (11.40%) Data Modelling
12 70 (11.24%) Scrum
13 67 (10.75%) Microservices
14 65 (10.43%) Data Visualisation
15 64 (10.27%) DevOps
16 63 (10.11%) TDD
17 60 (9.63%) Data Analytics
18 59 (9.47%) Continuous Integration
19 52 (8.35%) Data Integration
Programming Languages
1 362 (58.11%) Java
2 325 (52.17%) Python
3 224 (35.96%) Scala
4 196 (31.46%) SQL
5 99 (15.89%) R
6 79 (12.68%) Bash Shell
7 56 (8.99%) JavaScript
8 41 (6.58%) C++
9 38 (6.10%) Java 8
10 35 (5.62%) C
11 29 (4.65%) C#
12 25 (4.01%) Shell Script
13 21 (3.37%) Perl
14 19 (3.05%) Go
14 19 (3.05%) PHP
15 16 (2.57%) PL/SQL
16 10 (1.61%) T-SQL
17 9 (1.44%) MATLAB
17 9 (1.44%) PowerShell
17 9 (1.44%) VBA
Qualifications
1 93 (14.93%) Degree
2 31 (4.98%) Computer Science Degree
3 25 (4.01%) PhD
4 23 (3.69%) Security Cleared
5 12 (1.93%) Numerate Degree
5 12 (1.93%) SC Cleared
6 8 (1.28%) DV Cleared
7 5 (0.80%) Master's Degree
8 4 (0.64%) ISTQB
8 4 (0.64%) MBA
8 4 (0.64%) PRINCE2 Certification
9 2 (0.32%) EMC Certification
9 2 (0.32%) PMI Certification
9 2 (0.32%) PMP
10 1 (0.16%) CTC Cleared
10 1 (0.16%) TOGAF Certification
Quality Assurance & Compliance
1 33 (5.30%) Data Quality
1 33 (5.30%) QA
2 10 (1.61%) GDPR
3 5 (0.80%) GCP
3 5 (0.80%) MiFID
3 5 (0.80%) Solvency II
4 2 (0.32%) Dodd-Frank
4 2 (0.32%) EMIR
4 2 (0.32%) FATCA
System Software
1 209 (33.55%) HDFS
2 142 (22.79%) Apache Flume
3 105 (16.85%) Docker
4 19 (3.05%) Apache ZooKeeper
5 8 (1.28%) Active Directory
5 8 (1.28%) VMware Infrastructure
6 7 (1.12%) VirtualBox
7 6 (0.96%) Virtual Machines
8 5 (0.80%) Hyper-V
9 2 (0.32%) Xen
10 1 (0.16%) Cronacle
10 1 (0.16%) Oracle RAC
10 1 (0.16%) vSphere
Systems Management
1 114 (18.30%) Hadoop YARN
2 78 (12.52%) Oozie
3 40 (6.42%) Ansible
4 38 (6.10%) Kubernetes
5 30 (4.82%) Puppet
6 27 (4.33%) Mesos
6 27 (4.33%) Opscode Chef
7 23 (3.69%) Ambari
8 19 (3.05%) Terraform
9 9 (1.44%) Kibana
10 8 (1.28%) Nagios
10 8 (1.28%) Salt
11 7 (1.12%) ZABBIX
12 5 (0.80%) Single Sign-On
13 3 (0.48%) Docker Swarm
13 3 (0.48%) Packer
13 3 (0.48%) Prometheus
13 3 (0.48%) Red Hat Spacewalk
14 2 (0.32%) Consul
14 2 (0.32%) Rancher
Vendors
1 144 (23.11%) Cloudera
2 99 (15.89%) Oracle
3 92 (14.77%) Tableau
4 91 (14.61%) Hortonworks
5 55 (8.83%) Google
6 53 (8.51%) Microsoft
7 45 (7.22%) MapR
8 44 (7.06%) Talend
9 42 (6.74%) Informatica
10 36 (5.78%) SAP
10 36 (5.78%) WorldPay
11 26 (4.17%) IBM
12 21 (3.37%) TIBCO
13 19 (3.05%) Sybase
14 18 (2.89%) Splunk
14 18 (2.89%) Vertica
15 16 (2.57%) Greenplum
16 15 (2.41%) Cognos
17 14 (2.25%) Netezza
18 13 (2.09%) HP