Period
to 18 September 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 18 September 2018 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
18 Sep 2018
Same period 2017 Same period 2016
Rank 733 764 814
Rank change year-on-year +31 +50 -14
Permanent jobs citing HBase 464 464 479
As % of all permanent IT jobs advertised in the UK 0.28% 0.26% 0.25%
As % of the Database & Business Intelligence category 0.93% 0.86% 0.84%
Number of salaries quoted 346 369 384
UK median annual salary £72,500 £65,000 £65,000
Median salary % change year-on-year +11.54% - -10.34%
10th Percentile £47,000 £41,250 £42,500
90th Percentile £110,000 £98,500 £100,000
UK excluding London median annual salary £65,000 £57,500 £55,000
% change year-on-year +13.04% +4.55% +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 49,898 54,000 57,357
As % of all permanent IT jobs advertised in the UK 29.75% 30.62% 29.79%
Number of salaries quoted 40,690 44,484 48,890
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £30,000 £28,750
90th Percentile £82,500 £77,500 £75,000
UK excluding London median annual salary £45,000 £42,500 £41,500
% change year-on-year +5.88% +2.41% +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 18 September 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 18 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
England +51 433 £72,500 +11.54% 64
London +49 289 £80,000 +18.52% 46
UK excluding London +6 161 £65,000 +13.04% 23
South East -15 59 £60,000 -4.00% 12
East of England +20 34 £70,000 +40.00% 1
North of England +19 25 £60,000 +20.00% 2
Midlands +30 24 £85,000 +70.00% 3
East Midlands +17 19 £85,000 +70.00% 2
Scotland -14 15 £52,500 -34.38% 4
Yorkshire +27 12 £50,000 +33.33%
North West +22 12 £60,000 -11.11% 2
West Midlands +28 5 £70,000 +65.68% 1
South West -10 2 £55,000 +10.00%
Wales - 2 - - 1
North East -24 1 £67,500 -25.00%

For the 6 months to 18 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 with a requirement for HBase.

1 376 (81.03%) Hadoop
2 331 (71.34%) Apache Spark
3 307 (66.16%) Big Data
4 300 (64.66%) Apache Hive
5 289 (62.28%) Java
6 247 (53.23%) Python
7 216 (46.55%) Agile Software Development
8 214 (46.12%) Kafka
9 207 (44.61%) Amazon AWS
10 203 (43.75%) HDFS
11 189 (40.73%) Scala
12 179 (38.58%) NoSQL
13 172 (37.07%) Apache Cassandra
14 165 (35.56%) Analytics
15 159 (34.27%) Linux
16 141 (30.39%) Impala
17 137 (29.53%) ETL
18 131 (28.23%) SQL
19 122 (26.29%) Data Science
20 118 (25.43%) Apache Flume
20 118 (25.43%) Cloudera
21 107 (23.06%) MapReduce
22 102 (21.98%) Machine Learning
22 102 (21.98%) Hortonworks
23 101 (21.77%) Elasticsearch
24 99 (21.34%) Microsoft Azure
24 99 (21.34%) Software Engineering
25 95 (20.47%) MongoDB
26 85 (18.32%) Apache
27 83 (17.89%) Oozie

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
1 331 (71.34%) Apache Spark
2 101 (21.77%) Elasticsearch
3 85 (18.32%) Apache
4 66 (14.22%) Apache Pig
5 44 (9.48%) Apache Solr
6 19 (4.09%) Tomcat
7 14 (3.02%) SAS
8 11 (2.37%) Confluence
9 10 (2.16%) Jetty
10 8 (1.72%) Cloud Foundry
11 7 (1.51%) WildFly
12 6 (1.29%) JBoss
13 4 (0.86%) OpenStack
14 2 (0.43%) GemFire
15 1 (0.22%) IIS
15 1 (0.22%) WebLogic
Applications
1 13 (2.80%) MS Visio
2 3 (0.65%) Microsoft Project
2 3 (0.65%) SPSS
3 1 (0.22%) Microsoft Excel
3 1 (0.22%) Microsoft Office
3 1 (0.22%) Microsoft PowerPoint
Cloud Services
1 207 (44.61%) Amazon AWS
2 99 (21.34%) Microsoft Azure
3 46 (9.91%) Google Cloud Platform
4 36 (7.76%) Amazon EMR
5 28 (6.03%) Amazon Kinesis
6 27 (5.82%) Cloud Computing
7 18 (3.88%) Serverless
8 16 (3.45%) Amazon S3
9 12 (2.59%) AWS Lambda
10 11 (2.37%) SaaS
11 9 (1.94%) GitHub
12 8 (1.72%) IaaS
13 7 (1.51%) PaaS
14 5 (1.08%) Amazon EC2
15 4 (0.86%) Loggly
15 4 (0.86%) Sumo Logic
16 3 (0.65%) Cortana Intelligence Suite
17 2 (0.43%) DigitalOcean
18 1 (0.22%) Azure Data Factory
18 1 (0.22%) Datadog
Communications & Networking
1 19 (4.09%) TCP/IP
2 13 (2.80%) Internet
3 12 (2.59%) Firewall
3 12 (2.59%) Kerberos
4 10 (2.16%) DNS
4 10 (2.16%) HTTP
4 10 (2.16%) SMPP
5 9 (1.94%) SSL
6 4 (0.86%) VPN
7 2 (0.43%) Intrusion Detection
7 2 (0.43%) Network Security
7 2 (0.43%) VLAN
8 1 (0.22%) FCoE
8 1 (0.22%) Fibre Channel
8 1 (0.22%) iSCSI
8 1 (0.22%) NAS
8 1 (0.22%) SAN
8 1 (0.22%) SMS
8 1 (0.22%) SMTP
Database & Business Intelligence
1 376 (81.03%) Hadoop
2 307 (66.16%) Big Data
3 300 (64.66%) Apache Hive
4 179 (38.58%) NoSQL
5 172 (37.07%) Apache Cassandra
6 141 (30.39%) Impala
7 95 (20.47%) MongoDB
8 72 (15.52%) Sqoop
9 68 (14.66%) Data Warehouse
10 65 (14.01%) Amazon Redshift
11 64 (13.79%) Flink
12 57 (12.28%) SQL Server
13 56 (12.07%) MySQL
14 53 (11.42%) Data Lake
15 47 (10.13%) PostgreSQL
16 41 (8.84%) SQL Server Integration Services
17 34 (7.33%) Relational Database
18 32 (6.90%) Power BI
19 31 (6.68%) Pentaho
20 30 (6.47%) QlikView
Development Applications
1 82 (17.67%) Jenkins
2 74 (15.95%) Git (software)
3 34 (7.33%) JUnit
4 29 (6.25%) JIRA
5 23 (4.96%) Maven
6 16 (3.45%) Gradle
7 15 (3.23%) IntelliJ
8 11 (2.37%) TestNG
9 10 (2.16%) ERwin
9 10 (2.16%) Hamcrest
9 10 (2.16%) jMock
10 8 (1.72%) CircleCI
10 8 (1.72%) Selenium
10 8 (1.72%) Visual Studio
11 6 (1.29%) Eclipse
11 6 (1.29%) Subversion
12 5 (1.08%) Ant
12 5 (1.08%) CA Release Automation
12 5 (1.08%) GitLab
13 4 (0.86%) Vagrant
General
1 59 (12.72%) Finance
2 29 (6.25%) Banking
3 25 (5.39%) Marketing
4 19 (4.09%) Investment Banking
5 15 (3.23%) Advertising
6 14 (3.02%) Front Office
7 13 (2.80%) Pharmaceutical
8 10 (2.16%) Retail
9 9 (1.94%) Games
10 8 (1.72%) Financial Institution
10 8 (1.72%) Telecoms
11 3 (0.65%) Law
12 1 (0.22%) Aerospace
12 1 (0.22%) Automotive
Job Titles
1 155 (33.41%) Data Engineer
2 142 (30.60%) Big Data Engineer
3 109 (23.49%) Developer
4 63 (13.58%) Architect
5 57 (12.28%) Java Developer
6 55 (11.85%) Data Architect
7 42 (9.05%) Big Data Architect
8 35 (7.54%) Data Scientist
9 31 (6.68%) Hadoop Engineer
9 31 (6.68%) Senior Developer
10 30 (6.47%) Software Engineer
11 28 (6.03%) Java Engineer
12 26 (5.60%) Senior Data Engineer
12 26 (5.60%) Senior Data Scientist
13 25 (5.39%) Machine Learning Scientist
14 22 (4.74%) Big Data Developer
14 22 (4.74%) Senior Java Developer
15 18 (3.88%) DevOps Engineer
16 16 (3.45%) Python Engineer
17 15 (3.23%) Scala Developer
Libraries, Frameworks & Software Standards
1 214 (46.12%) Kafka
2 71 (15.30%) Web Services
3 43 (9.27%) JSON
3 43 (9.27%) PySpark
4 39 (8.41%) REST
5 35 (7.54%) Spring
6 34 (7.33%) Spark Streaming
7 31 (6.68%) Natural Language Processing
8 30 (6.47%) NumPy
8 30 (6.47%) Pandas
8 30 (6.47%) SciPy
9 29 (6.25%) scikit-learn
9 29 (6.25%) TensorFlow
10 27 (5.82%) Theano
11 24 (5.17%) .NET
11 24 (5.17%) MLlib
12 23 (4.96%) Hibernate
13 21 (4.53%) Apache Avro
13 21 (4.53%) Elastic Stack
14 19 (4.09%) RESTful
Miscellaneous
1 66 (14.22%) Computer Science
2 59 (12.72%) Analytical Skills
3 44 (9.48%) Fintech
4 41 (8.84%) Data Structures
5 26 (5.60%) Virtual Team
6 25 (5.39%) Algorithms
7 23 (4.96%) Linux Command Line
8 19 (4.09%) Greenfield Project
9 15 (3.23%) Enterprise Software
10 14 (3.02%) Life Science
11 13 (2.80%) Derivative
11 13 (2.80%) Replication
12 12 (2.59%) Self-Motivation
13 11 (2.37%) Market Risk
13 11 (2.37%) Public Cloud
14 8 (1.72%) Management Information System
15 5 (1.08%) Cyber Defence
16 4 (0.86%) FMCG
16 4 (0.86%) Robotics
16 4 (0.86%) Taxonomies
Operating Systems
1 159 (34.27%) Linux
2 69 (14.87%) Unix
3 30 (6.47%) Windows
4 9 (1.94%) Ubuntu
5 8 (1.72%) Red Hat Enterprise Linux
6 7 (1.51%) CentOS
7 5 (1.08%) VMS
8 4 (0.86%) CoreOS
9 2 (0.43%) Windows Server
Processes & Methodologies
1 216 (46.55%) Agile Software Development
2 165 (35.56%) Analytics
3 137 (29.53%) ETL
4 122 (26.29%) Data Science
5 107 (23.06%) MapReduce
6 102 (21.98%) Machine Learning
7 99 (21.34%) Software Engineering
8 77 (16.59%) Scrum
9 76 (16.38%) Visualisation
10 65 (14.01%) Data Analytics
11 60 (12.93%) Business Intelligence
12 57 (12.28%) TDD
13 53 (11.42%) Open Source
14 52 (11.21%) Microservices
15 51 (10.99%) Data Engineering
15 51 (10.99%) DevOps
15 51 (10.99%) Problem-Solving
16 48 (10.34%) Performance Tuning
17 47 (10.13%) Continuous Integration
18 45 (9.70%) Data Visualisation
Programming Languages
1 289 (62.28%) Java
2 247 (53.23%) Python
3 189 (40.73%) Scala
4 131 (28.23%) SQL
5 48 (10.34%) R
6 36 (7.76%) Bash Shell
7 33 (7.11%) C++
8 31 (6.68%) JavaScript
9 25 (5.39%) Java 8
10 23 (4.96%) C
11 19 (4.09%) Go
12 17 (3.66%) C#
13 16 (3.45%) Shell Script
14 15 (3.23%) Ruby
15 12 (2.59%) Groovy
16 10 (2.16%) Perl
17 9 (1.94%) PHP
18 8 (1.72%) T-SQL
19 6 (1.29%) PL/SQL
20 3 (0.65%) HiveQL
Qualifications
1 65 (14.01%) Degree
2 20 (4.31%) Security Cleared
3 17 (3.66%) Computer Science Degree
4 15 (3.23%) DV Cleared
5 14 (3.02%) PhD
6 4 (0.86%) Master's Degree
6 4 (0.86%) SC Cleared
7 3 (0.65%) ISEB
7 3 (0.65%) ISTQB
8 2 (0.43%) Numerate Degree
9 1 (0.22%) PMI Certification
9 1 (0.22%) PMP
9 1 (0.22%) TOGAF Certification
Quality Assurance & Compliance
1 26 (5.60%) QA
2 21 (4.53%) Data Quality
3 11 (2.37%) GCP
3 11 (2.37%) MiFID
4 6 (1.29%) GDPR
5 2 (0.43%) ISO/IEC 27001
5 2 (0.43%) PCI DSS
5 2 (0.43%) Solvency II
System Software
1 203 (43.75%) HDFS
2 118 (25.43%) Apache Flume
3 74 (15.95%) Docker
4 32 (6.90%) Apache ZooKeeper
5 19 (4.09%) Virtual Machines
6 11 (2.37%) Active Directory
7 6 (1.29%) VMware Infrastructure
8 4 (0.86%) VirtualBox
9 2 (0.43%) Hyper-V
9 2 (0.43%) Xen
10 1 (0.22%) KVM
10 1 (0.22%) NFS
10 1 (0.22%) SRDF
10 1 (0.22%) vSphere
Systems Management
1 83 (17.89%) Oozie
2 80 (17.24%) Hadoop YARN
3 33 (7.11%) Kibana
4 31 (6.68%) Kubernetes
4 31 (6.68%) Puppet
5 25 (5.39%) Prometheus
6 20 (4.31%) Grafana
7 19 (4.09%) logstash
7 19 (4.09%) Opscode Chef
8 14 (3.02%) Ambari
9 13 (2.80%) Ansible
9 13 (2.80%) Mesos
10 7 (1.51%) Terraform
11 6 (1.29%) Nagios
12 5 (1.08%) Salt
12 5 (1.08%) Single Sign-On
13 4 (0.86%) ZABBIX
14 2 (0.43%) Packer
15 1 (0.22%) Check_MK
15 1 (0.22%) Rsyslog
Vendors
1 118 (25.43%) Cloudera
2 102 (21.98%) Hortonworks
3 60 (12.93%) Tableau
4 54 (11.64%) Google
5 52 (11.21%) MapR
5 52 (11.21%) Oracle
6 50 (10.78%) Microsoft
7 39 (8.41%) Talend
8 37 (7.97%) Informatica
9 30 (6.47%) SAP
10 23 (4.96%) Databricks
10 23 (4.96%) IBM
10 23 (4.96%) WorldPay
11 18 (3.88%) Vertica
12 16 (3.45%) Atlassian
12 16 (3.45%) Greenplum
12 16 (3.45%) TIBCO
13 15 (3.23%) HP
14 12 (2.59%) Splunk
15 10 (2.16%) Salesforce.com