Period
to 6 July 2020

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 6 July 2020 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
6 Jul 2020
Same period 2019 Same period 2018
Rank 660 671 704
Rank change year-on-year +11 +33 +38
Permanent jobs citing HBase 170 491 566
As % of all permanent jobs advertised in the UK 0.22% 0.33% 0.32%
As % of the Database & Business Intelligence category 0.80% 1.20% 1.04%
Number of salaries quoted 114 425 432
Median annual salary £77,500 £72,500 £70,000
Median salary % change year-on-year +6.90% +3.57% +3.70%
10th Percentile £50,000 £49,337 £45,000
90th Percentile £108,500 £106,250 £107,500
UK excluding London median annual salary £75,000 £57,500 £60,000
% change year-on-year +30.43% -4.17% +9.09%

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 21,307 40,761 54,565
As % of all permanent IT jobs advertised in the UK 26.96% 27.67% 30.55%
Number of salaries quoted 17,369 33,396 44,709
Median annual salary £55,000 £52,000 £50,000
Median salary % change year-on-year +5.77% +4.00% +5.26%
10th Percentile £32,500 £31,250 £31,250
90th Percentile £90,000 £85,000 £81,250
UK excluding London median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

HBase
Job Vacancy Trend

Job postings citing HBase as a proportion of all IT jobs advertised.

Job vacancy trend for HBase in the UK

HBase
Salary Trend

3-month moving average salary quoted in jobs citing HBase.

Salary trend for HBase in the UK

HBase
Salary Histogram

Salary distribution for jobs citing HBase over the 6 months to 6 July 2020.

Salary histogram for HBase in the UK

HBase
Top 10 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 6 July 2020. 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 +6 170 £77,500 +6.90% 13
London -43 107 £85,000 +6.25% 7
UK excluding London +167 63 £75,000 +30.43% 6
Midlands +93 32 £75,000 +25.00% 5
East Midlands +43 26 £85,000 +41.67% 5
South East +125 17 £58,750 +6.82% 1
South West +104 9 £50,000 -4.76%
West Midlands +106 6 £52,500 -
North of England +138 5 £50,000 +1.34%
Yorkshire +106 5 £50,000 +1.34%

For the 6 months to 6 July 2020, 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.

1 154 (90.59%) Hadoop
2 133 (78.24%) Big Data
3 121 (71.18%) Apache Spark
4 117 (68.82%) Java
5 94 (55.29%) Python
6 91 (53.53%) Agile Software Development
7 90 (52.94%) Analytics
8 88 (51.76%) Apache Hive
9 78 (45.88%) Kafka
10 74 (43.53%) AWS
11 68 (40.00%) Scala
12 64 (37.65%) Apache Cassandra
13 61 (35.88%) NoSQL
14 55 (32.35%) HDFS
15 54 (31.76%) Azure
15 54 (31.76%) SQL
16 52 (30.59%) MongoDB
17 45 (26.47%) Software Engineering
17 45 (26.47%) Data Analytics
18 44 (25.88%) Degree
18 44 (25.88%) Machine Learning
19 42 (24.71%) MapReduce
20 39 (22.94%) Finance
20 39 (22.94%) Scrum
21 37 (21.76%) Web Services
21 37 (21.76%) Docker
21 37 (21.76%) Data Science
22 36 (21.18%) GCP
23 34 (20.00%) Creative Thinking
23 34 (20.00%) Problem-Solving

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
1 121 (71.18%) Apache Spark
2 20 (11.76%) Elasticsearch
3 19 (11.18%) Jupyter
4 12 (7.06%) CMS
5 8 (4.71%) Apache
6 7 (4.12%) Confluence
6 7 (4.12%) Tomcat
7 5 (2.94%) Apache Airflow
7 5 (2.94%) Apache Pig
7 5 (2.94%) Cloud Foundry
7 5 (2.94%) Oracle SOA Suite
8 4 (2.35%) GemFire
8 4 (2.35%) nginx
9 2 (1.18%) Luigi
10 1 (0.59%) Apache Solr
10 1 (0.59%) Oracle Workflow
Business Applications
1 4 (2.35%) Eikon
2 2 (1.18%) SAP BPC
2 2 (1.18%) SAP S/4HANA
Cloud Services
1 74 (43.53%) AWS
2 54 (31.76%) Azure
3 36 (21.18%) GCP
4 15 (8.82%) Amazon EMR
4 15 (8.82%) SaaS
5 9 (5.29%) Amazon S3
6 7 (4.12%) Amazon EC2
6 7 (4.12%) Cloud Computing
7 6 (3.53%) Amazon Kinesis
7 6 (3.53%) Serverless
8 5 (2.94%) Amazon ECS
8 5 (2.94%) Power Platform
9 4 (2.35%) Amazon EKS
9 4 (2.35%) AWS Lambda
9 4 (2.35%) GitHub
10 3 (1.76%) Amazon SQS
10 3 (1.76%) AWS Step Functions
11 2 (1.18%) Azure Data Factory
11 2 (1.18%) Virtual Private Cloud
12 1 (0.59%) IaaS
Communications & Networking
1 13 (7.65%) HTTP
2 12 (7.06%) FTP
3 9 (5.29%) SSL
4 4 (2.35%) DNS
4 4 (2.35%) Reverse Proxy
4 4 (2.35%) TCP/IP
5 1 (0.59%) 5G
5 1 (0.59%) Kerberos
Database & Business Intelligence
1 154 (90.59%) Hadoop
2 133 (78.24%) Big Data
3 88 (51.76%) Apache Hive
4 64 (37.65%) Apache Cassandra
5 61 (35.88%) NoSQL
6 52 (30.59%) MongoDB
7 33 (19.41%) SQL Server
8 31 (18.24%) Impala
9 30 (17.65%) Relational Database
10 26 (15.29%) Amazon Redshift
11 23 (13.53%) Flink
11 23 (13.53%) PostgreSQL
12 22 (12.94%) Sqoop
13 19 (11.18%) MySQL
14 18 (10.59%) Data Lake
15 15 (8.82%) RDBMS
16 14 (8.24%) KNIME
16 14 (8.24%) SQL Server 2016
16 14 (8.24%) SQL Server 2017
17 12 (7.06%) Apache Accumulo
Development Applications
1 24 (14.12%) Jenkins
2 18 (10.59%) Git (software)
3 17 (10.00%) JIRA
4 9 (5.29%) JUnit
5 6 (3.53%) IBM UrbanCode
5 6 (3.53%) Maven
5 6 (3.53%) Sonatype Nexus
6 5 (2.94%) Ant
7 4 (2.35%) Artifactory
7 4 (2.35%) git-flow
7 4 (2.35%) GitLab
7 4 (2.35%) Postman
7 4 (2.35%) Visual Studio
7 4 (2.35%) Visual Studio Code
8 3 (1.76%) CircleCI
8 3 (1.76%) GoCD
9 2 (1.18%) Jasmine
9 2 (1.18%) Mocha
9 2 (1.18%) QUnit
9 2 (1.18%) Sinon.JS
General
1 39 (22.94%) Finance
2 15 (8.82%) Front Office
3 14 (8.24%) Aerospace
4 10 (5.88%) Banking
4 10 (5.88%) Retail
5 9 (5.29%) Marketing
6 3 (1.76%) Telecoms
7 1 (0.59%) Law
7 1 (0.59%) Manufacturing
Job Titles
1 54 (31.76%) Data Engineer
2 41 (24.12%) Developer
3 39 (22.94%) Architect
4 33 (19.41%) Data Architect
5 29 (17.06%) Java Developer
6 25 (14.71%) Big Data Engineer
7 20 (11.76%) Big Data Architect
8 16 (9.41%) Python Engineer
9 13 (7.65%) Senior Developer
10 12 (7.06%) Big Data Developer
10 12 (7.06%) Senior Java Developer
10 12 (7.06%) Solutions Architect
11 9 (5.29%) Big Data Solutions Architect
11 9 (5.29%) Senior Architect
12 8 (4.71%) AWS Engineer
12 8 (4.71%) Big Data Software Engineer
12 8 (4.71%) Senior Big Data Developer
12 8 (4.71%) Senior Data Engineer
12 8 (4.71%) Software Engineer
13 7 (4.12%) Analytics Developer
Libraries, Frameworks & Software Standards
1 78 (45.88%) Kafka
2 37 (21.76%) Web Services
3 20 (11.76%) AngularJS
4 18 (10.59%) React
4 18 (10.59%) REST
5 15 (8.82%) NumPy
6 14 (8.24%) Spring
7 12 (7.06%) Flask
7 12 (7.06%) J2EE
7 12 (7.06%) JSON
8 9 (5.29%) Apache Thrift
8 9 (5.29%) Guice
8 9 (5.29%) Lucene
8 9 (5.29%) Protocol Buffers
8 9 (5.29%) Samza
8 9 (5.29%) SciPy
8 9 (5.29%) Spark Streaming
9 8 (4.71%) Pandas
9 8 (4.71%) SOAP
10 7 (4.12%) Spring Boot
Miscellaneous
1 22 (12.94%) Algorithms
2 15 (8.82%) Analytical Skills
3 13 (7.65%) Virtual Team
4 12 (7.06%) Pricing Data
5 11 (6.47%) Enterprise Software
6 10 (5.88%) Cloud Native
6 10 (5.88%) Public Cloud
7 8 (4.71%) Hedge funds
7 8 (4.71%) Self-Motivation
8 7 (4.12%) Foreign Exchange (FX)
9 5 (2.94%) Equities
10 4 (2.35%) PMI
10 4 (2.35%) Replication
11 3 (1.76%) Data Structures
11 3 (1.76%) Management Information System
11 3 (1.76%) Mobile App
11 3 (1.76%) PKI
12 2 (1.18%) Hybrid Cloud
12 2 (1.18%) Reference Data
13 1 (0.59%) FMCG
Operating Systems
1 22 (12.94%) Linux
2 10 (5.88%) Unix
3 4 (2.35%) Windows
4 3 (1.76%) Android
4 3 (1.76%) Apple iOS
5 2 (1.18%) Red Hat Enterprise Linux
Processes & Methodologies
1 91 (53.53%) Agile Software Development
2 90 (52.94%) Analytics
3 45 (26.47%) Data Analytics
3 45 (26.47%) Software Engineering
4 44 (25.88%) Machine Learning
5 42 (24.71%) MapReduce
6 39 (22.94%) Scrum
7 37 (21.76%) Data Science
8 34 (20.00%) Creative Thinking
8 34 (20.00%) Problem-Solving
9 32 (18.82%) Microservices
10 31 (18.24%) Data Analysis
11 29 (17.06%) DevOps
12 26 (15.29%) Business Intelligence
13 25 (14.71%) Computer Science
14 24 (14.12%) Artificial Intelligence
14 24 (14.12%) Performance Tuning
15 23 (13.53%) ETL
15 23 (13.53%) Mentoring
15 23 (13.53%) Technical Leadership
Programming Languages
1 117 (68.82%) Java
2 94 (55.29%) Python
3 68 (40.00%) Scala
4 54 (31.76%) SQL
5 23 (13.53%) JavaScript
6 22 (12.94%) R
7 21 (12.35%) C++
8 20 (11.76%) C#
9 18 (10.59%) Perl
10 11 (6.47%) Java 8
11 7 (4.12%) Bash Shell
12 5 (2.94%) HiveQL
13 4 (2.35%) Shell Script
14 3 (1.76%) AWK
14 3 (1.76%) C
14 3 (1.76%) Korn
14 3 (1.76%) sed
15 2 (1.18%) Ruby
16 1 (0.59%) Cython
16 1 (0.59%) T-SQL
Qualifications
1 44 (25.88%) Degree
2 18 (10.59%) Computer Science Degree
2 18 (10.59%) Security Cleared
3 16 (9.41%) SC Cleared
4 12 (7.06%) Master's Degree
5 9 (5.29%) AWS Certification
6 4 (2.35%) PMI Certification
7 2 (1.18%) ACCA
7 2 (1.18%) CIMA
7 2 (1.18%) DV Cleared
Quality Assurance & Compliance
1 8 (4.71%) Data Quality
2 6 (3.53%) QA
3 1 (0.59%) Sarbanes-Oxley
System Software
1 55 (32.35%) HDFS
2 37 (21.76%) Docker
3 23 (13.53%) Apache ZooKeeper
4 10 (5.88%) Apache Flume
5 4 (2.35%) Varnish
6 1 (0.59%) Hyper-V
6 1 (0.59%) Virtual Machines
6 1 (0.59%) VMware Infrastructure
Systems Management
1 22 (12.94%) Kubernetes
2 19 (11.18%) Hadoop YARN
3 14 (8.24%) Oozie
4 12 (7.06%) Kibana
5 8 (4.71%) Ansible
5 8 (4.71%) Terraform
6 3 (1.76%) Mesos
6 3 (1.76%) Opscode Chef
6 3 (1.76%) Puppet
7 2 (1.18%) Graphite
7 2 (1.18%) Nagios
7 2 (1.18%) Opsview
8 1 (0.59%) Grafana
Vendors
1 29 (17.06%) Microsoft
1 29 (17.06%) Splunk
2 26 (15.29%) Oracle
3 24 (14.12%) Google
4 16 (9.41%) Cloudera
5 12 (7.06%) IBM
6 6 (3.53%) Hortonworks
6 6 (3.53%) Talend
7 5 (2.94%) MapR
7 5 (2.94%) Remedy
7 5 (2.94%) Tableau
8 4 (2.35%) CA Agile Central
9 3 (1.76%) Databricks
10 2 (1.18%) Anaplan
10 2 (1.18%) Hyperion
10 2 (1.18%) SAP
10 2 (1.18%) Sybase
11 1 (0.59%) Cisco
11 1 (0.59%) HP
11 1 (0.59%) Informatica