Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 24 September 2021

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 24 September 2021 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
24 Sep 2021		 Same period 2020 Same period 2019
Rank 691 601 770
Rank change year-on-year -90 +169 -14
Permanent jobs citing HBase 372 101 331
As % of all permanent jobs advertised in the UK 0.30% 0.21% 0.23%
As % of the Database & Business Intelligence category 1.08% 0.71% 0.86%
Number of salaries quoted 94 81 288
10th Percentile £55,000 £47,250 £50,875
25th Percentile £58,250 £55,000 £56,250
Median annual salary (50th Percentile) £88,750 £85,000 £72,500
Median % change year-on-year +4.41% +17.24% -
75th Percentile £109,688 £105,000 £85,250
90th Percentile £120,000 £120,000 £105,000
UK excluding London median annual salary £60,750 £75,000 £57,800
% change year-on-year -19.00% +29.76% -11.08%

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 34,459 14,139 38,679
As % of all permanent IT jobs advertised in the UK 28.12% 28.81% 27.44%
Number of salaries quoted 22,291 11,893 31,891
10th Percentile £35,000 £33,750 £31,250
25th Percentile £42,500 £42,000 £38,262
Median annual salary (50th Percentile) £57,500 £55,000 £52,364
Median % change year-on-year +4.55% +5.03% +4.73%
75th Percentile £76,250 £72,500 £70,000
90th Percentile £95,000 £90,000 £85,000
UK excluding London median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

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 24 September 2021.

Salary histogram for HBase in the UK

HBase
Top 13 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 24 September 2021. 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 -70 361 £85,000 - 31
UK excluding London -21 269 £60,750 -19.00% 10
South East +56 248 £60,000 -21.05% 2
London -208 93 £100,000 +11.11% 15
Work from Home -270 27 £95,000 +106.52% 2
North of England -125 9 £76,650 +53.30% 1
Midlands -124 7 £60,000 -20.00% 3
West Midlands -94 6 £60,000 +14.29% 2
Yorkshire -100 5 - -
North West - 4 £76,650 - 1
Scotland -92 3 £95,000 +43.40% 1
East of England -90 2 - - 3
East Midlands -89 1 £65,000 -25.71% 1

For the 6 months to 24 September 2021, 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.

1 336 (90.32%) Apache Spark
2 317 (85.22%) Kafka
3 297 (79.84%) Java
4 270 (72.58%) Jenkins
5 264 (70.97%) Microservices
6 258 (69.35%) Agile Software Development
6 258 (69.35%) Spring
7 256 (68.82%) Finance
7 256 (68.82%) Linux
8 251 (67.47%) Computer Science
9 249 (66.94%) Banking
10 247 (66.40%) Unix
10 247 (66.40%) Ansible
11 246 (66.13%) DevOps
12 243 (65.32%) Big Data
13 241 (64.78%) Degree
14 236 (63.44%) Law
14 236 (63.44%) Inclusion and Diversity
15 232 (62.37%) Digital Banking
16 231 (62.10%) Software Engineering
17 230 (61.83%) MariaDB
18 220 (59.14%) Relational Database
19 219 (58.87%) Apache
20 215 (57.80%) Git (software)
20 215 (57.80%) AWS
21 210 (56.45%) JSON
22 208 (55.91%) HDFS
23 198 (53.23%) Shell Script
24 197 (52.96%) NoSQL
25 194 (52.15%) IntelliJ

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
1 336 (90.32%) Apache Spark
2 219 (58.87%) Apache
3 185 (49.73%) GemFire
4 51 (13.71%) Cloud Foundry
5 20 (5.38%) Elasticsearch
6 11 (2.96%) Apache Airflow
7 7 (1.88%) Apache Pig
7 7 (1.88%) Confluence
8 5 (1.34%) SAS
9 3 (0.81%) OpenStack
10 2 (0.54%) Apache Solr
10 2 (0.54%) WordPress
Applications
1 3 (0.81%) Weka
2 1 (0.27%) SPSS
Business Applications
1 2 (0.54%) WebTrends
2 1 (0.27%) SAP Oil and Gas
Cloud Services
1 215 (57.80%) AWS
2 194 (52.15%) GitHub
3 179 (48.12%) Amazon Kinesis
4 141 (37.90%) Azure
5 132 (35.48%) GCP
6 52 (13.98%) OpenShift
7 51 (13.71%) Amazon EC2
8 13 (3.49%) Amazon EMR
9 12 (3.23%) Azure Data Factory
9 12 (3.23%) Azure Synapse Analytics
9 12 (3.23%) PaaS
10 11 (2.96%) Cloud Computing
11 8 (2.15%) Amazon S3
11 8 (2.15%) Power Platform
12 7 (1.88%) Azure Cosmos DB
12 7 (1.88%) Serverless
13 6 (1.61%) Azure Functions
14 4 (1.08%) Amazon ELB
14 4 (1.08%) Collibra
14 4 (1.08%) SaaS
Communications & Networking
1 24 (6.45%) Wireless
2 16 (4.30%) HTTP
2 16 (4.30%) Internet
3 9 (2.42%) SMS
4 4 (1.08%) Sourcefire
4 4 (1.08%) TCP/IP
5 1 (0.27%) Broadband
5 1 (0.27%) DNS
Database & Business Intelligence
1 243 (65.32%) Big Data
2 230 (61.83%) MariaDB
3 220 (59.14%) Relational Database
4 197 (52.96%) NoSQL
5 191 (51.34%) Redis
6 190 (51.08%) PostgreSQL
7 173 (46.51%) Hadoop
8 91 (24.46%) Apache Hive
9 60 (16.13%) Apache Cassandra
10 48 (12.90%) Amazon DynamoDB
11 47 (12.63%) MongoDB
12 33 (8.87%) Data Lake
13 20 (5.38%) Amazon Redshift
13 20 (5.38%) Metadata
14 18 (4.84%) BigQuery
15 15 (4.03%) DB2
16 13 (3.49%) Data Warehouse
16 13 (3.49%) Impala
16 13 (3.49%) MySQL
17 11 (2.96%) Presto
Development Applications
1 270 (72.58%) Jenkins
2 215 (57.80%) Git (software)
3 194 (52.15%) Eclipse
3 194 (52.15%) IntelliJ
4 187 (50.27%) Sonatype Nexus
5 185 (49.73%) Cucumber
5 185 (49.73%) Cypress.io
5 185 (49.73%) Gradle
5 185 (49.73%) JUnit
5 185 (49.73%) Protractor
5 185 (49.73%) Storybook
6 178 (47.85%) Mockito
7 124 (33.33%) Artifactory
8 84 (22.58%) SonarQube
9 20 (5.38%) Maven
10 13 (3.49%) IBM UrbanCode
11 9 (2.42%) JIRA
11 9 (2.42%) Postman
11 9 (2.42%) SoapUI
12 7 (1.88%) Appium
General
1 256 (68.82%) Finance
2 249 (66.94%) Banking
3 236 (63.44%) Inclusion and Diversity
3 236 (63.44%) Law
4 46 (12.37%) Presentation Skills
5 29 (7.80%) Social Skills
6 26 (6.99%) Telecoms
7 10 (2.69%) Analytical Skills
8 6 (1.61%) Retail Banking
9 5 (1.34%) Public Sector
10 4 (1.08%) Retail
11 2 (0.54%) Financial Institution
11 2 (0.54%) Investment Banking
12 1 (0.27%) Czech Language
12 1 (0.27%) Documentation Skills
12 1 (0.27%) Marketing
12 1 (0.27%) Publishing
Job Titles
1 182 (48.92%) Software Engineer
2 110 (29.57%) Principal Engineer
2 110 (29.57%) Principal Software Engineer
3 66 (17.74%) Developer
4 62 (16.67%) Architect
5 58 (15.59%) Lead Software Engineer
6 41 (11.02%) Senior Software Engineer
7 40 (10.75%) Data Architect
7 40 (10.75%) Lead Developer
7 40 (10.75%) Lead Software Developer
7 40 (10.75%) Software Developer
8 28 (7.53%) Data Engineer
9 25 (6.72%) Big Data Architect
10 18 (4.84%) Applications Architect
10 18 (4.84%) Principal Architect
11 16 (4.30%) Java Developer
12 13 (3.49%) Java Engineer
13 12 (3.23%) Senior Data Engineer
14 11 (2.96%) DevOps Engineer
15 10 (2.69%) Cloud Architect
Libraries, Frameworks & Software Standards
1 317 (85.22%) Kafka
2 258 (69.35%) Spring
3 210 (56.45%) JSON
4 191 (51.34%) React
4 191 (51.34%) Spark Streaming
5 190 (51.08%) AngularJS
5 190 (51.08%) RESTful
6 189 (50.81%) CSS
6 189 (50.81%) Node.js
7 185 (49.73%) Express
7 185 (49.73%) Redux
7 185 (49.73%) Tailwind CSS
7 185 (49.73%) Twitter Bootstrap
8 179 (48.12%) RabbitMQ
9 178 (47.85%) WireMock
10 175 (47.04%) Play Framework
11 130 (34.95%) LAMP
11 130 (34.95%) LAPP Stack
12 78 (20.97%) Web Services
13 72 (19.35%) Spring Boot
Miscellaneous
1 193 (51.88%) Linux Command Line
2 119 (31.99%) User Experience
3 59 (15.86%) Self-Motivation
4 23 (6.18%) Virtual Team
5 14 (3.76%) Algorithms
6 10 (2.69%) Cloud Native
6 10 (2.69%) Data Structures
6 10 (2.69%) Online Banking
7 9 (2.42%) Enterprise Cloud
7 9 (2.42%) Reference Data
8 8 (2.15%) Social Media
8 8 (2.15%) Social Network
9 7 (1.88%) Public Cloud
10 5 (1.34%) NHS
11 4 (1.08%) Cyber Defence
11 4 (1.08%) Internet of Things
11 4 (1.08%) Life Science
11 4 (1.08%) Mainframe
11 4 (1.08%) Private Cloud
12 2 (0.54%) Client/Server
Operating Systems
1 256 (68.82%) Linux
2 247 (66.40%) Unix
3 5 (1.34%) Windows
4 4 (1.08%) DC/OS
5 2 (0.54%) Apple iOS
5 2 (0.54%) Mac OS X
Processes & Methodologies
1 264 (70.97%) Microservices
2 258 (69.35%) Agile Software Development
3 251 (67.47%) Computer Science
4 246 (66.13%) DevOps
5 232 (62.37%) Digital Banking
6 231 (62.10%) Software Engineering
7 185 (49.73%) Cross-Browser Testing
7 185 (49.73%) Validation
8 178 (47.85%) Business Continuity
9 171 (45.97%) Full Stack Development
10 150 (40.32%) TDD
11 137 (36.83%) Multithreading
12 136 (36.56%) Open Source
13 126 (33.87%) BDD
13 126 (33.87%) Clean Code
13 126 (33.87%) OO
13 126 (33.87%) Software Testing
14 125 (33.60%) High Availability
14 125 (33.60%) Scaled Agile Framework
15 124 (33.33%) Performance Monitoring
Programming Languages
1 297 (79.84%) Java
2 198 (53.23%) Shell Script
3 187 (50.27%) Groovy
4 180 (48.39%) Python
5 51 (13.71%) SQL
6 19 (5.11%) Scala
7 9 (2.42%) PL/SQL
8 8 (2.15%) JavaScript
9 7 (1.88%) R
10 6 (1.61%) Bash Shell
10 6 (1.61%) Java 8
11 4 (1.08%) Clojure
11 4 (1.08%) Haskell
11 4 (1.08%) Perl
12 3 (0.81%) MATLAB
13 2 (0.54%) C
13 2 (0.54%) C++
13 2 (0.54%) Ruby
Qualifications
1 241 (64.78%) Degree
2 178 (47.85%) OCP
2 178 (47.85%) Oracle Certification
3 37 (9.95%) Computer Science Degree
4 4 (1.08%) TOGAF Certification
5 2 (0.54%) AWS Certification
5 2 (0.54%) Master's Degree
5 2 (0.54%) Security Cleared
6 1 (0.27%) DV Cleared
6 1 (0.27%) SC Cleared
Quality Assurance & Compliance
1 13 (3.49%) Data Quality
2 3 (0.81%) QA
3 1 (0.27%) SLA
System Software
1 208 (55.91%) HDFS
2 129 (34.68%) VMware Infrastructure
3 41 (11.02%) Docker
4 26 (6.99%) Apache ZooKeeper
5 5 (1.34%) Apache Flume
6 2 (0.54%) Virtual Servers
Systems Management
1 247 (66.40%) Ansible
2 51 (13.71%) Terraform
3 47 (12.63%) Opscode Chef
4 40 (10.75%) Kubernetes
5 6 (1.61%) Hadoop YARN
6 4 (1.08%) Apache Brooklyn
6 4 (1.08%) Istio
6 4 (1.08%) Marathon
6 4 (1.08%) Mesos
7 3 (0.81%) Grafana
8 1 (0.27%) Consul
8 1 (0.27%) Prometheus
Vendors
1 185 (49.73%) Okta
1 185 (49.73%) VMware
2 37 (9.95%) Databricks
3 29 (7.80%) Splunk
4 18 (4.84%) Google
5 15 (4.03%) Oracle
6 12 (3.23%) Cisco
7 9 (2.42%) MKS
8 8 (2.15%) Ab Initio
8 8 (2.15%) Cloudera
8 8 (2.15%) IBM
9 7 (1.88%) StreamSets
10 5 (1.34%) Remedy
10 5 (1.34%) Teradata
11 4 (1.08%) Hortonworks
11 4 (1.08%) MapR
12 3 (0.81%) Atlassian
13 2 (0.54%) Cognos
13 2 (0.54%) comScore
13 2 (0.54%) Facebook