Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 19 January 2022

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 19 January 2022 with a comparison to the same period in the previous 2 years.

Apache HBase
UK
6 months to
19 Jan 2022		 Same period 2021 Same period 2020
Rank 778 689 815
Rank change year-on-year -89 +126 -182
Permanent jobs citing HBase 284 87 231
As % of all permanent jobs advertised in the UK 0.22% 0.14% 0.19%
As % of the Database & Business Intelligence category 0.83% 0.50% 0.68%
Number of salaries quoted 107 73 195
10th Percentile £49,600 £46,450 £50,000
25th Percentile £59,375 £50,000 £56,250
Median annual salary (50th Percentile) £70,500 £57,500 £72,500
Median % change year-on-year +22.61% -20.69% -3.33%
75th Percentile £100,625 £85,000 £85,000
90th Percentile £120,000 £97,500 £102,750
UK excluding London median annual salary £61,900 £55,000 £70,000
% change year-on-year +12.55% -21.43% +16.67%

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 34,332 17,286 33,756
As % of all permanent IT jobs advertised in the UK 26.77% 27.57% 27.10%
Number of salaries quoted 21,757 14,610 27,907
10th Percentile £36,250 £33,750 £32,000
25th Percentile £43,750 £41,250 £38,750
Median annual salary (50th Percentile) £60,000 £55,000 £52,500
Median % change year-on-year +9.09% +4.76% -
75th Percentile £77,500 £72,500 £71,250
90th Percentile £95,000 £87,500 £88,750
UK excluding London median annual salary £50,000 £48,500 £45,000
% change year-on-year +3.09% +7.78% -

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 19 January 2022.

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 19 January 2022. 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
Jobs
England -86 264 £75,000 +31.00% 25
UK excluding London -100 143 £61,900 +12.55% 15
London -150 123 £92,500 +15.63% 10
South East -11 112 £61,700 -27.41% 5
Work from Home -192 18 £60,000 -29.41% 6
East Midlands -70 10 £70,000 +26.13% 3
Midlands -107 10 £70,000 +26.13% 5
North of England -124 9 £76,950 +39.91%
North West -89 8 £76,950 +39.91%
Scotland -64 7 £50,000 -13.04%
Northern Ireland -33 3 - -
Wales - 2 £50,000 -
Yorkshire -75 1 - -

For the 6 months to 19 January 2022, 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.

1 219 (77.11%) Apache Spark
2 211 (74.30%) Hadoop
3 197 (69.37%) Java
4 195 (68.66%) Kafka
5 182 (64.08%) Big Data
6 161 (56.69%) AWS
7 160 (56.34%) Agile Software Development
8 159 (55.99%) Python
9 142 (50.00%) NoSQL
10 116 (40.85%) DevOps
11 114 (40.14%) Finance
12 112 (39.44%) Jenkins
13 111 (39.08%) Microservices
14 110 (38.73%) Linux
15 107 (37.68%) Computer Science
16 106 (37.32%) Relational Database
17 104 (36.62%) Azure
18 102 (35.92%) Apache
18 102 (35.92%) SQL
18 102 (35.92%) Apache Hive
19 101 (35.56%) Unix
20 98 (34.51%) Spring
20 98 (34.51%) GCP
21 97 (34.15%) Degree
22 96 (33.80%) Software Engineering
22 96 (33.80%) HDFS
23 94 (33.10%) Ansible
24 91 (32.04%) Banking
24 91 (32.04%) JSON
25 89 (31.34%) Inclusion and Diversity

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
1 219 (77.11%) Apache Spark
2 102 (35.92%) Apache
3 56 (19.72%) GemFire
4 21 (7.39%) Elasticsearch
5 20 (7.04%) Cloud Foundry
6 14 (4.93%) Apache Pig
7 12 (4.23%) Apache Airflow
7 12 (4.23%) Apache Pulsar
8 11 (3.87%) SAS
9 7 (2.46%) Confluence
10 5 (1.76%) Jupyter
Applications
1 2 (0.70%) FileZilla
2 1 (0.35%) Microsoft Excel
2 1 (0.35%) SPSS
Business Applications
1 1 (0.35%) SAP Oil and Gas
Cloud Services
1 161 (56.69%) AWS
2 104 (36.62%) Azure
3 98 (34.51%) GCP
4 70 (24.65%) Amazon Kinesis
4 70 (24.65%) GitHub
5 27 (9.51%) OpenShift
6 25 (8.80%) Amazon EC2
7 23 (8.10%) Amazon S3
8 20 (7.04%) Amazon ECS
9 19 (6.69%) Power Platform
9 19 (6.69%) Serverless
10 18 (6.34%) Amazon EMR
11 14 (4.93%) Azure Data Factory
11 14 (4.93%) Azure Synapse Analytics
12 12 (4.23%) AWS Lambda
12 12 (4.23%) Azure Cosmos DB
13 9 (3.17%) Cloud Computing
14 8 (2.82%) Amazon ELB
14 8 (2.82%) Snowflake
15 7 (2.46%) Azure Functions
Communications & Networking
1 23 (8.10%) Wireless
2 14 (4.93%) HTTP
3 7 (2.46%) TCP/IP
4 5 (1.76%) Internet
5 3 (1.06%) SMS
6 2 (0.70%) FCAPS
6 2 (0.70%) Firewall
6 2 (0.70%) FTP
6 2 (0.70%) Kerberos
7 1 (0.35%) Broadband
7 1 (0.35%) SNMP
Database & Business Intelligence
1 211 (74.30%) Hadoop
2 182 (64.08%) Big Data
3 142 (50.00%) NoSQL
4 106 (37.32%) Relational Database
5 102 (35.92%) Apache Hive
6 79 (27.82%) MariaDB
7 76 (26.76%) Redis
8 75 (26.41%) PostgreSQL
9 62 (21.83%) Apache Cassandra
10 60 (21.13%) MongoDB
11 46 (16.20%) Data Lake
12 41 (14.44%) Flink
13 37 (13.03%) BigQuery
14 35 (12.32%) Amazon DynamoDB
15 32 (11.27%) Amazon Redshift
16 31 (10.92%) Impala
17 30 (10.56%) Data Warehouse
18 19 (6.69%) Amazon Athena
18 19 (6.69%) Power BI
19 17 (5.99%) MySQL
Development Applications
1 112 (39.44%) Jenkins
2 79 (27.82%) Git (software)
3 61 (21.48%) JUnit
4 59 (20.77%) Eclipse
4 59 (20.77%) IntelliJ
4 59 (20.77%) Sonatype Nexus
5 56 (19.72%) Cucumber
5 56 (19.72%) Cypress.io
5 56 (19.72%) Gradle
5 56 (19.72%) Protractor
5 56 (19.72%) Storybook
6 53 (18.66%) Mockito
7 41 (14.44%) Artifactory
8 35 (12.32%) SonarQube
9 16 (5.63%) Maven
10 11 (3.87%) JIRA
11 6 (2.11%) RStudio
12 5 (1.76%) Bitbucket
12 5 (1.76%) IBM UrbanCode
13 4 (1.41%) Atlassian Bamboo
General
1 114 (40.14%) Finance
2 91 (32.04%) Banking
3 89 (31.34%) Inclusion and Diversity
4 83 (29.23%) Law
5 34 (11.97%) Social Skills
6 29 (10.21%) Analytical Skills
7 25 (8.80%) Presentation Skills
8 15 (5.28%) Aerospace
8 15 (5.28%) Marketing
9 12 (4.23%) Games
9 12 (4.23%) Retail
10 11 (3.87%) Telecoms
11 6 (2.11%) Advertising
12 4 (1.41%) Public Sector
13 3 (1.06%) Retail Banking
14 2 (0.70%) Financial Institution
15 1 (0.35%) Czech Language
15 1 (0.35%) Influencing Skills
15 1 (0.35%) Investment Banking
Job Titles
1 68 (23.94%) Developer
2 66 (23.24%) Software Engineer
3 51 (17.96%) Data Engineer
4 40 (14.08%) Architect
5 36 (12.68%) Principal Engineer
6 35 (12.32%) Principal Software Engineer
7 31 (10.92%) Lead Developer
8 24 (8.45%) Consultant
9 23 (8.10%) Data Architect
10 21 (7.39%) Java Developer
10 21 (7.39%) Lead Software Engineer
10 21 (7.39%) Software Developer
11 20 (7.04%) Lead Software Developer
12 19 (6.69%) Big Data Engineer
13 14 (4.93%) Lead Architect
13 14 (4.93%) Senior Software Engineer
14 12 (4.23%) Principal Consultant
15 11 (3.87%) Big Data Architect
15 11 (3.87%) Java Engineer
15 11 (3.87%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 195 (68.66%) Kafka
2 98 (34.51%) Spring
3 91 (32.04%) JSON
4 65 (22.89%) RabbitMQ
5 63 (22.18%) RESTful
6 61 (21.48%) Spark Streaming
7 60 (21.13%) REST
8 58 (20.42%) AngularJS
8 58 (20.42%) React
9 57 (20.07%) CSS
9 57 (20.07%) Node.js
9 57 (20.07%) Play Framework
10 56 (19.72%) Express
10 56 (19.72%) Redux
10 56 (19.72%) Tailwind CSS
10 56 (19.72%) Twitter Bootstrap
11 53 (18.66%) AssertJ
11 53 (18.66%) WireMock
12 39 (13.73%) LAMP
12 39 (13.73%) LAPP Stack
Miscellaneous
1 64 (22.54%) Linux Command Line
2 38 (13.38%) User Experience
3 30 (10.56%) Virtual Team
4 20 (7.04%) Algorithms
5 16 (5.63%) Blog
6 15 (5.28%) Self-Motivation
7 11 (3.87%) Social Network
8 9 (3.17%) Social Media
9 7 (2.46%) Management Information System
10 6 (2.11%) Data Structures
10 6 (2.11%) Public Cloud
11 4 (1.41%) Cyber Defence
11 4 (1.41%) Cyberattack
11 4 (1.41%) Life Science
12 3 (1.06%) Cloud Native
12 3 (1.06%) Online Banking
13 2 (0.70%) Enterprise Software
13 2 (0.70%) Reinsurance
13 2 (0.70%) Tandem
14 1 (0.35%) Data Protection Act
Operating Systems
1 110 (38.73%) Linux
2 101 (35.56%) Unix
3 15 (5.28%) VMS
4 4 (1.41%) DC/OS
5 2 (0.70%) Red Hat Enterprise Linux
5 2 (0.70%) Windows
Processes & Methodologies
1 160 (56.34%) Agile Software Development
2 116 (40.85%) DevOps
3 111 (39.08%) Microservices
4 107 (37.68%) Computer Science
5 96 (33.80%) Software Engineering
6 89 (31.34%) CI/CD
7 86 (30.28%) Analytics
8 85 (29.93%) Open Source
9 79 (27.82%) Digital Banking
10 77 (27.11%) TDD
11 66 (23.24%) Data Pipeline
12 60 (21.13%) Business Continuity
13 59 (20.77%) Machine Learning
13 59 (20.77%) Validation
14 57 (20.07%) Data Modelling
15 56 (19.72%) Cross-Browser Testing
16 55 (19.37%) BDD
16 55 (19.37%) Multithreading
17 52 (18.31%) ETL
17 52 (18.31%) Full Stack Development
Programming Languages
1 197 (69.37%) Java
2 159 (55.99%) Python
3 102 (35.92%) SQL
4 79 (27.82%) Shell Script
5 60 (21.13%) Groovy
6 57 (20.07%) Scala
7 16 (5.63%) C
7 16 (5.63%) C#
8 15 (5.28%) Bash
9 8 (2.82%) R
10 7 (2.46%) JavaScript
11 6 (2.11%) MATLAB
11 6 (2.11%) PL/SQL
12 5 (1.76%) Java 8
13 4 (1.41%) Clojure
13 4 (1.41%) Haskell
14 3 (1.06%) C++
14 3 (1.06%) Perl
14 3 (1.06%) Ruby
15 2 (0.70%) PHP
Qualifications
1 97 (34.15%) Degree
2 53 (18.66%) OCP
2 53 (18.66%) Oracle Certification
3 23 (8.10%) Computer Science Degree
4 17 (5.99%) Security Cleared
5 5 (1.76%) Master's Degree
6 3 (1.06%) PhD
7 2 (0.70%) SC Cleared
7 2 (0.70%) TOGAF Certification
Quality Assurance & Compliance
1 32 (11.27%) Data Quality
2 15 (5.28%) QA
3 3 (1.06%) SLA
4 1 (0.35%) Dodd-Frank
4 1 (0.35%) EMIR
4 1 (0.35%) FATCA
4 1 (0.35%) GDPR
4 1 (0.35%) MiFID
System Software
1 96 (33.80%) HDFS
2 61 (21.48%) VMware Infrastructure
3 54 (19.01%) Docker
4 30 (10.56%) Apache ZooKeeper
5 19 (6.69%) Apache Flume
6 15 (5.28%) Virtual Machines
Systems Management
1 94 (33.10%) Ansible
2 71 (25.00%) Kubernetes
3 23 (8.10%) Oozie
3 23 (8.10%) Terraform
4 17 (5.99%) Opscode Chef
5 13 (4.58%) Hadoop YARN
6 4 (1.41%) Apache Brooklyn
6 4 (1.41%) Grafana
6 4 (1.41%) Marathon
6 4 (1.41%) Mesos
7 2 (0.70%) Ambari
8 1 (0.35%) collectd
8 1 (0.35%) Consul
8 1 (0.35%) Fluentd
8 1 (0.35%) Istio
8 1 (0.35%) logstash
8 1 (0.35%) Prometheus
Vendors
1 71 (25.00%) VMware
2 56 (19.72%) Okta
3 41 (14.44%) Google
4 37 (13.03%) Databricks
5 36 (12.68%) Splunk
6 18 (6.34%) Cloudera
7 15 (5.28%) Oracle
8 11 (3.87%) Hortonworks
9 9 (3.17%) Cisco
9 9 (3.17%) Microsoft
10 8 (2.82%) Cognizant
11 7 (2.46%) Ab Initio
11 7 (2.46%) StreamSets
12 6 (2.11%) IBM
12 6 (2.11%) Informatica
12 6 (2.11%) Teradata
13 5 (1.76%) MapR
13 5 (1.76%) Marin
14 4 (1.41%) Atlassian
15 3 (1.06%) Terracotta