Period
to 21 September 2021

The following table provides summary statistics for permanent job vacancies advertised in the South East with a requirement for Spark Streaming skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Spark Streaming over the 6 months to 21 September 2021 with a comparison to the same period in the previous 2 years.

Apache Spark Streaming
England > South East
6 months to
21 Sep 2021
Same period 2020 Same period 2019
Rank 269 - 513
Rank change year-on-year - +513 +26
Permanent jobs citing Spark Streaming 191 0 6
As % of all permanent jobs advertised in the South East 1.10% - 0.023%
As % of the Libraries, Frameworks & Software Standards category 2.65% - 0.060%
Number of salaries quoted 3 0 0
Median annual salary (50th Percentile) £85,000 - -
England median annual salary £80,000 £70,000 £85,000
% change year-on-year +14.29% -17.65% +9.68%

Spark Streaming is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the South East with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
South East
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 7,196 3,638 9,943
As % of all permanent IT jobs advertised in the South East 41.27% 44.12% 38.53%
Number of salaries quoted 5,250 3,183 8,620
10th Percentile £33,750 £33,000 £29,475
25th Percentile £41,250 £41,250 £36,750
Median annual salary (50th Percentile) £52,500 £52,500 £50,000
Median % change year-on-year - +5.00% +5.26%
75th Percentile £66,250 £65,000 £62,500
90th Percentile £77,500 £75,000 £72,500
England median annual salary £60,000 £58,000 £55,000
% change year-on-year +3.45% +5.45% +6.80%

Spark Streaming
Job Vacancy Trend in the South East

Job postings citing Spark Streaming as a proportion of all IT jobs advertised in the South East.

Job vacancy trend for Spark Streaming in the South East

Spark Streaming
Salary Trend in the South East

3-month moving average salary quoted in jobs citing Spark Streaming in the South East.

Salary trend for Spark Streaming in the South East

Spark Streaming
Salary Histogram in the South East

Salary distribution for jobs citing Spark Streaming in the South East over the 6 months to 21 September 2021.

Salary histogram for Spark Streaming in the South East

Spark Streaming
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Spark Streaming within the South East region over the 6 months to 21 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
Hampshire - 189 £85,000 - 1
Thames Valley - 2 £97,500 -
Berkshire - 2 £97,500 -
Spark Streaming
England

For the 6 months to 21 September 2021, IT jobs citing Spark Streaming 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 across the South East region with a requirement for Spark Streaming.

1 191 (100.00%) Java
1 191 (100.00%) Apache
1 191 (100.00%) Finance
1 191 (100.00%) Spring
1 191 (100.00%) Git (software)
1 191 (100.00%) Node.js
1 191 (100.00%) Kafka
1 191 (100.00%) AngularJS
1 191 (100.00%) Jenkins
1 191 (100.00%) Apache Spark
1 191 (100.00%) React
2 189 (98.95%) Protractor
2 189 (98.95%) Sonatype Nexus
2 189 (98.95%) Cross-Browser Testing
2 189 (98.95%) Redux
2 189 (98.95%) Linux Command Line
2 189 (98.95%) Twitter Bootstrap
2 189 (98.95%) Express
2 189 (98.95%) GitHub
2 189 (98.95%) HBase
2 189 (98.95%) GemFire
2 189 (98.95%) Gradle
2 189 (98.95%) Ansible
2 189 (98.95%) HDFS
2 189 (98.95%) Microservices
2 189 (98.95%) Cucumber
2 189 (98.95%) RESTful
2 189 (98.95%) Cypress.io
2 189 (98.95%) Groovy
2 189 (98.95%) Degree

Spark Streaming
Co-occurring IT Skills in the South East 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
1 191 (100.00%) Apache
1 191 (100.00%) Apache Spark
2 189 (98.95%) GemFire
3 7 (3.66%) Cloud Foundry
4 2 (1.05%) Elasticsearch
Cloud Services
1 189 (98.95%) GitHub
2 126 (65.97%) Amazon Kinesis
3 125 (65.45%) AWS
4 95 (49.74%) Azure
5 93 (48.69%) GCP
6 41 (21.47%) OpenShift
7 7 (3.66%) PaaS
8 3 (1.57%) AWS CloudFormation
9 2 (1.05%) Snowflake
Database & Business Intelligence
1 189 (98.95%) HBase
2 182 (95.29%) MariaDB
2 182 (95.29%) PostgreSQL
2 182 (95.29%) Redis
3 148 (77.49%) Relational Database
4 146 (76.44%) NoSQL
5 118 (61.78%) Big Data
6 7 (3.66%) Apache Hive
6 7 (3.66%) Hadoop
6 7 (3.66%) OLTP
7 2 (1.05%) Flink
Development Applications
1 191 (100.00%) Git (software)
1 191 (100.00%) Jenkins
2 189 (98.95%) Cucumber
2 189 (98.95%) Cypress.io
2 189 (98.95%) Eclipse
2 189 (98.95%) Gradle
2 189 (98.95%) IntelliJ
2 189 (98.95%) JUnit
2 189 (98.95%) Protractor
2 189 (98.95%) Sonatype Nexus
2 189 (98.95%) Storybook
3 182 (95.29%) Mockito
4 124 (64.92%) Artifactory
5 85 (44.50%) SonarQube
6 7 (3.66%) Appium
7 3 (1.57%) Bitbucket
8 2 (1.05%) CircleCI
General
1 191 (100.00%) Finance
2 188 (98.43%) Banking
2 188 (98.43%) Inclusion and Diversity
2 188 (98.43%) Law
Job Titles
1 146 (76.44%) Software Engineer
2 77 (40.31%) Principal Engineer
2 77 (40.31%) Principal Software Engineer
3 59 (30.89%) Lead Software Engineer
4 37 (19.37%) Developer
4 37 (19.37%) Lead Developer
4 37 (19.37%) Lead Software Developer
4 37 (19.37%) Software Developer
5 11 (5.76%) Senior Software Engineer
6 8 (4.19%) DevOps Engineer
7 6 (3.14%) Architect
7 6 (3.14%) Principal Architect
8 3 (1.57%) Platform Architect
8 3 (1.57%) Principal Solutions Architect
8 3 (1.57%) Solutions Architect
9 2 (1.05%) AWS Engineer
9 2 (1.05%) Data Engineer
9 2 (1.05%) Python Engineer
Libraries, Frameworks & Software Standards
1 191 (100.00%) AngularJS
1 191 (100.00%) Kafka
1 191 (100.00%) Node.js
1 191 (100.00%) React
1 191 (100.00%) Spring
2 189 (98.95%) CSS
2 189 (98.95%) Express
2 189 (98.95%) JSON
2 189 (98.95%) Redux
2 189 (98.95%) RESTful
2 189 (98.95%) Tailwind CSS
2 189 (98.95%) Twitter Bootstrap
3 182 (95.29%) WireMock
4 175 (91.62%) Play Framework
5 132 (69.11%) LAMP
5 132 (69.11%) LAPP Stack
6 131 (68.59%) RabbitMQ
7 23 (12.04%) Java EE
8 20 (10.47%) Web Services
9 9 (4.71%) Spring Boot
Miscellaneous
1 189 (98.95%) Linux Command Line
2 87 (45.55%) User Experience
3 62 (32.46%) Self-Motivation
4 7 (3.66%) Virtual Team
Operating Systems
1 189 (98.95%) Linux
1 189 (98.95%) Unix
Processes & Methodologies
1 189 (98.95%) Computer Science
1 189 (98.95%) Cross-Browser Testing
1 189 (98.95%) Microservices
1 189 (98.95%) Validation
2 188 (98.43%) Digital Banking
3 187 (97.91%) DevOps
4 186 (97.38%) Agile Software Development
5 185 (96.86%) Software Engineering
6 149 (78.01%) Business Continuity
7 136 (71.20%) Full Stack Development
8 124 (64.92%) Clean Code
8 124 (64.92%) High Availability
8 124 (64.92%) OO
8 124 (64.92%) Performance Monitoring
8 124 (64.92%) Software Testing
9 119 (62.30%) Scaled Agile Framework
10 118 (61.78%) BDD
10 118 (61.78%) Open Source
10 118 (61.78%) TDD
11 113 (59.16%) Multithreading
Programming Languages
1 191 (100.00%) Java
2 189 (98.95%) Groovy
2 189 (98.95%) Shell Script
3 134 (70.16%) Python
4 2 (1.05%) Scala
Qualifications
1 189 (98.95%) Degree
2 182 (95.29%) OCP
2 182 (95.29%) Oracle Certification
3 11 (5.76%) Computer Science Degree
4 3 (1.57%) AWS Certification
4 3 (1.57%) TOGAF Certification
System Software
1 189 (98.95%) HDFS
2 132 (69.11%) VMware Infrastructure
3 7 (3.66%) Apache ZooKeeper
4 3 (1.57%) Docker
4 3 (1.57%) Virtual Servers
Systems Management
1 189 (98.95%) Ansible
2 43 (22.51%) Opscode Chef
3 5 (2.62%) Kubernetes
4 3 (1.57%) Terraform
5 2 (1.05%) Prometheus
Vendors
1 189 (98.95%) Okta
1 189 (98.95%) VMware
2 2 (1.05%) Splunk