Period
to 14 December 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of London 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 14 December 2018 with a comparison to the same period in the previous 2 years.

Apache Spark Streaming
Central London > City of London
6 months to
14 Dec 2018
Same period 2017 Same period 2016
Rank 333 330 346
Rank change year-on-year -3 +16 +72
Permanent jobs citing Spark Streaming 7 5 1
As % of all permanent IT jobs advertised in the City of London 0.066% 0.048% 0.009%
As % of the Libraries, Frameworks & Software Standards category 0.15% 0.12% 0.022%
Number of salaries quoted 7 5 1
City of London median annual salary £92,500 £90,000 £60,000
Median salary % change year-on-year +2.78% +50.00% -20.00%
10th Percentile £49,337 £66,250 £55,000
90th Percentile £96,250 £105,000 £65,000
Central London median annual salary £90,000 £75,000 £60,000
% change year-on-year +20.00% +25.00% -20.00%

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 City of London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
City of London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 4,627 4,127 4,614
As % of all permanent IT jobs advertised in the City of London 43.42% 39.79% 40.72%
Number of salaries quoted 4,227 3,745 4,243
City of London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.35%
10th Percentile £42,500 £40,000 £38,500
90th Percentile £93,750 £91,250 £90,000
Central London median annual salary £65,000 £60,000 £57,500
% change year-on-year +8.33% +4.35% -

Spark Streaming
Job Vacancy Trend in the City of London

Job postings citing Spark Streaming as a percentage of all IT jobs advertised in the City of London.

Job vacancy trend for Spark Streaming in the City of London

Spark Streaming
Salary Trend in the City of London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Spark Streaming in the City of London.

Salary trend for Spark Streaming in the City of London

Spark Streaming
Salary Histogram in the City of London

The salary distribution of IT jobs citing Spark Streaming in the City of London over the 6 months to 14 December 2018.

Salary histogram for Spark Streaming in the City of London

For the 6 months to 14 December 2018, 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 City of London region with a requirement for Spark Streaming.

1 7 (100.00%) Java
1 7 (100.00%) Python
1 7 (100.00%) Hadoop
1 7 (100.00%) Apache Cassandra
1 7 (100.00%) NoSQL
1 7 (100.00%) HBase
1 7 (100.00%) Machine Learning
1 7 (100.00%) Big Data
1 7 (100.00%) Hortonworks
1 7 (100.00%) Cloudera
1 7 (100.00%) Kafka
1 7 (100.00%) Apache Hive
1 7 (100.00%) Oozie
1 7 (100.00%) Apache Spark
1 7 (100.00%) DevOps
2 5 (71.43%) Docker
2 5 (71.43%) Travis CI
2 5 (71.43%) Prometheus
2 5 (71.43%) Data Science
2 5 (71.43%) Hadoop YARN
2 5 (71.43%) Google Cloud Platform
2 5 (71.43%) GitLab
2 5 (71.43%) Auto-Scaling
2 5 (71.43%) Kubernetes
2 5 (71.43%) Continuous Delivery
2 5 (71.43%) Software Delivery
2 5 (71.43%) Linux
2 5 (71.43%) Microservices
2 5 (71.43%) Site Reliability Engineering
2 5 (71.43%) MapR

Spark Streaming
Co-occurring IT Skills in the City of London 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 7 (100.00%) Apache Spark
Cloud Services
1 5 (71.43%) Amazon AWS
1 5 (71.43%) Google Cloud Platform
1 5 (71.43%) Microsoft Azure
2 2 (28.57%) GitHub
Database & Business Intelligence
1 7 (100.00%) Apache Cassandra
1 7 (100.00%) Apache Hive
1 7 (100.00%) Big Data
1 7 (100.00%) Hadoop
1 7 (100.00%) HBase
1 7 (100.00%) NoSQL
2 2 (28.57%) MongoDB
2 2 (28.57%) Spark SQL
2 2 (28.57%) Sqoop
Development Applications
1 5 (71.43%) GitLab
1 5 (71.43%) Travis CI
Job Titles
1 2 (28.57%) Big Data Engineer
1 2 (28.57%) Data Engineer
1 2 (28.57%) Python Engineer
Libraries, Frameworks & Software Standards
1 7 (100.00%) Kafka
Operating Systems
1 5 (71.43%) Linux
2 2 (28.57%) Unix
Processes & Methodologies
1 7 (100.00%) DevOps
1 7 (100.00%) Machine Learning
2 5 (71.43%) Artificial Intelligence
2 5 (71.43%) Auto-Scaling
2 5 (71.43%) Continuous Delivery
2 5 (71.43%) Cryptography
2 5 (71.43%) Data Science
2 5 (71.43%) Microservices
2 5 (71.43%) Site Reliability Engineering
2 5 (71.43%) Software Delivery
2 5 (71.43%) Software Engineering
2 5 (71.43%) Test Automation
3 2 (28.57%) Agile Software Development
3 2 (28.57%) Analytics
3 2 (28.57%) Data Analysis
3 2 (28.57%) Data Integration
3 2 (28.57%) Data Reconciliation
3 2 (28.57%) Data Transformation
3 2 (28.57%) ETL
3 2 (28.57%) Use Case
Programming Languages
1 7 (100.00%) Java
1 7 (100.00%) Python
2 5 (71.43%) Bash Shell
3 2 (28.57%) Scala
3 2 (28.57%) SQL
System Software
1 5 (71.43%) Docker
2 2 (28.57%) Apache Flume
2 2 (28.57%) HDFS
Systems Management
1 7 (100.00%) Oozie
2 5 (71.43%) Hadoop YARN
2 5 (71.43%) Kubernetes
2 5 (71.43%) Prometheus
Vendors
1 7 (100.00%) Cloudera
1 7 (100.00%) Hortonworks
2 5 (71.43%) Google
2 5 (71.43%) MapR
3 2 (28.57%) Oracle