Period
to 22 April 2019

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 22 April 2019 with a comparison to the same period in the previous 2 years.

Apache Spark Streaming
Central London > City of London
6 months to
22 Apr 2019
Same period 2018 Same period 2017
Rank 322 334 -
Rank change year-on-year +12 - -
Permanent jobs citing Spark Streaming 13 6 0
As % of all permanent IT jobs advertised in the City of London 0.13% 0.055% -
As % of the Libraries, Frameworks & Software Standards category 0.30% 0.14% -
Number of salaries quoted 12 6 0
City of London median annual salary £49,337 £95,000 -
Median salary % change year-on-year -48.07% - -
Central London median annual salary £89,995 £77,000 -
% change year-on-year +16.88% - -

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 4,299 4,300 3,934
As % of all permanent IT jobs advertised in the City of London 42.11% 39.76% 37.95%
Number of salaries quoted 3,845 3,823 3,574
City of London median annual salary £67,500 £65,000 £60,000
Median salary % change year-on-year +3.85% +8.33% +4.35%
10th Percentile £42,500 £40,000 £37,500
90th Percentile £95,000 £93,750 £91,250
Central London median annual salary £67,500 £62,500 £60,000
% change year-on-year +8.00% +4.17% +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 22 April 2019.

Salary histogram for Spark Streaming in the City of London

For the 6 months to 22 April 2019, 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 13 (100.00%) Python
1 13 (100.00%) Machine Learning
1 13 (100.00%) Apache Spark
2 12 (92.31%) DevOps
2 12 (92.31%) Apache Cassandra
2 12 (92.31%) NoSQL
2 12 (92.31%) HBase
2 12 (92.31%) Oozie
2 12 (92.31%) Big Data
2 12 (92.31%) Hortonworks
2 12 (92.31%) Cloudera
2 12 (92.31%) Kafka
2 12 (92.31%) Hadoop
2 12 (92.31%) Apache Hive
2 12 (92.31%) Java
3 9 (69.23%) SQL
3 9 (69.23%) ETL
3 9 (69.23%) Data Transformation
4 8 (61.54%) Spark SQL
4 8 (61.54%) Data Engineering
4 8 (61.54%) HDFS
4 8 (61.54%) Data Reconciliation
4 8 (61.54%) Mentoring
4 8 (61.54%) Coaching
4 8 (61.54%) Agile Software Development
4 8 (61.54%) Oracle
4 8 (61.54%) Unix
4 8 (61.54%) Data Analysis
4 8 (61.54%) Use Case
4 8 (61.54%) Data Integration

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 13 (100.00%) Apache Spark
2 1 (7.69%) Apache
2 1 (7.69%) Apache Airflow
2 1 (7.69%) Jupyter
Cloud Services
1 8 (61.54%) GitHub
2 5 (38.46%) Amazon AWS
3 4 (30.77%) Google Cloud Platform
3 4 (30.77%) Microsoft Azure
4 1 (7.69%) Amazon Kinesis
4 1 (7.69%) Amazon S3
4 1 (7.69%) Amazon SageMaker
Database & Business Intelligence
1 12 (92.31%) Apache Cassandra
1 12 (92.31%) Apache Hive
1 12 (92.31%) Big Data
1 12 (92.31%) Hadoop
1 12 (92.31%) HBase
1 12 (92.31%) NoSQL
2 8 (61.54%) MongoDB
2 8 (61.54%) Spark SQL
2 8 (61.54%) Sqoop
3 1 (7.69%) Amazon Redshift
Development Applications
1 5 (38.46%) Travis CI
2 4 (30.77%) GitLab
3 1 (7.69%) Git (software)
Job Titles
1 9 (69.23%) Data Engineer
2 8 (61.54%) Big Data Engineer
2 8 (61.54%) Python Engineer
3 1 (7.69%) AWS Engineer
Libraries, Frameworks & Software Standards
1 12 (92.31%) Kafka
Operating Systems
1 8 (61.54%) Unix
2 4 (30.77%) Linux
Processes & Methodologies
1 13 (100.00%) Machine Learning
2 12 (92.31%) DevOps
3 9 (69.23%) Data Transformation
3 9 (69.23%) ETL
4 8 (61.54%) Agile Software Development
4 8 (61.54%) Analytics
4 8 (61.54%) Coaching
4 8 (61.54%) Data Analysis
4 8 (61.54%) Data Engineering
4 8 (61.54%) Data Integration
4 8 (61.54%) Data Reconciliation
4 8 (61.54%) Mentoring
4 8 (61.54%) Use Case
5 5 (38.46%) Data Science
6 4 (30.77%) Auto-Scaling
6 4 (30.77%) Continuous Delivery
6 4 (30.77%) Microservices
6 4 (30.77%) Site Reliability Engineering
6 4 (30.77%) Software Delivery
6 4 (30.77%) Test Automation
Programming Languages
1 13 (100.00%) Python
2 12 (92.31%) Java
3 9 (69.23%) SQL
4 8 (61.54%) Scala
5 4 (30.77%) Bash Shell
System Software
1 8 (61.54%) Apache Flume
1 8 (61.54%) HDFS
2 5 (38.46%) Docker
Systems Management
1 12 (92.31%) Oozie
2 4 (30.77%) Hadoop YARN
2 4 (30.77%) Kubernetes
2 4 (30.77%) Prometheus
3 1 (7.69%) Ansible
Vendors
1 12 (92.31%) Cloudera
1 12 (92.31%) Hortonworks
2 8 (61.54%) Oracle
3 4 (30.77%) Google
3 4 (30.77%) MapR