Period
to 25 June 2019

The following table provides summary statistics for permanent job vacancies advertised in Cambridge with a requirement for Apache Spark skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Apache Spark over the 6 months to 25 June 2019 with a comparison to the same period in the previous 2 years.

Apache Spark
Cambridgeshire > Cambridge
6 months to
25 Jun 2019
Same period 2018 Same period 2017
Rank 121 136 127
Rank change year-on-year +15 -9 +34
Permanent jobs citing Apache Spark 7 41 38
As % of all permanent IT jobs advertised in Cambridge 0.44% 1.38% 1.48%
As % of the Application Platforms category 4.14% 12.89% 9.90%
Number of salaries quoted 7 19 19
Cambridge median annual salary £75,000 £55,000 £55,000
Median salary % change year-on-year +36.36% - -31.25%
10th Percentile £57,000 £39,380 £37,500
90th Percentile £85,000 £68,500 £68,000
Cambridgeshire median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -8.33%

Apache Spark is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for application platform skills.

All Application Platform Skills
Cambridge
Permanent vacancies with a requirement for application platform skills 169 318 384
As % of all permanent IT jobs advertised in Cambridge 10.71% 10.67% 14.91%
Number of salaries quoted 108 190 292
Cambridge median annual salary £50,000 £45,000 £50,000
Median salary % change year-on-year +11.11% -10.00% +8.70%
10th Percentile £36,250 £31,125 £30,103
90th Percentile £62,375 £65,250 £68,750
Cambridgeshire median annual salary £45,000 £45,000 £45,000

Apache Spark
Job Vacancy Trend in Cambridge

Job postings citing Apache Spark as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Apache Spark in Cambridge

Apache Spark
Salary Trend in Cambridge

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Apache Spark in Cambridge.

Salary trend for Apache Spark in Cambridge

Apache Spark
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Apache Spark in Cambridge over the 6 months to 25 June 2019.

Salary histogram for Apache Spark in Cambridge

For the 6 months to 25 June 2019, IT jobs citing Apache Spark 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 Cambridge region with a requirement for Apache Spark.

1 7 (100.00%) Big Data
2 5 (71.43%) Amazon AWS
2 5 (71.43%) Analytics
2 5 (71.43%) Jenkins
2 5 (71.43%) ETL
2 5 (71.43%) PostgreSQL
2 5 (71.43%) Continuous Integration
2 5 (71.43%) Visualisation
3 4 (57.14%) Agile Software Development
4 3 (42.86%) TDD
4 3 (42.86%) Data Analysis
4 3 (42.86%) Amazon S3
4 3 (42.86%) Microsoft Azure
4 3 (42.86%) Git (software)
4 3 (42.86%) Scrum
4 3 (42.86%) Python
4 3 (42.86%) Data Warehouse
4 3 (42.86%) Data Modelling
4 3 (42.86%) Star Schema
4 3 (42.86%) SQL
4 3 (42.86%) MySQL
4 3 (42.86%) Amazon EMR
4 3 (42.86%) Amazon Redshift
4 3 (42.86%) Analytical Skills
4 3 (42.86%) Data Structures
4 3 (42.86%) Apache Hive
4 3 (42.86%) Amazon SQS
4 3 (42.86%) Machine Learning
4 3 (42.86%) High Availability
4 3 (42.86%) Relational Database

Apache Spark
Co-occurring IT Skills in Cambridge 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 2 (28.57%) Apache
1 2 (28.57%) Apache Airflow
1 2 (28.57%) Drupal
1 2 (28.57%) Elasticsearch
1 2 (28.57%) Jupyter
Cloud Services
1 5 (71.43%) Amazon AWS
2 3 (42.86%) Amazon EMR
2 3 (42.86%) Amazon S3
2 3 (42.86%) Amazon SQS
2 3 (42.86%) Microsoft Azure
3 2 (28.57%) Google Cloud Platform
3 2 (28.57%) Loggly
4 1 (14.29%) Azure Data Factory
Database & Business Intelligence
1 7 (100.00%) Big Data
2 5 (71.43%) PostgreSQL
3 3 (42.86%) Amazon Aurora
3 3 (42.86%) Amazon Redshift
3 3 (42.86%) Apache Hive
3 3 (42.86%) Data Warehouse
3 3 (42.86%) MySQL
3 3 (42.86%) Relational Database
3 3 (42.86%) Star Schema
4 2 (28.57%) BigQuery
4 2 (28.57%) Hadoop
4 2 (28.57%) Redis
5 1 (14.29%) Azure SQL Data Warehouse
5 1 (14.29%) Azure SQL Database
5 1 (14.29%) Data Lake
5 1 (14.29%) HDInsight
Development Applications
1 5 (71.43%) Jenkins
2 3 (42.86%) Git (software)
2 3 (42.86%) Sonatype Nexus
3 2 (28.57%) PHPUnit
3 2 (28.57%) Selenium
3 2 (28.57%) Travis CI
General
1 2 (28.57%) Publishing
Job Titles
1 3 (42.86%) Data Engineer
2 1 (14.29%) Azure Engineer
2 1 (14.29%) Developer
2 1 (14.29%) Software Developer
Libraries, Frameworks & Software Standards
1 2 (28.57%) Apache Beam
1 2 (28.57%) Apache NiFi
1 2 (28.57%) Behat
1 2 (28.57%) Django
1 2 (28.57%) Keras
1 2 (28.57%) Lucene
1 2 (28.57%) Node.js
1 2 (28.57%) pytest
1 2 (28.57%) Ruby on Rails
1 2 (28.57%) Symfony
1 2 (28.57%) TensorFlow
1 2 (28.57%) Web Services
2 1 (14.29%) Kafka
2 1 (14.29%) Spring
2 1 (14.29%) Spring MVC
Miscellaneous
1 3 (42.86%) Analytical Skills
1 3 (42.86%) Data Structures
Processes & Methodologies
1 5 (71.43%) Analytics
1 5 (71.43%) Continuous Integration
1 5 (71.43%) ETL
1 5 (71.43%) Visualisation
2 4 (57.14%) Agile Software Development
3 3 (42.86%) Data Analysis
3 3 (42.86%) Data Engineering
3 3 (42.86%) Data Modelling
3 3 (42.86%) Data Science
3 3 (42.86%) High Availability
3 3 (42.86%) Machine Learning
3 3 (42.86%) Scrum
3 3 (42.86%) TDD
3 3 (42.86%) Technical Leadership
4 2 (28.57%) Big Data Analytics
4 2 (28.57%) Continuous Delivery
4 2 (28.57%) Continuous Improvement
4 2 (28.57%) Data Analytics
4 2 (28.57%) DevOps
4 2 (28.57%) Open Source
Programming Languages
1 3 (42.86%) Python
1 3 (42.86%) SQL
2 2 (28.57%) PHP
2 2 (28.57%) Ruby
3 1 (14.29%) C
3 1 (14.29%) Java
System Software
1 2 (28.57%) Docker
Systems Management
1 2 (28.57%) Kubernetes
1 2 (28.57%) Terraform
Vendors
1 2 (28.57%) Google
1 2 (28.57%) New Relic
1 2 (28.57%) SaltStack