Period
to 22 January 2021

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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 22 January 2021 with a comparison to the same period in the previous 2 years.

Apache Spark
East of England > Cambridgeshire
6 months to
22 Jan 2021
Same period 2020 Same period 2019
Rank 74 128 155
Rank change year-on-year +54 +27 +11
Permanent jobs citing Apache Spark 13 13 26
As % of all permanent jobs advertised in Cambridgeshire 1.45% 0.69% 0.83%
As % of the Application Platforms category 9.85% 5.10% 6.02%
Number of salaries quoted 9 6 15
Median annual salary £65,000 £75,000 £62,500
Median salary % change year-on-year -13.33% +20.00% -19.35%
10th Percentile £57,500 £65,000 £23,500
90th Percentile £73,000 £89,000 £83,500
East of England median annual salary £65,000 £75,000 £67,500
% change year-on-year -13.33% +11.11% -10.00%

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 Cambridgeshire with a requirement for application platform skills.

All Application Platform Skills
Cambridgeshire
Permanent vacancies with a requirement for application platform skills 132 255 432
As % of all permanent IT jobs advertised in Cambridgeshire 14.70% 13.53% 13.74%
Number of salaries quoted 100 191 298
Median annual salary £55,000 £40,500 £45,000
Median salary % change year-on-year +35.80% -10.00% -
10th Percentile £21,250 £25,000 £24,600
90th Percentile £83,125 £66,250 £67,500
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

Apache Spark
Job Vacancy Trend in Cambridgeshire

Job postings citing Apache Spark as a proportion of all IT jobs advertised in Cambridgeshire.

Job vacancy trend for Apache Spark in Cambridgeshire

Apache Spark
Salary Trend in Cambridgeshire

3-month moving average salary quoted in jobs citing Apache Spark in Cambridgeshire.

Salary trend for Apache Spark in Cambridgeshire

Apache Spark
Salary Histogram in Cambridgeshire

Salary distribution for jobs citing Apache Spark in Cambridgeshire over the 6 months to 22 January 2021.

Salary histogram for Apache Spark in Cambridgeshire

Apache Spark
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Cambridgeshire region over the 6 months to 22 January 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
Peterborough - 8 £62,500 -
Cambridge +42 4 £90,000 +28.57% 1
Apache Spark
East of England

For the 6 months to 22 January 2021, 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 Cambridgeshire region with a requirement for Apache Spark.

1 13 (100.00%) Big Data
2 12 (92.31%) Analytics
2 12 (92.31%) Data Science
3 11 (84.62%) AWS
4 10 (76.92%) Hadoop
4 10 (76.92%) SQL
4 10 (76.92%) Python
4 10 (76.92%) Data Warehouse
5 9 (69.23%) C++
5 9 (69.23%) Java
5 9 (69.23%) OO
5 9 (69.23%) Visualisation
5 9 (69.23%) Scala
5 9 (69.23%) NoSQL
5 9 (69.23%) Relational Database
6 8 (61.54%) DevOps
6 8 (61.54%) Azkaban
6 8 (61.54%) Performance Metrics
6 8 (61.54%) Actionable Insight
6 8 (61.54%) Apache Airflow
6 8 (61.54%) Luigi
6 8 (61.54%) Customer Acquisition
6 8 (61.54%) Logic Apps
6 8 (61.54%) Data Visualisation
6 8 (61.54%) Apache Cassandra
6 8 (61.54%) Kafka
6 8 (61.54%) Process Improvement
6 8 (61.54%) Azure
6 8 (61.54%) SQL Server Reporting Services
6 8 (61.54%) Workflow Management

Apache Spark
Co-occurring IT Skills in Cambridgeshire 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 8 (61.54%) Apache Airflow
1 8 (61.54%) Luigi
2 1 (7.69%) Apache Pig
Cloud Services
1 11 (84.62%) AWS
2 8 (61.54%) Azure
2 8 (61.54%) Logic Apps
3 6 (46.15%) Amazon EMR
4 4 (30.77%) Amazon EC2
4 4 (30.77%) Power Platform
5 2 (15.38%) Amazon SQS
6 1 (7.69%) Amazon Cognito
6 1 (7.69%) Amazon Kinesis
6 1 (7.69%) Amazon S3
6 1 (7.69%) AWS CloudFormation
6 1 (7.69%) AWS Lambda
6 1 (7.69%) SaaS
6 1 (7.69%) Serverless
Database & Business Intelligence
1 13 (100.00%) Big Data
2 10 (76.92%) Data Warehouse
2 10 (76.92%) Hadoop
3 9 (69.23%) NoSQL
3 9 (69.23%) Relational Database
4 8 (61.54%) Apache Cassandra
4 8 (61.54%) Azkaban
4 8 (61.54%) PostgreSQL
4 8 (61.54%) SQL Server
4 8 (61.54%) SQL Server Integration Services
4 8 (61.54%) SQL Server Reporting Services
5 6 (46.15%) Amazon Redshift
6 4 (30.77%) Amazon RDS
6 4 (30.77%) Power BI
7 3 (23.08%) Data Lake
8 2 (15.38%) Apache Hive
8 2 (15.38%) Oracle ODI
8 2 (15.38%) Tableau
9 1 (7.69%) Amazon DynamoDB
9 1 (7.69%) HBase
Development Applications
1 2 (15.38%) Git (software)
1 2 (15.38%) Oracle APEX
General
1 2 (15.38%) Pharmaceutical
Job Titles
1 7 (53.85%) Data Engineer
2 4 (30.77%) Azure Engineer
2 4 (30.77%) Big Data Engineer
2 4 (30.77%) Business Developer
2 4 (30.77%) Business Intelligence Developer
2 4 (30.77%) Developer
2 4 (30.77%) Power BI Developer
2 4 (30.77%) Senior Business Intelligence Developer
2 4 (30.77%) Senior Developer
3 2 (15.38%) Azure Developer
4 1 (7.69%) Data Analytics Engineer
4 1 (7.69%) Senior Software Engineer
4 1 (7.69%) Software Engineer
Libraries, Frameworks & Software Standards
1 8 (61.54%) Kafka
2 5 (38.46%) Spark Streaming
3 1 (7.69%) Spring
3 1 (7.69%) Web Services
Miscellaneous
1 4 (30.77%) Data Centre
1 4 (30.77%) Data Structures
1 4 (30.77%) Management Information System
2 2 (15.38%) Life Science
Processes & Methodologies
1 12 (92.31%) Analytics
1 12 (92.31%) Data Science
2 9 (69.23%) OO
2 9 (69.23%) Visualisation
3 8 (61.54%) Actionable Insight
3 8 (61.54%) Customer Acquisition
3 8 (61.54%) Data Integration
3 8 (61.54%) Data Visualisation
3 8 (61.54%) DevOps
3 8 (61.54%) Performance Metrics
3 8 (61.54%) Process Improvement
3 8 (61.54%) Workflow
3 8 (61.54%) Workflow Management
4 6 (46.15%) Business Intelligence
5 4 (30.77%) Computer Science
5 4 (30.77%) Data Munging
5 4 (30.77%) Informatics
5 4 (30.77%) Project Management
5 4 (30.77%) Root Cause Analysis
5 4 (30.77%) Statistics
Programming Languages
1 10 (76.92%) Python
1 10 (76.92%) SQL
2 9 (69.23%) C++
2 9 (69.23%) Java
2 9 (69.23%) Scala
3 1 (7.69%) C#
3 1 (7.69%) F#
Qualifications
1 4 (30.77%) Computer Science Degree
1 4 (30.77%) Degree
System Software
1 1 (7.69%) Docker
1 1 (7.69%) HDFS
Systems Management
1 1 (7.69%) Mesos
Vendors
1 8 (61.54%) Microsoft
2 2 (15.38%) MuleSoft
2 2 (15.38%) Oracle
3 1 (7.69%) Talend