Period
to 19 August 2019

The following table provides summary statistics for permanent job vacancies advertised in Bedfordshire 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 19 August 2019 with a comparison to the same period in the previous 2 years.

Apache Spark
East of England > Bedfordshire
6 months to
19 Aug 2019
Same period 2018 Same period 2017
Rank 59 45 81
Rank change year-on-year -14 +36 -
Permanent jobs citing Apache Spark 27 50 23
As % of all permanent IT jobs advertised in Bedfordshire 2.85% 5.01% 1.86%
As % of the Application Platforms category 19.85% 22.03% 12.30%
Number of salaries quoted 23 47 2
Bedfordshire median annual salary £70,000 £70,000 £66,250
Median salary % change year-on-year - +5.66% -
10th Percentile £57,000 £58,250 £59,875
90th Percentile £83,250 £83,000 £69,625
East of England median annual salary £60,000 £65,000 £50,000
% change year-on-year -7.69% +30.00% -16.67%

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 Bedfordshire with a requirement for application platform skills.

All Application Platform Skills
Bedfordshire
Permanent vacancies with a requirement for application platform skills 136 227 187
As % of all permanent IT jobs advertised in Bedfordshire 14.38% 22.75% 15.13%
Number of salaries quoted 125 214 123
Bedfordshire median annual salary £44,000 £47,500 £35,000
Median salary % change year-on-year -7.37% +35.71% -30.00%
10th Percentile £25,550 £28,000 £24,050
90th Percentile £77,500 £76,250 £59,750
East of England median annual salary £45,000 £47,000 £45,000
% change year-on-year -4.26% +4.44% -

Apache Spark
Job Vacancy Trend in Bedfordshire

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

Job vacancy trend for Apache Spark in Bedfordshire

Apache Spark
Salary Trend in Bedfordshire

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

Salary trend for Apache Spark in Bedfordshire

Apache Spark
Salary Histogram in Bedfordshire

The salary distribution of IT jobs citing Apache Spark in Bedfordshire over the 6 months to 19 August 2019.

Salary histogram for Apache Spark in Bedfordshire

Apache Spark
Job Locations in Bedfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Bedfordshire region over the 6 months to 19 August 2019. 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
Luton -25 11 £71,250 +3.64% 4
Apache Spark
East of England

For the 6 months to 19 August 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 Bedfordshire region with a requirement for Apache Spark.

1 26 (96.30%) Big Data
2 25 (92.59%) Python
3 22 (81.48%) Hadoop
4 20 (74.07%) Impala
5 19 (70.37%) Apache Hive
5 19 (70.37%) Agile Software Development
6 17 (62.96%) Data Science
6 17 (62.96%) Apache Kudu
6 17 (62.96%) Analytics
6 17 (62.96%) HDFS
6 17 (62.96%) Scrum
7 16 (59.26%) Unix
7 16 (59.26%) Shell Script
7 16 (59.26%) Oozie
8 15 (55.56%) E-Commerce
8 15 (55.56%) Data Modelling
9 14 (51.85%) Sqoop
9 14 (51.85%) HBase
10 13 (48.15%) MapReduce
10 13 (48.15%) Performance Tuning
10 13 (48.15%) SQL Server
10 13 (48.15%) Scala
11 11 (40.74%) Quality Management
11 11 (40.74%) Data Quality
11 11 (40.74%) Hadoop YARN
11 11 (40.74%) Apache ZooKeeper
12 7 (25.93%) Amazon AWS
13 6 (22.22%) Waterfall
13 6 (22.22%) SQL
13 6 (22.22%) Kafka

Apache Spark
Co-occurring IT Skills in Bedfordshire 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 3 (11.11%) Apache Airflow
1 3 (11.11%) Luigi
2 2 (7.41%) Confluence
Cloud Services
1 7 (25.93%) Amazon AWS
2 5 (18.52%) Amazon Kinesis
3 2 (7.41%) Amazon EMR
4 1 (3.70%) Amazon EC2
4 1 (3.70%) Amazon S3
4 1 (3.70%) Google Analytics
4 1 (3.70%) IaaS
4 1 (3.70%) PaaS
4 1 (3.70%) Qubole
Database & Business Intelligence
1 26 (96.30%) Big Data
2 22 (81.48%) Hadoop
3 20 (74.07%) Impala
4 19 (70.37%) Apache Hive
5 17 (62.96%) Apache Kudu
6 14 (51.85%) HBase
6 14 (51.85%) Sqoop
7 13 (48.15%) SQL Server
8 3 (11.11%) OLTP
9 2 (7.41%) Amazon Redshift
9 2 (7.41%) Data Warehouse
10 1 (3.70%) Amazon Athena
10 1 (3.70%) Amazon QuickSight
10 1 (3.70%) Amazon RDS
10 1 (3.70%) NoSQL
10 1 (3.70%) OLAP
10 1 (3.70%) Parquet
10 1 (3.70%) RDBMS
10 1 (3.70%) Relational Database
Development Applications
1 2 (7.41%) JIRA
2 1 (3.70%) Artifactory
2 1 (3.70%) Git (software)
2 1 (3.70%) Jenkins
2 1 (3.70%) Maven
2 1 (3.70%) Sonatype Nexus
General
1 3 (11.11%) Retail
2 1 (3.70%) Marketing
Job Titles
1 18 (66.67%) Data Engineer
2 14 (51.85%) Senior Data Engineer
3 11 (40.74%) Hadoop Engineer
4 10 (37.04%) Big Data Engineer
4 10 (37.04%) Senior Hadoop Engineer
5 5 (18.52%) Architect
6 4 (14.81%) Technical Architect
7 2 (7.41%) Data Architect
7 2 (7.41%) Hadoop Architect
8 1 (3.70%) Cloud Architect
8 1 (3.70%) Cloud Engineer
8 1 (3.70%) Data Science Engineer
8 1 (3.70%) Data Science Leader
8 1 (3.70%) Data Scientist
8 1 (3.70%) Lead Project Manager
8 1 (3.70%) Project Leader
8 1 (3.70%) Project Manager
8 1 (3.70%) Solutions Architect
8 1 (3.70%) Unix Architect
Libraries, Frameworks & Software Standards
1 6 (22.22%) Kafka
2 3 (11.11%) PySpark
3 1 (3.70%) .NET
3 1 (3.70%) Apache Avro
3 1 (3.70%) ASP.NET
3 1 (3.70%) JSON
3 1 (3.70%) Keras
3 1 (3.70%) OAuth
3 1 (3.70%) SOAP
3 1 (3.70%) Spark Streaming
3 1 (3.70%) Swagger
3 1 (3.70%) TensorFlow
3 1 (3.70%) Theano
3 1 (3.70%) Torch
3 1 (3.70%) Web Services
3 1 (3.70%) XML
Miscellaneous
1 5 (18.52%) Analytical Skills
2 1 (3.70%) Algorithms
2 1 (3.70%) Cloud Native
2 1 (3.70%) Data Structures
Operating Systems
1 16 (59.26%) Unix
2 4 (14.81%) Linux
Processes & Methodologies
1 19 (70.37%) Agile Software Development
2 17 (62.96%) Analytics
2 17 (62.96%) Data Science
2 17 (62.96%) Scrum
3 15 (55.56%) Data Modelling
3 15 (55.56%) E-Commerce
4 13 (48.15%) MapReduce
4 13 (48.15%) Performance Tuning
5 11 (40.74%) Quality Management
6 6 (22.22%) Waterfall
7 4 (14.81%) Conceptual Models
7 4 (14.81%) Data Engineering
8 3 (11.11%) ETL
8 3 (11.11%) Machine Learning
8 3 (11.11%) Stakeholder Management
8 3 (11.11%) Workflow
8 3 (11.11%) Workflow Management
9 2 (7.41%) Business Intelligence
9 2 (7.41%) Logical Data Model
9 2 (7.41%) Physical Data Model
Programming Languages
1 25 (92.59%) Python
2 16 (59.26%) Shell Script
3 13 (48.15%) Scala
4 6 (22.22%) SQL
5 4 (14.81%) Java
6 1 (3.70%) C
6 1 (3.70%) C#
6 1 (3.70%) C++
6 1 (3.70%) R
6 1 (3.70%) T-SQL
Qualifications
1 2 (7.41%) Degree
Quality Assurance & Compliance
1 11 (40.74%) Data Quality
System Software
1 17 (62.96%) HDFS
2 11 (40.74%) Apache ZooKeeper
3 6 (22.22%) Apache Flume
Systems Management
1 16 (59.26%) Oozie
2 11 (40.74%) Hadoop YARN
3 2 (7.41%) Ansible
Vendors
1 1 (3.70%) AppDynamics
1 1 (3.70%) Atlassian
1 1 (3.70%) Cloudera
1 1 (3.70%) Google
1 1 (3.70%) Informatica
1 1 (3.70%) MicroStrategy
1 1 (3.70%) Red Hat
1 1 (3.70%) Tableau