Period
to 22 August 2019

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

Apache Spark
South West > Bristol
6 months to
22 Aug 2019
Same period 2018 Same period 2017
Rank 154 149 188
Rank change year-on-year -5 +39 -40
Permanent jobs citing Apache Spark 26 48 25
As % of all permanent IT jobs advertised in Bristol 0.75% 1.29% 0.65%
As % of the Application Platforms category 6.16% 8.82% 4.27%
Number of salaries quoted 23 39 19
Bristol median annual salary £57,500 £60,000 £55,000
Median salary % change year-on-year -4.17% +9.09% +4.76%
10th Percentile £47,500 £46,250 £38,097
90th Percentile £78,250 £77,500 £65,000
South West median annual salary £55,000 £60,000 £52,500
% change year-on-year -8.33% +14.29% +5.00%

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 Bristol with a requirement for application platform skills.

All Application Platform Skills
Bristol
Permanent vacancies with a requirement for application platform skills 422 544 586
As % of all permanent IT jobs advertised in Bristol 12.13% 14.62% 15.24%
Number of salaries quoted 349 437 486
Bristol median annual salary £42,500 £43,750 £38,250
Median salary % change year-on-year -2.86% +14.38% -4.38%
10th Percentile £30,000 £26,250 £25,625
90th Percentile £63,750 £75,000 £60,000
South West median annual salary £43,750 £41,500 £40,000
% change year-on-year +5.42% +3.75% +6.67%

Apache Spark
Job Vacancy Trend in Bristol

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

Job vacancy trend for Apache Spark in Bristol

Apache Spark
Salary Trend in Bristol

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

Salary trend for Apache Spark in Bristol

Apache Spark
Salary Histogram in Bristol

The salary distribution of IT jobs citing Apache Spark in Bristol over the 6 months to 22 August 2019.

Salary histogram for Apache Spark in Bristol

For the 6 months to 22 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 Bristol region with a requirement for Apache Spark.

1 21 (80.77%) Hadoop
2 16 (61.54%) Big Data
3 14 (53.85%) Scala
3 14 (53.85%) AWS
4 13 (50.00%) Python
5 12 (46.15%) ETL
6 11 (42.31%) Java
7 10 (38.46%) Apache Hive
7 10 (38.46%) Azure
7 10 (38.46%) Data Science
8 8 (30.77%) Informatica
8 8 (30.77%) Oracle
8 8 (30.77%) PostgreSQL
8 8 (30.77%) Machine Learning
9 7 (26.92%) Kafka
9 7 (26.92%) Analytics
9 7 (26.92%) Relational Database
9 7 (26.92%) Analytical Skills
9 7 (26.92%) Finance
9 7 (26.92%) SQL
9 7 (26.92%) Data Warehouse
9 7 (26.92%) Business Intelligence
10 6 (23.08%) Amazon EMR
10 6 (23.08%) Amazon Athena
11 5 (19.23%) Data Engineering
11 5 (19.23%) R
11 5 (19.23%) Amazon S3
11 5 (19.23%) Agile Software Development
11 5 (19.23%) RDBMS
11 5 (19.23%) Apache

Apache Spark
Co-occurring IT Skills in Bristol 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 5 (19.23%) Apache
2 2 (7.69%) Elasticsearch
2 2 (7.69%) Luigi
2 2 (7.69%) Tornado
Applications
1 2 (7.69%) Microsoft Excel
1 2 (7.69%) Microsoft Office
1 2 (7.69%) Microsoft PowerPoint
Cloud Services
1 14 (53.85%) AWS
2 10 (38.46%) Azure
3 6 (23.08%) Amazon EMR
4 5 (19.23%) Amazon S3
5 2 (7.69%) AWS Data Pipeline
6 1 (3.85%) Azure Data Factory
6 1 (3.85%) Azure Machine Learning
6 1 (3.85%) GCP
6 1 (3.85%) GitHub
6 1 (3.85%) Google Analytics
6 1 (3.85%) Power Platform
Database & Business Intelligence
1 21 (80.77%) Hadoop
2 16 (61.54%) Big Data
3 10 (38.46%) Apache Hive
4 8 (30.77%) PostgreSQL
5 7 (26.92%) Data Warehouse
5 7 (26.92%) Relational Database
6 6 (23.08%) Amazon Athena
7 5 (19.23%) RDBMS
8 3 (11.54%) NoSQL
8 3 (11.54%) Oracle Database
8 3 (11.54%) SQL Server Integration Services
9 2 (7.69%) Amazon Redshift
9 2 (7.69%) MongoDB
9 2 (7.69%) Oracle Database 12c
9 2 (7.69%) Pentaho
10 1 (3.85%) BigQuery
10 1 (3.85%) Data Lake
10 1 (3.85%) Power BI
10 1 (3.85%) Presto
10 1 (3.85%) Qlik Sense
Development Applications
1 1 (3.85%) Git (software)
1 1 (3.85%) Jenkins
1 1 (3.85%) Maven
1 1 (3.85%) Mercurial
1 1 (3.85%) Sonatype Nexus
General
1 7 (26.92%) Finance
2 2 (7.69%) Telecoms
Job Titles
1 9 (34.62%) Developer
2 6 (23.08%) Technical Leader
3 5 (19.23%) Data Engineer
4 4 (15.38%) Python Developer
5 3 (11.54%) Data Scientist
5 3 (11.54%) Scala Developer
6 2 (7.69%) Architect
6 2 (7.69%) Lead Developer
6 2 (7.69%) Oracle Developer
6 2 (7.69%) Senior Data Scientist
6 2 (7.69%) Senior Developer
6 2 (7.69%) Senior Python Developer
6 2 (7.69%) Solutions Architect
6 2 (7.69%) Team Leader
6 2 (7.69%) Technical Team Leader
7 1 (3.85%) Business Intelligence Lead
7 1 (3.85%) Data Analytics Architect
7 1 (3.85%) Data Architect
7 1 (3.85%) IT Architect
7 1 (3.85%) Technical Developer
Libraries, Frameworks & Software Standards
1 7 (26.92%) Kafka
2 3 (11.54%) AngularJS
2 3 (11.54%) Pandas
3 2 (7.69%) Celery
3 2 (7.69%) Flask
3 2 (7.69%) SQLAlchemy
3 2 (7.69%) Web Services
4 1 (3.85%) Backbone.js
4 1 (3.85%) CSS
4 1 (3.85%) CSS3
4 1 (3.85%) D3.js
4 1 (3.85%) Express
4 1 (3.85%) HTML
4 1 (3.85%) HTML5
4 1 (3.85%) JSON
4 1 (3.85%) Natural Language Processing
4 1 (3.85%) Node.js
4 1 (3.85%) NumPy
4 1 (3.85%) RESTful
4 1 (3.85%) SciPy
Miscellaneous
1 7 (26.92%) Analytical Skills
2 4 (15.38%) Analytical Mindset
3 1 (3.85%) Algorithms
3 1 (3.85%) CUDA
3 1 (3.85%) Data Structures
Operating Systems
1 5 (19.23%) Unix
2 2 (7.69%) Linux
Processes & Methodologies
1 12 (46.15%) ETL
2 10 (38.46%) Data Science
3 8 (30.77%) Machine Learning
4 7 (26.92%) Analytics
4 7 (26.92%) Business Intelligence
5 5 (19.23%) Agile Software Development
5 5 (19.23%) Data Engineering
6 4 (15.38%) Artificial Intelligence
6 4 (15.38%) Data Analytics
6 4 (15.38%) SDLC
7 3 (11.54%) Problem-Solving
7 3 (11.54%) Project Delivery
8 2 (7.69%) Commercial Awareness
8 2 (7.69%) Creative Problem-Solving
8 2 (7.69%) Data Architecture
8 2 (7.69%) DevOps
8 2 (7.69%) Open Source
8 2 (7.69%) Statistical Modelling
8 2 (7.69%) TDD
9 1 (3.85%) Asset Management
Programming Languages
1 14 (53.85%) Scala
2 13 (50.00%) Python
3 11 (42.31%) Java
4 7 (26.92%) SQL
5 5 (19.23%) R
6 4 (15.38%) Perl
7 1 (3.85%) Cypher
7 1 (3.85%) Groovy
7 1 (3.85%) JavaScript
7 1 (3.85%) Jython
7 1 (3.85%) PL/SQL
7 1 (3.85%) Shell Script
Qualifications
1 1 (3.85%) Degree
1 1 (3.85%) Master's Degree
1 1 (3.85%) PhD
Quality Assurance & Compliance
1 1 (3.85%) PMO
System Software
1 3 (11.54%) Docker
2 1 (3.85%) HDFS
Systems Management
1 4 (15.38%) Kubernetes
2 1 (3.85%) Hadoop YARN
Vendors
1 8 (30.77%) Informatica
1 8 (30.77%) Oracle
2 3 (11.54%) Microsoft
3 2 (7.69%) Tableau
4 1 (3.85%) Google
4 1 (3.85%) Hortonworks
4 1 (3.85%) IBM
4 1 (3.85%) Talend