Period
to 20 June 2018

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 20 June 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
South West > Bristol
6 months to
20 Jun 2018
Same period 2017 Same period 2016
Rank 137 164 168
Rank change year-on-year +27 +4 +23
Permanent jobs citing Apache Spark 61 28 26
As % of all permanent IT jobs advertised in Bristol 1.56% 0.77% 0.75%
As % of the Application Platforms category 10.76% 4.62% 3.22%
Number of salaries quoted 45 22 25
Bristol median annual salary £50,000 £55,000 £40,000
Median salary % change year-on-year -9.09% +37.50% -55.56%
10th Percentile £37,500 £50,000 £35,000
90th Percentile £72,000 £72,125 £68,750
South West median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -44.44%

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 567 606 808
As % of all permanent IT jobs advertised in Bristol 14.53% 16.63% 23.37%
Number of salaries quoted 456 527 712
Bristol median annual salary £42,500 £40,000 £37,500
Median salary % change year-on-year +6.25% +6.67% -3.85%
10th Percentile £25,500 £24,500 £25,300
90th Percentile £64,375 £62,500 £65,000
South West median annual salary £40,132 £40,000 £37,500
% change year-on-year +0.33% +6.67% +1.35%

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 20 June 2018.

Salary histogram for Apache Spark in Bristol

For the 6 months to 20 June 2018, 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 41 (67.21%) Agile Software Development
2 40 (65.57%) Hadoop
2 40 (65.57%) Amazon AWS
2 40 (65.57%) Big Data
3 39 (63.93%) Java
4 37 (60.66%) Scala
5 35 (57.38%) Python
6 29 (47.54%) Amazon Redshift
7 28 (45.90%) SQL
7 28 (45.90%) Artificial Intelligence
8 27 (44.26%) C#
8 27 (44.26%) Amazon Kinesis
9 26 (42.62%) DevOps
10 24 (39.34%) Analytics
10 24 (39.34%) ETL
10 24 (39.34%) Scrum
11 23 (37.70%) Business Intelligence
12 22 (36.07%) Elasticsearch
13 21 (34.43%) Docker
13 21 (34.43%) Software Engineering
13 21 (34.43%) Kafka
13 21 (34.43%) Apache Hive
14 20 (32.79%) Microsoft Azure
14 20 (32.79%) Tableau
14 20 (32.79%) Apache Pig
14 20 (32.79%) Presto
14 20 (32.79%) Power BI
14 20 (32.79%) Data Science
15 19 (31.15%) GitHub
15 19 (31.15%) MapReduce

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 22 (36.07%) Elasticsearch
2 20 (32.79%) Apache Pig
3 3 (4.92%) Apache
4 1 (1.64%) Apache Solr
4 1 (1.64%) SAS
Applications
1 6 (9.84%) Chatbot
Cloud Services
1 40 (65.57%) Amazon AWS
2 27 (44.26%) Amazon Kinesis
3 20 (32.79%) Microsoft Azure
4 19 (31.15%) GitHub
5 18 (29.51%) Amazon EMR
6 9 (14.75%) Amazon S3
6 9 (14.75%) AWS Lambda
6 9 (14.75%) Serverless
7 5 (8.20%) Amazon EC2
8 3 (4.92%) Google Cloud Platform
9 2 (3.28%) Cloud Computing
10 1 (1.64%) AWS CloudFormation
10 1 (1.64%) Slack
Communications & Networking
1 5 (8.20%) MQTT
2 3 (4.92%) HTTP
3 2 (3.28%) Internet
3 2 (3.28%) TCP/IP
Database & Business Intelligence
1 40 (65.57%) Big Data
1 40 (65.57%) Hadoop
2 29 (47.54%) Amazon Redshift
3 21 (34.43%) Apache Hive
4 20 (32.79%) Power BI
4 20 (32.79%) Presto
5 18 (29.51%) Amazon Athena
5 18 (29.51%) BigQuery
5 18 (29.51%) Impala
5 18 (29.51%) Spotfire
6 12 (19.67%) MongoDB
6 12 (19.67%) PostgreSQL
7 11 (18.03%) Neo4j
8 10 (16.39%) NoSQL
9 9 (14.75%) RDBMS
9 9 (14.75%) Relational Database
10 7 (11.48%) Apache Cassandra
11 4 (6.56%) SQL Server
12 3 (4.92%) Amazon DynamoDB
13 2 (3.28%) Data Warehouse
Development Applications
1 18 (29.51%) JIRA
2 1 (1.64%) CircleCI
2 1 (1.64%) ERwin
2 1 (1.64%) Gatling
2 1 (1.64%) GoCD
General
1 12 (19.67%) Electronics
2 8 (13.11%) Telecoms
3 3 (4.92%) Marketing
4 2 (3.28%) Finance
4 2 (3.28%) Manufacturing
5 1 (1.64%) Games
5 1 (1.64%) Retail
Job Titles
1 29 (47.54%) Data Engineer
2 27 (44.26%) AWS Engineer
3 19 (31.15%) Senior Data Engineer
4 18 (29.51%) Hadoop Engineer
4 18 (29.51%) Senior Hadoop Engineer
5 10 (16.39%) Architect
6 9 (14.75%) Technical Architect
7 8 (13.11%) Data Scientist
7 8 (13.11%) Developer
8 7 (11.48%) Scala Developer
9 6 (9.84%) Senior Data Scientist
10 3 (4.92%) Java Developer
10 3 (4.92%) Java Engineer
10 3 (4.92%) Java Software Engineer
10 3 (4.92%) Software Engineer
11 2 (3.28%) .NET Architect
11 2 (3.28%) Java Applications Architect
11 2 (3.28%) Java Architect
11 2 (3.28%) Java Technical Architect
11 2 (3.28%) Software Developer
Libraries, Frameworks & Software Standards
1 21 (34.43%) Kafka
2 18 (29.51%) MLlib
2 18 (29.51%) Pandas
3 10 (16.39%) React
4 9 (14.75%) AngularJS
4 9 (14.75%) HTML
4 9 (14.75%) HTML5
4 9 (14.75%) KnockoutJS
4 9 (14.75%) Node.js
5 6 (9.84%) .NET
6 4 (6.56%) Apache Flex
7 3 (4.92%) REST
7 3 (4.92%) Web Services
8 2 (3.28%) Natural Language Processing
8 2 (3.28%) RESTful
8 2 (3.28%) TensorFlow
9 1 (1.64%) Akka
9 1 (1.64%) Apache Avro
9 1 (1.64%) Play Framework
9 1 (1.64%) RxJS
Miscellaneous
1 18 (29.51%) Clustering
2 17 (27.87%) Algorithms
3 10 (16.39%) User Experience
4 6 (9.84%) Digital Media
5 2 (3.28%) Analytical Skills
5 2 (3.28%) Digital TV
6 1 (1.64%) Blog
6 1 (1.64%) Greenfield Project
6 1 (1.64%) IPTV
6 1 (1.64%) Linked Data
6 1 (1.64%) Media Streaming
Processes & Methodologies
1 41 (67.21%) Agile Software Development
2 28 (45.90%) Artificial Intelligence
3 26 (42.62%) DevOps
4 24 (39.34%) Analytics
4 24 (39.34%) ETL
4 24 (39.34%) Scrum
5 23 (37.70%) Business Intelligence
6 21 (34.43%) Software Engineering
7 20 (32.79%) Data Science
8 19 (31.15%) MapReduce
8 19 (31.15%) Open Source
8 19 (31.15%) Visualisation
9 18 (29.51%) Coaching
9 18 (29.51%) Data Analytics
9 18 (29.51%) Data Visualisation
9 18 (29.51%) Deployment Automation
9 18 (29.51%) Microservices
10 14 (22.95%) Machine Learning
11 11 (18.03%) Data Engineering
12 10 (16.39%) Continuous Delivery
Programming Languages
1 39 (63.93%) Java
2 37 (60.66%) Scala
3 35 (57.38%) Python
4 28 (45.90%) SQL
5 27 (44.26%) C#
6 9 (14.75%) R
7 6 (9.84%) JavaScript
8 5 (8.20%) Clojure
8 5 (8.20%) Haskell
8 5 (8.20%) Lisp
9 4 (6.56%) Erlang
9 4 (6.56%) F#
9 4 (6.56%) Go
10 2 (3.28%) C++
11 1 (1.64%) ES6
11 1 (1.64%) Java 8
11 1 (1.64%) T-SQL
Qualifications
1 7 (11.48%) Degree
2 2 (3.28%) PhD
2 2 (3.28%) SC Cleared
2 2 (3.28%) Security Cleared
3 1 (1.64%) ISEB
3 1 (1.64%) ISTQB
3 1 (1.64%) Master's Degree
3 1 (1.64%) Sun Certification
Quality Assurance & Compliance
1 2 (3.28%) GCP
2 1 (1.64%) Data Quality
2 1 (1.64%) QA
System Software
1 21 (34.43%) Docker
2 1 (1.64%) HDFS
Systems Management
1 2 (3.28%) Kubernetes
2 1 (1.64%) Ansible
2 1 (1.64%) Grafana
2 1 (1.64%) Oozie
2 1 (1.64%) Terraform
Vendors
1 20 (32.79%) Tableau
2 18 (29.51%) Atlassian
3 9 (14.75%) Microsoft
4 2 (3.28%) Apple
4 2 (3.28%) Google
4 2 (3.28%) SAP
5 1 (1.64%) Cloudera
5 1 (1.64%) Hortonworks
5 1 (1.64%) Informatica
5 1 (1.64%) WSO2