Period
to 14 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Amazon S3 skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Amazon S3 over the 6 months to 14 December 2018 with a comparison to the same period in the previous 2 years.

Amazon Simple Storage Service (S3)
Scotland > Edinburgh
6 months to
14 Dec 2018
Same period 2017 Same period 2016
Rank 145 142 131
Rank change year-on-year -3 -11 -
Permanent jobs citing Amazon S3 11 6 6
As % of all permanent IT jobs advertised in Edinburgh 0.44% 0.23% 0.26%
As % of the Cloud Services category 2.26% 1.37% 2.64%
Number of salaries quoted 10 6 4
Edinburgh median annual salary £58,750 £55,000 £32,500
Median salary % change year-on-year +6.82% +69.23% -
10th Percentile £53,500 £38,750 £26,250
90th Percentile £67,500 £84,375 £44,875
Scotland median annual salary £58,750 £42,750 £41,250
% change year-on-year +37.43% +3.64% +3.13%

Amazon S3 is in the Cloud Services category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Edinburgh with a requirement for cloud computing skills.

All Cloud Skills
Edinburgh
Permanent vacancies with a requirement for cloud computing skills 487 437 227
As % of all permanent IT jobs advertised in Edinburgh 19.26% 16.47% 9.87%
Number of salaries quoted 283 293 147
Edinburgh median annual salary £50,000 £45,000 £42,500
Median salary % change year-on-year +11.11% +5.88% +6.25%
10th Percentile £31,250 £26,500 £31,000
90th Percentile £75,000 £65,000 £68,750
Scotland median annual salary £47,500 £44,705 £42,500
% change year-on-year +6.25% +5.19% +2.41%

Amazon S3
Job Vacancy Trend in Edinburgh

Job postings citing Amazon S3 as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Amazon S3 in Edinburgh

Amazon S3
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Amazon S3 in Edinburgh.

Salary trend for Amazon S3 in Edinburgh

Amazon S3
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Amazon S3 in Edinburgh over the 6 months to 14 December 2018.

Salary histogram for Amazon S3 in Edinburgh

For the 6 months to 14 December 2018, IT jobs citing Amazon S3 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 Edinburgh region with a requirement for Amazon S3.

1 11 (100.00%) Amazon AWS
2 10 (90.91%) AWS Lambda
2 10 (90.91%) Serverless
3 9 (81.82%) Ruby
4 8 (72.73%) Amazon EC2
4 8 (72.73%) Amazon Redshift
5 7 (63.64%) Amazon EMR
5 7 (63.64%) Apache Spark
5 7 (63.64%) Java
5 7 (63.64%) Python
6 6 (54.55%) SQL
6 6 (54.55%) Software Engineering
6 6 (54.55%) Amazon RDS
7 5 (45.45%) Elasticsearch
7 5 (45.45%) Oozie
7 5 (45.45%) HDFS
7 5 (45.45%) Data Centre
7 5 (45.45%) ETL
7 5 (45.45%) Scala
7 5 (45.45%) Hadoop
7 5 (45.45%) Puppet
7 5 (45.45%) Apache Hive
7 5 (45.45%) Node.js
7 5 (45.45%) Big Data
7 5 (45.45%) Kafka
7 5 (45.45%) Analytics
7 5 (45.45%) Apache Pig
7 5 (45.45%) Problem-Solving
8 4 (36.36%) Open Source
8 4 (36.36%) MySQL

Amazon S3
Co-occurring IT Skills in Edinburgh 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 7 (63.64%) Apache Spark
2 5 (45.45%) Apache Pig
2 5 (45.45%) Elasticsearch
3 1 (9.09%) Apache
Cloud Services
1 11 (100.00%) Amazon AWS
2 10 (90.91%) AWS Lambda
2 10 (90.91%) Serverless
3 8 (72.73%) Amazon EC2
4 7 (63.64%) Amazon EMR
5 4 (36.36%) AWS CloudFormation
6 3 (27.27%) Amazon Kinesis
6 3 (27.27%) SaaS
7 2 (18.18%) Amazon CloudWatch
7 2 (18.18%) Amazon ElastiCache
7 2 (18.18%) Amazon ELB
7 2 (18.18%) AWS CodePipeline
7 2 (18.18%) AWS Elastic Beanstalk
7 2 (18.18%) Cloud Computing
7 2 (18.18%) Datadog
7 2 (18.18%) GitHub
7 2 (18.18%) Sumo Logic
7 2 (18.18%) Virtual Private Cloud
8 1 (9.09%) Google Cloud Platform
Database & Business Intelligence
1 8 (72.73%) Amazon Redshift
2 6 (54.55%) Amazon RDS
3 5 (45.45%) Apache Hive
3 5 (45.45%) Big Data
3 5 (45.45%) Hadoop
4 4 (36.36%) MySQL
5 3 (27.27%) Amazon DynamoDB
5 3 (27.27%) Sqoop
6 2 (18.18%) OpenTSDB
6 2 (18.18%) Parquet
6 2 (18.18%) PostgreSQL
7 1 (9.09%) Apache Kudu
7 1 (9.09%) BigQuery
7 1 (9.09%) Data Lake
7 1 (9.09%) Data Mining
7 1 (9.09%) Data Warehouse
7 1 (9.09%) HBase
7 1 (9.09%) Impala
7 1 (9.09%) NoSQL
7 1 (9.09%) Presto
Development Applications
1 3 (27.27%) Git (software)
2 2 (18.18%) Atlassian Bamboo
2 2 (18.18%) Bitbucket
2 2 (18.18%) GitLab
2 2 (18.18%) Jenkins
2 2 (18.18%) Travis CI
3 1 (9.09%) Mercurial
General
1 1 (9.09%) Banking
1 1 (9.09%) Finance
Job Titles
1 3 (27.27%) AWS Consultant
1 3 (27.27%) Big Data Consultant
1 3 (27.27%) Cloud Engineer
1 3 (27.27%) Consultant
1 3 (27.27%) Data Consultant
1 3 (27.27%) Operations Team Leader
1 3 (27.27%) Senior Cloud Engineer
1 3 (27.27%) Team Leader
2 2 (18.18%) AWS Engineer
2 2 (18.18%) Cloud Consultant
2 2 (18.18%) Junior
2 2 (18.18%) Senior Software Engineer
2 2 (18.18%) Senior Web Engineer
2 2 (18.18%) Software Engineer
2 2 (18.18%) Web Engineer
3 1 (9.09%) Angular Developer
3 1 (9.09%) Cloud Software Engineer
3 1 (9.09%) Developer
3 1 (9.09%) Node.js Developer
3 1 (9.09%) Solutions Consultant
Libraries, Frameworks & Software Standards
1 5 (45.45%) Kafka
1 5 (45.45%) Node.js
2 4 (36.36%) Elastic Stack
3 3 (27.27%) RabbitMQ
3 3 (27.27%) Ruby on Rails
4 2 (18.18%) Apache Flex
4 2 (18.18%) Apache Thrift
4 2 (18.18%) PostGIS
4 2 (18.18%) Protocol Buffers
4 2 (18.18%) Samza
4 2 (18.18%) Web Services
5 1 (9.09%) AngularJS
5 1 (9.09%) Express
5 1 (9.09%) GraphQL
5 1 (9.09%) Redux
Miscellaneous
1 5 (45.45%) Data Centre
2 3 (27.27%) Private Cloud
3 2 (18.18%) Analytical Skills
3 2 (18.18%) Cloud Native
3 2 (18.18%) Enterprise Cloud
3 2 (18.18%) Linux Command Line
3 2 (18.18%) Public Cloud
4 1 (9.09%) Self-Motivation
Operating Systems
1 3 (27.27%) Linux
1 3 (27.27%) SmartOS
Processes & Methodologies
1 6 (54.55%) Software Engineering
2 5 (45.45%) Analytics
2 5 (45.45%) ETL
2 5 (45.45%) Problem-Solving
3 4 (36.36%) Open Source
4 3 (27.27%) Coaching
4 3 (27.27%) Data Science
4 3 (27.27%) Line Management
4 3 (27.27%) Mentoring
4 3 (27.27%) Tech Ops
5 2 (18.18%) Configuration Management
5 2 (18.18%) Continuous Delivery
5 2 (18.18%) Continuous Deployment
5 2 (18.18%) Decision-Making
5 2 (18.18%) Deployment Automation
5 2 (18.18%) Low Latency
5 2 (18.18%) Security Patching
5 2 (18.18%) Systems Analysis
5 2 (18.18%) Task Automation
5 2 (18.18%) Test Automation
Programming Languages
1 9 (81.82%) Ruby
2 7 (63.64%) Java
2 7 (63.64%) Python
3 6 (54.55%) SQL
4 5 (45.45%) Scala
5 4 (36.36%) Bash Shell
6 3 (27.27%) JavaScript
6 3 (27.27%) R
7 2 (18.18%) C#
7 2 (18.18%) Go
7 2 (18.18%) PHP
System Software
1 5 (45.45%) HDFS
2 4 (36.36%) Docker
Systems Management
1 5 (45.45%) Oozie
1 5 (45.45%) Puppet
2 4 (36.36%) Ansible
2 4 (36.36%) Terraform
3 3 (27.27%) Kubernetes
4 2 (18.18%) Grafana
4 2 (18.18%) Kibana
4 2 (18.18%) logstash
4 2 (18.18%) Mesos
4 2 (18.18%) Opscode Chef
4 2 (18.18%) Prometheus
4 2 (18.18%) Sysdig
Vendors
1 2 (18.18%) Splunk
2 1 (9.09%) Cloudera
2 1 (9.09%) Google