Period
to 16 August 2018

The following table provides summary statistics for permanent job vacancies with a requirement for Amazon Redshift skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Amazon Redshift over the 6 months to 16 August 2018 with a comparison to the same period in the previous 2 years.

Amazon Redshift
UK
6 months to
16 Aug 2018
Same period 2017 Same period 2016
Rank 696 859 937
Rank change year-on-year +163 +78 +227
Permanent jobs citing Amazon Redshift 508 345 342
As % of all permanent IT jobs advertised in the UK 0.30% 0.19% 0.17%
As % of the Database & Business Intelligence category 1.00% 0.64% 0.58%
Number of salaries quoted 385 283 292
UK median annual salary £65,000 £60,000 £57,500
Median salary % change year-on-year +8.33% +4.35% +15.00%
10th Percentile £40,000 £37,500 £37,500
90th Percentile £90,000 £85,000 £85,000
UK excluding London median annual salary £52,500 £42,000 £47,500
% change year-on-year +25.00% -11.58% +5.56%

Amazon Redshift is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
UK
Permanent vacancies with a requirement for database or business intelligence skills 50,988 54,316 59,465
As % of all permanent IT jobs advertised in the UK 30.13% 30.70% 30.02%
Number of salaries quoted 41,536 45,193 50,771
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £29,900 £28,750
90th Percentile £82,500 £77,500 £75,000
UK excluding London median annual salary £45,000 £42,500 £41,000
% change year-on-year +5.88% +3.66% +2.50%

Amazon Redshift
Job Vacancy Trend

Job postings citing Amazon Redshift as a percentage of all IT jobs advertised.

Job vacancy trend for Amazon Redshift in the UK

Amazon Redshift
Salary Trend

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

Salary trend for Amazon Redshift in the UK

Amazon Redshift
Salary Histogram

The salary distribution of IT jobs citing Amazon Redshift over the 6 months to 16 August 2018.

Salary histogram for Amazon Redshift in the UK

Amazon Redshift
Top 15 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Amazon Redshift within the UK over the 6 months to 16 August 2018. 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
England +176 487 £65,000 +8.33% 87
London +66 305 £70,000 +12.00% 66
UK excluding London +152 199 £52,500 +25.00% 21
North of England +50 52 £50,000 +42.86% 11
South West +49 51 £57,500 +4.55% 3
East of England +53 38 £72,500 +72.62% 1
South East +21 37 £60,000 -5.88% 5
North West +19 33 £47,500 +58.33% 7
Scotland -4 14 £52,500 -27.59%
Midlands - 13 £82,500 - 1
North East - 12 £57,500 - 2
West Midlands - 11 £82,500 - 1
Yorkshire +37 7 £43,500 -13.00% 2
Wales +5 4 £38,750 -8.82%
East Midlands - 1 £28,000 -

For the 6 months to 16 August 2018, IT jobs citing Amazon Redshift 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 with a requirement for Amazon Redshift.

1 447 (87.99%) Amazon AWS
2 312 (61.42%) Python
3 311 (61.22%) SQL
4 242 (47.64%) Big Data
5 234 (46.06%) Apache Spark
6 223 (43.90%) Agile Software Development
7 205 (40.35%) Analytics
8 179 (35.24%) ETL
9 174 (34.25%) Hadoop
10 161 (31.69%) Java
11 145 (28.54%) Microsoft Azure
12 139 (27.36%) NoSQL
13 132 (25.98%) Business Intelligence
14 128 (25.20%) Amazon Kinesis
15 126 (24.80%) Kafka
16 118 (23.23%) Scala
16 118 (23.23%) Data Warehouse
17 117 (23.03%) Amazon S3
17 117 (23.03%) DevOps
18 115 (22.64%) Software Engineering
19 114 (22.44%) PostgreSQL
20 113 (22.24%) Tableau
21 111 (21.85%) Apache Hive
21 111 (21.85%) Amazon EMR
22 109 (21.46%) Data Science
23 101 (19.88%) Linux
23 101 (19.88%) SQL Server
23 101 (19.88%) Amazon EC2
24 100 (19.69%) Docker
25 94 (18.50%) Machine Learning

Amazon Redshift
Co-occurring IT Skills 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
1 234 (46.06%) Apache Spark
2 68 (13.39%) Apache Pig
3 53 (10.43%) Elasticsearch
4 29 (5.71%) SAS
5 22 (4.33%) Apache
6 10 (1.97%) Tomcat
7 9 (1.77%) Confluence
8 7 (1.38%) Apache Solr
9 6 (1.18%) WildFly
10 4 (0.79%) Apache Airflow
10 4 (0.79%) MS Exchange
11 3 (0.59%) Jupyter
11 3 (0.59%) nginx
11 3 (0.59%) Oracle Workflow
12 2 (0.39%) SugarCRM
13 1 (0.20%) Adobe Experience Manager
13 1 (0.20%) Anypoint
13 1 (0.20%) IIS
13 1 (0.20%) Luigi
Applications
1 14 (2.76%) Microsoft Office
2 11 (2.17%) Microsoft Excel
3 5 (0.98%) SPSS
3 5 (0.98%) Stata
4 3 (0.59%) Microsoft PowerPoint
5 1 (0.20%) MS Visio
Business Applications
1 2 (0.39%) NetSuite
2 1 (0.20%) Eloqua
2 1 (0.20%) Oracle EBS R12
Cloud Services
1 447 (87.99%) Amazon AWS
2 145 (28.54%) Microsoft Azure
3 128 (25.20%) Amazon Kinesis
4 117 (23.03%) Amazon S3
5 111 (21.85%) Amazon EMR
6 101 (19.88%) Amazon EC2
7 72 (14.17%) Serverless
8 70 (13.78%) AWS Lambda
9 58 (11.42%) Google Cloud Platform
10 37 (7.28%) GitHub
11 19 (3.74%) IBM Cloud
12 17 (3.35%) Amazon SQS
12 17 (3.35%) Cloud Computing
13 13 (2.56%) Azure Active Directory
13 13 (2.56%) Virtual Private Cloud
14 11 (2.17%) Amazon ELB
14 11 (2.17%) AWS CloudFormation
14 11 (2.17%) Office 365
14 11 (2.17%) SaaS
15 10 (1.97%) Google Analytics
Communications & Networking
1 13 (2.56%) SMS
2 12 (2.36%) Network Security
3 6 (1.18%) Internet
3 6 (1.18%) Kerberos
4 5 (0.98%) MQTT
5 4 (0.79%) LAN
5 4 (0.79%) WAN
6 3 (0.59%) HTTP
7 2 (0.39%) SSH
7 2 (0.39%) Wi-Fi
7 2 (0.39%) Wireshark
Database & Business Intelligence
1 242 (47.64%) Big Data
2 174 (34.25%) Hadoop
3 139 (27.36%) NoSQL
4 118 (23.23%) Data Warehouse
5 114 (22.44%) PostgreSQL
6 111 (21.85%) Apache Hive
7 101 (19.88%) SQL Server
8 66 (12.99%) Apache Cassandra
8 66 (12.99%) Relational Database
9 65 (12.80%) Power BI
10 64 (12.60%) Impala
11 60 (11.81%) MySQL
12 59 (11.61%) HBase
13 58 (11.42%) MongoDB
14 57 (11.22%) Amazon RDS
15 45 (8.86%) Amazon Athena
16 39 (7.68%) Sqoop
17 38 (7.48%) SQL Server Integration Services
18 37 (7.28%) Redis
19 35 (6.89%) Amazon DynamoDB
Development Applications
1 74 (14.57%) Git (software)
2 53 (10.43%) Jenkins
3 35 (6.89%) JIRA
4 29 (5.71%) TeamCity
5 25 (4.92%) Atlassian Bamboo
6 17 (3.35%) Vagrant
7 15 (2.95%) JUnit
8 13 (2.56%) Bitbucket
8 13 (2.56%) Octopus Deploy
9 12 (2.36%) Cucumber
9 12 (2.36%) Maven
10 11 (2.17%) GitLab
11 9 (1.77%) Grunt
11 9 (1.77%) gulp
12 7 (1.38%) Hudson
12 7 (1.38%) webpack
13 5 (0.98%) Gradle
14 4 (0.79%) jMock
14 4 (0.79%) Mockito
14 4 (0.79%) RSpec
General
1 85 (16.73%) Finance
2 24 (4.72%) Marketing
2 24 (4.72%) Retail
3 16 (3.15%) Games
4 13 (2.56%) Manufacturing
5 9 (1.77%) Advertising
5 9 (1.77%) Banking
6 7 (1.38%) Publishing
7 6 (1.18%) Back Office
8 3 (0.59%) Electronics
8 3 (0.59%) Military
8 3 (0.59%) Telecoms
9 2 (0.39%) Law
9 2 (0.39%) Legal
9 2 (0.39%) Music Industry
9 2 (0.39%) Pharmaceutical
10 1 (0.20%) Automotive
10 1 (0.20%) Digital Economy
Job Titles
1 141 (27.76%) Data Engineer
2 104 (20.47%) Developer
3 57 (11.22%) Architect
4 52 (10.24%) AWS Engineer
5 45 (8.86%) Big Data Engineer
6 38 (7.48%) Data Scientist
7 35 (6.89%) DevOps Engineer
7 35 (6.89%) Senior Developer
8 34 (6.69%) Data Architect
9 32 (6.30%) Senior Data Engineer
10 31 (6.10%) Business Intelligence Developer
11 30 (5.91%) Analyst
12 29 (5.71%) Cloud Architect
13 28 (5.51%) Software Engineer
14 27 (5.31%) Big Data Architect
15 19 (3.74%) Hadoop Engineer
16 18 (3.54%) Solutions Architect
17 16 (3.15%) Python Engineer
18 15 (2.95%) AWS Consultant
18 15 (2.95%) Consultant
Libraries, Frameworks & Software Standards
1 126 (24.80%) Kafka
2 77 (15.16%) Web Services
3 53 (10.43%) .NET
4 33 (6.50%) HTML
5 32 (6.30%) Pandas
6 31 (6.10%) CSS
6 31 (6.10%) Spark Streaming
7 29 (5.71%) Node.js
8 28 (5.51%) REST
9 24 (4.72%) React
10 22 (4.33%) AngularJS
11 20 (3.94%) Natural Language Processing
11 20 (3.94%) Spring
12 17 (3.35%) ASP.NET Web API
13 16 (3.15%) JSON
14 14 (2.76%) .NET Core
14 14 (2.76%) Apache Avro
14 14 (2.76%) Vue.js
15 13 (2.56%) Redux
16 12 (2.36%) HTML5
Miscellaneous
1 52 (10.24%) Analytical Skills
2 42 (8.27%) Algorithms
3 33 (6.50%) Computer Science
4 32 (6.30%) Fintech
5 23 (4.53%) Greenfield Project
6 16 (3.15%) Data Structures
7 13 (2.56%) Clustering
7 13 (2.56%) Data Centre
7 13 (2.56%) User Experience
8 11 (2.17%) Blog
9 10 (1.97%) Derivative
10 9 (1.77%) Management Information System
11 8 (1.57%) Self-Motivation
12 7 (1.38%) Digital Media
13 6 (1.18%) Linux Command Line
13 6 (1.18%) Private Cloud
14 5 (0.98%) Enterprise Software
14 5 (0.98%) Public Cloud
14 5 (0.98%) Tandem
15 4 (0.79%) Life Science
Operating Systems
1 101 (19.88%) Linux
2 31 (6.10%) Unix
3 29 (5.71%) Windows
4 15 (2.95%) Ubuntu
5 11 (2.17%) Windows Server
6 8 (1.57%) CentOS
7 3 (0.59%) Red Hat Enterprise Linux
8 2 (0.39%) Android
9 1 (0.20%) Apple iOS
9 1 (0.20%) Debian
Processes & Methodologies
1 223 (43.90%) Agile Software Development
2 205 (40.35%) Analytics
3 179 (35.24%) ETL
4 132 (25.98%) Business Intelligence
5 117 (23.03%) DevOps
6 115 (22.64%) Software Engineering
7 109 (21.46%) Data Science
8 94 (18.50%) Machine Learning
9 86 (16.93%) Scrum
10 67 (13.19%) TDD
11 63 (12.40%) Visualisation
12 60 (11.81%) Data Analytics
13 58 (11.42%) Open Source
14 55 (10.83%) Continuous Integration
14 55 (10.83%) Data Modelling
15 53 (10.43%) Data Engineering
16 50 (9.84%) MapReduce
17 46 (9.06%) Decision-Making
18 45 (8.86%) Problem-Solving
19 43 (8.46%) BDD
Programming Languages
1 312 (61.42%) Python
2 311 (61.22%) SQL
3 161 (31.69%) Java
4 118 (23.23%) Scala
5 65 (12.80%) C#
6 64 (12.60%) R
7 45 (8.86%) JavaScript
8 22 (4.33%) Bash Shell
8 22 (4.33%) Ruby
9 20 (3.94%) C++
10 17 (3.35%) Java 8
11 14 (2.76%) Shell Script
12 12 (2.36%) T-SQL
13 11 (2.17%) C
14 10 (1.97%) Perl
14 10 (1.97%) PowerShell
15 9 (1.77%) PHP
15 9 (1.77%) PL/SQL
16 7 (1.38%) Go
17 6 (1.18%) VBA
Qualifications
1 38 (7.48%) Degree
2 31 (6.10%) Security Cleared
3 21 (4.13%) AWS Certification
4 17 (3.35%) SC Cleared
5 13 (2.56%) MCSA
5 13 (2.56%) Microsoft Certification
6 12 (2.36%) Computer Science Degree
6 12 (2.36%) MCSE
7 11 (2.17%) PhD
8 6 (1.18%) Master's Degree
9 4 (0.79%) CCNA
9 4 (0.79%) Cisco Certification
9 4 (0.79%) Numerate Degree
9 4 (0.79%) TOGAF Certification
10 3 (0.59%) DV Cleared
11 2 (0.39%) ISTQB
11 2 (0.39%) Oracle Certification
12 1 (0.20%) ITIL Foundation Certificate
12 1 (0.20%) MCSD
12 1 (0.20%) OCP
Quality Assurance & Compliance
1 20 (3.94%) QA
2 14 (2.76%) Data Quality
3 10 (1.97%) GDPR
4 4 (0.79%) GCP
5 3 (0.59%) SLA
System Software
1 100 (19.69%) Docker
2 58 (11.42%) HDFS
3 38 (7.48%) Apache Flume
4 16 (3.15%) VirtualBox
5 15 (2.95%) Active Directory
6 2 (0.39%) Oracle RAC
7 1 (0.20%) Apache ZooKeeper
7 1 (0.20%) Oracle Clusterware
Systems Management
1 64 (12.60%) Oozie
2 51 (10.04%) Terraform
3 46 (9.06%) Ansible
4 43 (8.46%) Kubernetes
5 33 (6.50%) Opscode Chef
6 26 (5.12%) Puppet
7 21 (4.13%) Hadoop YARN
8 17 (3.35%) Docker Swarm
9 15 (2.95%) Packer
10 7 (1.38%) Nagios
11 6 (1.18%) Mesos
11 6 (1.18%) Salt
11 6 (1.18%) Xymon
11 6 (1.18%) ZABBIX
12 4 (0.79%) Kibana
13 2 (0.39%) CloudHub
13 2 (0.39%) Data Guard
13 2 (0.39%) Failover Clustering
13 2 (0.39%) Grafana
13 2 (0.39%) logstash
Vendors
1 113 (22.24%) Tableau
2 70 (13.78%) Google
3 63 (12.40%) Microsoft
4 53 (10.43%) Talend
5 50 (9.84%) Cloudera
6 44 (8.66%) Oracle
7 42 (8.27%) Informatica
8 34 (6.69%) IBM
9 33 (6.50%) SAP
10 32 (6.30%) Hortonworks
11 20 (3.94%) Salesforce.com
12 19 (3.74%) Vertica
13 18 (3.54%) MicroStrategy
14 16 (3.15%) MapR
15 15 (2.95%) Greenplum
16 13 (2.56%) Databricks
16 13 (2.56%) HP
16 13 (2.56%) New Relic
16 13 (2.56%) TIBCO
17 12 (2.36%) Cognos