Period
to 1 October 2020

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Data Warehouse skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Warehouse over the 6 months to 1 October 2020 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
1 Oct 2020
Same period 2019 Same period 2018
Rank 105 103 114
Rank change year-on-year -2 +11 +5
Permanent jobs citing Data Warehouse 1,344 4,005 4,495
As % of all permanent jobs advertised in England 3.04% 3.09% 2.91%
As % of the Database & Business Intelligence category 10.59% 11.45% 9.83%
Number of salaries quoted 1,159 3,487 3,855
Median annual salary £57,500 £55,000 £55,000
Median salary % change year-on-year +4.55% - +10.00%
10th Percentile £36,950 £36,250 £35,000
90th Percentile £97,500 £85,000 £85,000
UK median annual salary £55,000 £55,000 £53,000
% change year-on-year - +3.77% +6.00%

Data Warehouse 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 advertised in England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
England
Permanent vacancies with a requirement for database or business intelligence skills 12,690 34,969 45,724
As % of all permanent IT jobs advertised in England 28.74% 26.99% 29.62%
Number of salaries quoted 10,689 28,895 37,449
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% -
10th Percentile £33,750 £31,500 £31,250
90th Percentile £90,000 £86,250 £83,750
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

Data Warehouse
Job Vacancy Trend in England

Job postings citing Data Warehouse as a proportion of all IT jobs advertised in England.

Job vacancy trend for Data Warehouse in England

Data Warehouse
Salary Trend in England

3-month moving average salary quoted in jobs citing Data Warehouse in England.

Salary trend for Data Warehouse in England

Data Warehouse
Salary Histogram in England

Salary distribution for jobs citing Data Warehouse in England over the 6 months to 1 October 2020.

Salary histogram for Data Warehouse in England

Data Warehouse
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Warehouse within the England region over the 6 months to 1 October 2020. 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
London -16 695 £67,500 +8.00% 91
North of England +23 217 £50,000 +7.53% 45
Midlands +46 155 £50,000 +11.11% 24
North West +22 144 £52,500 +10.53% 22
South East +18 118 £55,000 +10.00% 17
West Midlands +39 104 £50,000 +5.26% 13
South West +29 91 £42,500 -18.84% 9
Yorkshire +50 68 £46,250 +2.78% 20
East of England +70 59 £55,000 +14.29% 13
East Midlands +42 51 £44,154 -1.88% 10
North East -10 5 £39,000 -14.12% 3
Data Warehouse
UK

For the 6 months to 1 October 2020, IT jobs citing Data Warehouse 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 England region with a requirement for Data Warehouse.

1 889 (66.15%) SQL
2 792 (58.93%) Business Intelligence
3 582 (43.30%) Azure
4 568 (42.26%) SQL Server
5 552 (41.07%) ETL
6 456 (33.93%) Agile Software Development
7 437 (32.51%) Power Platform
8 436 (32.44%) Power BI
9 430 (31.99%) Finance
10 414 (30.80%) SQL Server Integration Services
11 409 (30.43%) Analytics
12 396 (29.46%) Microsoft
13 385 (28.65%) Python
14 348 (25.89%) AWS
15 345 (25.67%) Data Modelling
16 334 (24.85%) SQL Server Reporting Services
17 304 (22.62%) Data Lake
18 258 (19.20%) DevOps
19 247 (18.38%) SQL Server Analysis Services
20 226 (16.82%) GCP
21 214 (15.92%) Visualisation
22 209 (15.55%) Analytical Skills
23 203 (15.10%) T-SQL
24 197 (14.66%) Big Data
25 174 (12.95%) Tableau
25 174 (12.95%) Amazon Redshift
26 173 (12.87%) Java
27 170 (12.65%) Google
28 166 (12.35%) Snowflake Schema
29 165 (12.28%) Data Engineering

Data Warehouse
Co-occurring IT Skills in England 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
1 124 (9.23%) Apache
2 99 (7.37%) Apache Spark
3 35 (2.60%) Apache Airflow
4 20 (1.49%) SharePoint
5 12 (0.89%) Luigi
5 12 (0.89%) SAS
6 10 (0.74%) Confluence
7 9 (0.67%) Cloud Foundry
7 9 (0.67%) Elasticsearch
8 6 (0.45%) Apache Pig
8 6 (0.45%) nginx
8 6 (0.45%) Tomcat
9 5 (0.37%) Apache Synapse
10 4 (0.30%) IIS
10 4 (0.30%) Jupyter
10 4 (0.30%) Oracle SOA Suite
11 3 (0.22%) CMS
12 2 (0.15%) MQSeries
12 2 (0.15%) SharePoint 2010
12 2 (0.15%) SharePoint 2013
Applications
1 80 (5.95%) Microsoft Excel
2 20 (1.49%) Microsoft Office
3 9 (0.67%) MS Visio
4 8 (0.60%) Microsoft PowerPoint
5 2 (0.15%) Chatbot
5 2 (0.15%) S-PLUS
5 2 (0.15%) SPSS
6 1 (0.074%) Microsoft Project
Business Applications
1 9 (0.67%) SAP BPC
2 4 (0.30%) Dynamics AX
2 4 (0.30%) Eikon
2 4 (0.30%) SAP IS-U
3 3 (0.22%) Dynamics CRM
3 3 (0.22%) Markit EDM
3 3 (0.22%) Oracle EBS
3 3 (0.22%) Oracle General Ledger
3 3 (0.22%) Oracle Internet Expenses
3 3 (0.22%) Oracle iProcurement
3 3 (0.22%) Oracle Procure-to-Pay
3 3 (0.22%) Teamcenter
4 2 (0.15%) Maximo
5 1 (0.074%) Cognos Business Intelligence
5 1 (0.074%) Dynamics NAV
5 1 (0.074%) FLEXCUBE
5 1 (0.074%) NetSuite
5 1 (0.074%) Oracle Applications
5 1 (0.074%) SAP SCM
5 1 (0.074%) Unit4 Business World
Cloud Services
1 582 (43.30%) Azure
2 437 (32.51%) Power Platform
3 348 (25.89%) AWS
4 226 (16.82%) GCP
5 144 (10.71%) Azure Data Factory
6 113 (8.41%) Serverless
7 99 (7.37%) AWS Lambda
8 80 (5.95%) Amazon ECS
9 52 (3.87%) Apigee
10 46 (3.42%) SaaS
11 37 (2.75%) Amazon S3
12 27 (2.01%) PaaS
13 20 (1.49%) Amazon EC2
14 19 (1.41%) Amazon EMR
15 18 (1.34%) Logic Apps
16 16 (1.19%) Azure Stack
17 14 (1.04%) Trello
18 12 (0.89%) IaaS
19 11 (0.82%) AWS CloudFormation
19 11 (0.82%) Google Analytics
Communications & Networking
1 8 (0.60%) Broadband
1 8 (0.60%) WebEx
2 7 (0.52%) Internet
3 5 (0.37%) Firewall
4 4 (0.30%) SSH
5 3 (0.22%) LAN
5 3 (0.22%) WAN
6 2 (0.15%) DNS
6 2 (0.15%) MPLS
6 2 (0.15%) Network Security
6 2 (0.15%) Skype
6 2 (0.15%) Software-Defined Networking
7 1 (0.074%) AMQP
7 1 (0.074%) VLAN
7 1 (0.074%) VPN
Database & Business Intelligence
1 568 (42.26%) SQL Server
2 436 (32.44%) Power BI
3 414 (30.80%) SQL Server Integration Services
4 334 (24.85%) SQL Server Reporting Services
5 304 (22.62%) Data Lake
6 247 (18.38%) SQL Server Analysis Services
7 197 (14.66%) Big Data
8 174 (12.95%) Amazon Redshift
9 166 (12.35%) Snowflake Schema
10 141 (10.49%) Azure SQL Data Warehouse
11 135 (10.04%) Azure SQL Database
12 121 (9.00%) MySQL
13 120 (8.93%) NoSQL
14 105 (7.81%) PostgreSQL
15 99 (7.37%) BigQuery
16 94 (6.99%) Hadoop
17 87 (6.47%) Relational Database
18 80 (5.95%) OLAP
19 77 (5.73%) Looker
19 77 (5.73%) Microsoft Analysis Services
Development Applications
1 91 (6.77%) Jenkins
2 64 (4.76%) JIRA
3 56 (4.17%) Git (software)
3 56 (4.17%) GitLab
4 52 (3.87%) Artifactory
5 33 (2.46%) Cucumber
6 30 (2.23%) Selenium
7 26 (1.93%) ERwin
8 25 (1.86%) Visual Studio
9 15 (1.12%) PowerDesigner
10 14 (1.04%) Cypress.io
11 10 (0.74%) ER Studio
11 10 (0.74%) Team Foundation Server
12 8 (0.60%) SQL Server Management Studio (SSMS)
13 5 (0.37%) SpecFlow
13 5 (0.37%) WebDriver
14 4 (0.30%) Selenium IDE
15 3 (0.22%) PyCharm
15 3 (0.22%) Visual Studio Code
16 2 (0.15%) Sourcetree
General
1 430 (31.99%) Finance
2 148 (11.01%) Banking
3 107 (7.96%) Back Office
4 55 (4.09%) Marketing
5 33 (2.46%) Retail
6 27 (2.01%) Law
7 23 (1.71%) Advertising
8 14 (1.04%) Legal
9 13 (0.97%) Financial Institution
10 12 (0.89%) Games
11 10 (0.74%) Manufacturing
12 9 (0.67%) Front Office
13 8 (0.60%) Investment Banking
13 8 (0.60%) Pharmaceutical
13 8 (0.60%) Public Sector
14 6 (0.45%) Local Government
14 6 (0.45%) Telecoms
15 4 (0.30%) Electronics
16 3 (0.22%) General Ledger
16 3 (0.22%) Police
Job Titles
1 441 (32.81%) Developer
2 273 (20.31%) Data Engineer
3 238 (17.71%) Business Intelligence Developer
4 181 (13.47%) Analyst
5 178 (13.24%) Architect
6 137 (10.19%) SQL Developer
7 134 (9.97%) Data Architect
8 118 (8.78%) Data Warehouse Developer
9 92 (6.85%) Solutions Architect
10 71 (5.28%) Senior Developer
11 62 (4.61%) Azure Engineer
11 62 (4.61%) SQL BI Developer
12 60 (4.46%) Cloud Architect
13 57 (4.24%) AWS Architect
13 57 (4.24%) Cloud Solutions Architect
14 55 (4.09%) Business Intelligence Analyst
15 52 (3.87%) AWS Solutions Architect
15 52 (3.87%) Java Architect
15 52 (3.87%) Java Solutions Architect
15 52 (3.87%) SSIS Developer
Libraries, Frameworks & Software Standards
1 108 (8.04%) Web Services
2 101 (7.51%) Kafka
3 74 (5.51%) gRPC
4 73 (5.43%) .NET
5 52 (3.87%) OAuth
5 52 (3.87%) Swagger
6 51 (3.79%) REST
7 41 (3.05%) JSON
8 35 (2.60%) MDX
9 33 (2.46%) XML
10 32 (2.38%) HTML
11 29 (2.16%) SOAP
12 25 (1.86%) PySpark
13 21 (1.56%) CSS
14 19 (1.41%) AngularJS
15 17 (1.26%) Middleware
16 15 (1.12%) ASP.NET
16 15 (1.12%) HTML5
17 14 (1.04%) React
18 13 (0.97%) Apache NiFi
Miscellaneous
1 209 (15.55%) Analytical Skills
2 95 (7.07%) Management Information System
3 83 (6.18%) Hedge funds
4 71 (5.28%) Data Structures
5 56 (4.17%) Greenfield Project
6 32 (2.38%) Clustering
7 30 (2.23%) User Experience
8 25 (1.86%) Self-Motivation
9 20 (1.49%) Replication
10 19 (1.41%) Derivative
11 18 (1.34%) Mobile App
11 18 (1.34%) Reference Data
12 17 (1.26%) Data Centre
13 16 (1.19%) Algorithms
14 11 (0.82%) Analytical Mindset
14 11 (0.82%) Foreign Exchange (FX)
15 10 (0.74%) Cloud Native
15 10 (0.74%) NHS
15 10 (0.74%) Virtual Team
16 9 (0.67%) FMCG
Operating Systems
1 37 (2.75%) Windows
2 35 (2.60%) Linux
3 22 (1.64%) Unix
4 13 (0.97%) Windows Server
5 5 (0.37%) Android
5 5 (0.37%) Apple iOS
6 4 (0.30%) Windows 10
7 2 (0.15%) Red Hat Enterprise Linux
7 2 (0.15%) Solaris
8 1 (0.074%) MVS
8 1 (0.074%) Windows Server 2008
Processes & Methodologies
1 792 (58.93%) Business Intelligence
2 552 (41.07%) ETL
3 456 (33.93%) Agile Software Development
4 409 (30.43%) Analytics
5 345 (25.67%) Data Modelling
6 258 (19.20%) DevOps
7 214 (15.92%) Visualisation
8 165 (12.28%) Data Engineering
9 138 (10.27%) Data Visualisation
10 131 (9.75%) Data Architecture
11 123 (9.15%) Data Analytics
12 121 (9.00%) Microservices
13 120 (8.93%) Software Engineering
14 118 (8.78%) Data Management
15 116 (8.63%) Asset Management
16 115 (8.56%) Mentoring
16 115 (8.56%) Migration
17 114 (8.48%) SDLC
18 112 (8.33%) Stakeholder Management
19 111 (8.26%) Data Science
Programming Languages
1 889 (66.15%) SQL
2 385 (28.65%) Python
3 203 (15.10%) T-SQL
4 173 (12.87%) Java
5 72 (5.36%) C#
6 68 (5.06%) R
7 58 (4.32%) Scala
8 55 (4.09%) Data Analysis Expressions (DAX)
9 42 (3.13%) JavaScript
10 30 (2.23%) PowerShell
11 29 (2.16%) C
12 24 (1.79%) C++
13 20 (1.49%) VBA
14 16 (1.19%) PL/SQL
15 15 (1.12%) VB.NET
16 11 (0.82%) Shell Script
17 8 (0.60%) Java 8
17 8 (0.60%) U-SQL
17 8 (0.60%) VB
18 6 (0.45%) Ruby
Qualifications
1 115 (8.56%) Degree
2 52 (3.87%) Sun Certification
3 36 (2.68%) Computer Science Degree
4 16 (1.19%) Microsoft Certification
5 14 (1.04%) AWS Certification
6 13 (0.97%) Master's Degree
7 9 (0.67%) Security Cleared
8 6 (0.45%) ISEB
8 6 (0.45%) ISTQB
8 6 (0.45%) SC Cleared
9 4 (0.30%) A+ Certification
9 4 (0.30%) PhD
10 3 (0.22%) DV Cleared
10 3 (0.22%) MCSA
10 3 (0.22%) VMware Certified Professional (VCP)
11 2 (0.15%) CISSP
11 2 (0.15%) ITIL Foundation Certificate
11 2 (0.15%) MCPD
12 1 (0.074%) ITIL Certification
12 1 (0.074%) PMI Certification
Quality Assurance & Compliance
1 93 (6.92%) Data Quality
2 62 (4.61%) QA
3 37 (2.75%) GDPR
4 12 (0.89%) SLA
5 8 (0.60%) Sarbanes-Oxley
6 4 (0.30%) Actionable Recommendations
7 3 (0.22%) PMO
7 3 (0.22%) UCITS
8 2 (0.15%) COBIT
8 2 (0.15%) ISO/IEC 27001
8 2 (0.15%) NIST
9 1 (0.074%) HIPAA
9 1 (0.074%) IFRS
9 1 (0.074%) MiFID
9 1 (0.074%) NCSC
9 1 (0.074%) PCI DSS
System Software
1 96 (7.14%) Docker
2 10 (0.74%) Active Directory
3 6 (0.45%) Hyper-V
3 6 (0.45%) Varnish
4 5 (0.37%) Virtual Machines
5 4 (0.30%) VMware Infrastructure
6 3 (0.22%) Apache Flume
6 3 (0.22%) HDFS
7 2 (0.15%) Terminal Services
8 1 (0.074%) Oracle RAC
8 1 (0.074%) Tivoli Workload Scheduler
8 1 (0.074%) zsh
Systems Management
1 95 (7.07%) Kubernetes
2 17 (1.26%) Terraform
3 7 (0.52%) HP Quality Center
4 5 (0.37%) SCVMM
5 4 (0.30%) Ansible
5 4 (0.30%) Control-M
6 2 (0.15%) Microsoft Clustering
6 2 (0.15%) Oozie
6 2 (0.15%) Opscode Chef
6 2 (0.15%) Puppet
7 1 (0.074%) Argo
7 1 (0.074%) Data Guard
7 1 (0.074%) Fluentd
7 1 (0.074%) Kibana
7 1 (0.074%) Oracle Enterprise Manager
7 1 (0.074%) Oracle ZFS
7 1 (0.074%) Single Sign-On
7 1 (0.074%) Tivoli
Vendors
1 396 (29.46%) Microsoft
2 174 (12.95%) Tableau
3 170 (12.65%) Google
4 133 (9.90%) Oracle
5 132 (9.82%) Databricks
6 48 (3.57%) SAP
7 42 (3.13%) Teradata
8 38 (2.83%) Informatica
9 26 (1.93%) Cognos
10 17 (1.26%) Talend
11 15 (1.12%) IBM
12 13 (0.97%) Hortonworks
13 11 (0.82%) Alteryx
14 9 (0.67%) MicroStrategy
15 8 (0.60%) Salesforce.com
16 7 (0.52%) Ab Initio
16 7 (0.52%) DoubleClick
16 7 (0.52%) Netezza
16 7 (0.52%) Sun
17 6 (0.45%) Vertica