Period
to 18 January 2021

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 18 January 2021 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
18 Jan 2021
Same period 2020 Same period 2019
Rank 107 113 119
Rank change year-on-year +6 +6 +7
Permanent jobs citing Data Warehouse 1,652 3,285 4,010
As % of all permanent jobs advertised in England 2.92% 2.83% 2.85%
As % of the Database & Business Intelligence category 10.60% 10.47% 9.92%
Number of salaries quoted 1,512 2,815 3,519
Median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% +6.80%
10th Percentile £38,750 £36,250 £35,950
90th Percentile £92,500 £87,500 £85,000
UK median annual salary £57,500 £57,500 £55,000
% change year-on-year - +4.55% +7.84%

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 15,591 31,362 40,442
As % of all permanent IT jobs advertised in England 27.59% 27.04% 28.72%
Number of salaries quoted 13,193 26,207 33,827
Median annual salary £55,000 £52,500 £52,500
Median salary % change year-on-year +4.76% - +5.00%
10th Percentile £34,000 £32,123 £31,250
90th Percentile £88,750 £90,000 £85,000
UK median annual salary £55,000 £52,500 £52,500
% change year-on-year +4.76% - +9.38%

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 18 January 2021.

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 18 January 2021. 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 +8 884 £67,500 +3.85% 147
North of England -3 301 £52,500 +10.53% 71
North West -6 175 £55,000 +15.79% 50
South East +13 137 £52,500 +5.00% 21
Midlands +5 132 £50,000 +11.11% 39
South West +28 108 £42,500 -5.56% 12
Yorkshire +29 106 £47,500 - 16
West Midlands -31 77 £50,000 +11.11% 30
East of England +11 58 £52,500 -4.55% 14
East Midlands +65 55 £48,750 +8.33% 9
North East -10 20 £43,000 +7.03% 5
Data Warehouse
UK

For the 6 months to 18 January 2021, 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 1,084 (65.62%) SQL
2 1,017 (61.56%) Business Intelligence
3 743 (44.98%) Azure
4 740 (44.79%) ETL
5 620 (37.53%) SQL Server
6 554 (33.54%) Agile Software Development
6 554 (33.54%) Analytics
7 548 (33.17%) Power Platform
8 527 (31.90%) Power BI
9 507 (30.69%) SQL Server Integration Services
10 489 (29.60%) Microsoft
11 481 (29.12%) Python
12 476 (28.81%) Finance
13 462 (27.97%) AWS
14 447 (27.06%) Data Modelling
15 438 (26.51%) SQL Server Reporting Services
16 341 (20.64%) Data Lake
17 313 (18.95%) SQL Server Analysis Services
18 290 (17.55%) DevOps
19 273 (16.53%) Visualisation
20 237 (14.35%) Analytical Skills
21 223 (13.50%) T-SQL
22 221 (13.38%) GCP
23 220 (13.32%) Big Data
24 217 (13.14%) Azure Data Factory
25 214 (12.95%) Snowflake Schema
26 205 (12.41%) Tableau
27 202 (12.23%) Data Engineering
28 196 (11.86%) Migration
29 195 (11.80%) Azure SQL Data Warehouse

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
1 125 (7.57%) Apache Spark
2 79 (4.78%) Apache
3 47 (2.85%) Apache Airflow
4 40 (2.42%) SharePoint
5 17 (1.03%) SAS
6 13 (0.79%) Elasticsearch
7 12 (0.73%) Apache Synapse
8 10 (0.61%) Confluence
8 10 (0.61%) Luigi
9 8 (0.48%) Jupyter
10 6 (0.36%) Oracle Workflow
11 3 (0.18%) Cloud Foundry
11 3 (0.18%) nginx
11 3 (0.18%) SharePoint 2010
11 3 (0.18%) SharePoint 2013
11 3 (0.18%) Tomcat
12 2 (0.12%) Camunda
12 2 (0.12%) OpenStack
13 1 (0.061%) Appian
13 1 (0.061%) Mule
Applications
1 93 (5.63%) Microsoft Excel
2 17 (1.03%) Microsoft Office
3 5 (0.30%) Microsoft PowerPoint
4 4 (0.24%) MS Visio
5 2 (0.12%) Microsoft Project
5 2 (0.12%) Spreadsheet
5 2 (0.12%) SPSS
Business Applications
1 19 (1.15%) Dynamics AX
2 9 (0.54%) Dynamics CRM
3 4 (0.24%) SAP CRM
3 4 (0.24%) Sparx Enterprise Architect
4 3 (0.18%) Cognos Business Intelligence
4 3 (0.18%) Maximo
4 3 (0.18%) Oracle EBS
4 3 (0.18%) SAP IS-U
4 3 (0.18%) Sentinel
5 2 (0.12%) Dynamics NAV
5 2 (0.12%) Retail-J
5 2 (0.12%) SAP APO
5 2 (0.12%) SAP SCM
5 2 (0.12%) SystmOne
6 1 (0.061%) Infor M3
6 1 (0.061%) JDE EnterpriseOne
6 1 (0.061%) NetSuite
6 1 (0.061%) Oracle ERP
6 1 (0.061%) SAP Business One
6 1 (0.061%) SAP S/4HANA
Cloud Services
1 743 (44.98%) Azure
2 548 (33.17%) Power Platform
3 462 (27.97%) AWS
4 221 (13.38%) GCP
5 217 (13.14%) Azure Data Factory
6 75 (4.54%) Serverless
7 66 (4.00%) AWS Lambda
8 55 (3.33%) Amazon S3
9 39 (2.36%) PaaS
10 38 (2.30%) Dynamics 365
11 32 (1.94%) Amazon ECS
12 29 (1.76%) Amazon EC2
13 28 (1.69%) Logic Apps
14 27 (1.63%) Azure Stack
15 25 (1.51%) Amazon EMR
15 25 (1.51%) Amazon Kinesis
16 24 (1.45%) Apigee
16 24 (1.45%) IaaS
16 24 (1.45%) Trello
17 22 (1.33%) SaaS
Communications & Networking
1 17 (1.03%) SSH
2 8 (0.48%) Firewall
3 4 (0.24%) Broadband
3 4 (0.24%) Internet
4 3 (0.18%) LAN
4 3 (0.18%) WAN
5 2 (0.12%) DNS
5 2 (0.12%) Ethernet
5 2 (0.12%) Kerberos
5 2 (0.12%) MPLS
5 2 (0.12%) Software-Defined Networking
5 2 (0.12%) VPN
6 1 (0.061%) AMQP
6 1 (0.061%) HTTP
6 1 (0.061%) Skype
6 1 (0.061%) VLAN
Database & Business Intelligence
1 620 (37.53%) SQL Server
2 527 (31.90%) Power BI
3 507 (30.69%) SQL Server Integration Services
4 438 (26.51%) SQL Server Reporting Services
5 341 (20.64%) Data Lake
6 313 (18.95%) SQL Server Analysis Services
7 220 (13.32%) Big Data
8 214 (12.95%) Snowflake Schema
9 205 (12.41%) Tableau
10 195 (11.80%) Azure SQL Data Warehouse
11 192 (11.62%) Amazon Redshift
12 174 (10.53%) Azure SQL Database
13 162 (9.81%) NoSQL
14 138 (8.35%) Relational Database
15 101 (6.11%) Hadoop
16 91 (5.51%) BigQuery
17 83 (5.02%) MySQL
18 82 (4.96%) Looker
18 82 (4.96%) Microsoft Analysis Services
19 79 (4.78%) PostgreSQL
Development Applications
1 83 (5.02%) Git (software)
2 57 (3.45%) JIRA
3 56 (3.39%) Jenkins
4 33 (2.00%) Team Foundation Server
5 27 (1.63%) Visual Studio
6 24 (1.45%) Artifactory
6 24 (1.45%) GitLab
7 20 (1.21%) Cucumber
8 18 (1.09%) Selenium
9 16 (0.97%) SQL Server Management Studio (SSMS)
10 13 (0.79%) ERwin
11 11 (0.67%) Cypress.io
12 10 (0.61%) TeamCity
13 8 (0.48%) Octopus Deploy
14 5 (0.30%) ER Studio
15 4 (0.24%) Oracle APEX
16 3 (0.18%) PowerDesigner
16 3 (0.18%) SpecFlow
17 2 (0.12%) git-flow
17 2 (0.12%) Visual Studio Code
General
1 476 (28.81%) Finance
2 127 (7.69%) Banking
3 87 (5.27%) Retail
4 74 (4.48%) Marketing
5 66 (4.00%) Back Office
6 58 (3.51%) Public Sector
7 42 (2.54%) Legal
8 34 (2.06%) Law
9 26 (1.57%) Front Office
10 18 (1.09%) Manufacturing
11 16 (0.97%) Games
12 14 (0.85%) Financial Institution
13 11 (0.67%) Telecoms
14 8 (0.48%) Digital Economy
14 8 (0.48%) Local Government
15 6 (0.36%) Advertising
16 5 (0.30%) Electronics
16 5 (0.30%) iGaming
17 4 (0.24%) Billing
17 4 (0.24%) Pharmaceutical
Job Titles
1 476 (28.81%) Developer
2 352 (21.31%) Data Engineer
3 275 (16.65%) Business Intelligence Developer
4 215 (13.01%) Analyst
5 205 (12.41%) Architect
6 151 (9.14%) Data Architect
7 95 (5.75%) SQL Developer
8 84 (5.08%) Consultant
9 79 (4.78%) Data Analyst
10 77 (4.66%) Data Warehouse Developer
11 68 (4.12%) Senior Developer
12 64 (3.87%) Solutions Architect
13 63 (3.81%) AWS Architect
14 59 (3.57%) Business Intelligence Analyst
15 57 (3.45%) Azure Engineer
16 55 (3.33%) Data Manager
17 52 (3.15%) Data Consultant
18 50 (3.03%) Business Developer
19 49 (2.97%) Power BI Developer
20 47 (2.85%) Lead Developer
Libraries, Frameworks & Software Standards
1 102 (6.17%) Kafka
2 80 (4.84%) .NET
3 72 (4.36%) Web Services
4 41 (2.48%) REST
5 31 (1.88%) HTML
5 31 (1.88%) JSON
6 29 (1.76%) XML
7 26 (1.57%) MDX
8 25 (1.51%) Node.js
9 24 (1.45%) gRPC
9 24 (1.45%) OAuth
9 24 (1.45%) PySpark
9 24 (1.45%) Swagger
10 23 (1.39%) SOAP
11 18 (1.09%) Apache NiFi
12 15 (0.91%) CSS
13 14 (0.85%) Express
13 14 (0.85%) Spring Boot
14 13 (0.79%) AngularJS
15 12 (0.73%) Underscore.js
Miscellaneous
1 237 (14.35%) Analytical Skills
2 67 (4.06%) Management Information System
3 57 (3.45%) Data Structures
4 41 (2.48%) Hedge funds
5 37 (2.24%) Greenfield Project
6 36 (2.18%) User Experience
7 27 (1.63%) Clustering
8 25 (1.51%) Algorithms
9 22 (1.33%) Reference Data
10 21 (1.27%) Mobile App
10 21 (1.27%) Online Banking
11 20 (1.21%) Self-Motivation
12 19 (1.15%) NHS
12 19 (1.15%) Virtual Team
13 16 (0.97%) Enterprise Software
13 16 (0.97%) Mobile Banking
14 15 (0.91%) SWIFT
15 13 (0.79%) Cloud Native
15 13 (0.79%) Data Centre
15 13 (0.79%) Derivative
Operating Systems
1 69 (4.18%) Linux
2 59 (3.57%) Windows
3 47 (2.85%) Unix
4 25 (1.51%) Red Hat Enterprise Linux
5 13 (0.79%) Windows Server
6 5 (0.30%) Windows Server 2016
6 5 (0.30%) Windows Server 2019
7 3 (0.18%) Android
7 3 (0.18%) Apple iOS
8 1 (0.061%) Windows Server 2008
Processes & Methodologies
1 1,017 (61.56%) Business Intelligence
2 740 (44.79%) ETL
3 554 (33.54%) Agile Software Development
3 554 (33.54%) Analytics
4 447 (27.06%) Data Modelling
5 290 (17.55%) DevOps
6 273 (16.53%) Visualisation
7 202 (12.23%) Data Engineering
8 196 (11.86%) Migration
9 183 (11.08%) Data Management
10 178 (10.77%) Data Science
11 177 (10.71%) Data Architecture
12 152 (9.20%) Data Visualisation
13 146 (8.84%) Data Integration
14 139 (8.41%) Stakeholder Management
15 130 (7.87%) Problem-Solving
16 128 (7.75%) Data Analytics
17 121 (7.32%) Machine Learning
18 120 (7.26%) Data Analysis
19 116 (7.02%) Data Strategy
Programming Languages
1 1,084 (65.62%) SQL
2 481 (29.12%) Python
3 223 (13.50%) T-SQL
4 131 (7.93%) Java
5 119 (7.20%) R
6 83 (5.02%) C#
7 71 (4.30%) Data Analysis Expressions (DAX)
8 44 (2.66%) Scala
9 34 (2.06%) JavaScript
10 30 (1.82%) PowerShell
11 26 (1.57%) PL/SQL
12 25 (1.51%) Shell Script
13 22 (1.33%) C
14 18 (1.09%) VBA
15 13 (0.79%) C++
16 10 (0.61%) Ruby
17 8 (0.48%) Bash Shell
18 7 (0.42%) Perl
18 7 (0.42%) VB
19 6 (0.36%) Go
Qualifications
1 131 (7.93%) Degree
2 34 (2.06%) Microsoft Certification
3 26 (1.57%) Security Cleared
4 24 (1.45%) Sun Certification
5 19 (1.15%) Computer Science Degree
6 18 (1.09%) SC Cleared
7 7 (0.42%) ISEB
8 6 (0.36%) Master's Degree
9 5 (0.30%) AWS Certification
9 5 (0.30%) PhD
10 4 (0.24%) DBS Check
11 3 (0.18%) MCPD
12 2 (0.12%) CISSP
12 2 (0.12%) ITIL Certification
12 2 (0.12%) MBCS
12 2 (0.12%) OCP
12 2 (0.12%) Oracle Certification
12 2 (0.12%) PMI Certification
12 2 (0.12%) Postgraduate
12 2 (0.12%) VMware Certified Professional (VCP)
Quality Assurance & Compliance
1 142 (8.60%) Data Quality
2 49 (2.97%) GDPR
3 45 (2.72%) QA
4 11 (0.67%) SLA
5 4 (0.24%) PMO
6 3 (0.18%) ISO/IEC 27001
7 2 (0.12%) DICOM
7 2 (0.12%) HIPAA
7 2 (0.12%) ISO/IEC 20000
7 2 (0.12%) NIST
8 1 (0.061%) COBIT
8 1 (0.061%) HL7
8 1 (0.061%) MiFID
8 1 (0.061%) NCSC
8 1 (0.061%) PCI DSS
System Software
1 89 (5.39%) Docker
2 15 (0.91%) Active Directory
3 8 (0.48%) Hyper-V
4 4 (0.24%) VMware Infrastructure
5 3 (0.18%) HDFS
5 3 (0.18%) Varnish
6 2 (0.12%) Apache Flume
7 1 (0.061%) Oracle RAC
7 1 (0.061%) Tivoli Workload Scheduler
Systems Management
1 72 (4.36%) Kubernetes
2 24 (1.45%) Terraform
3 9 (0.54%) Ansible
4 7 (0.42%) Failover Clustering
5 6 (0.36%) Opscode Chef
5 6 (0.36%) Puppet
6 3 (0.18%) Microsoft Clustering
7 2 (0.12%) Oracle RMAN
8 1 (0.061%) Enterprise Manager Cloud Control
8 1 (0.061%) Foglight
8 1 (0.061%) Oozie
8 1 (0.061%) Oracle Enterprise Manager
8 1 (0.061%) Tivoli
Vendors
1 489 (29.60%) Microsoft
2 168 (10.17%) Databricks
3 167 (10.11%) Google
4 123 (7.45%) Oracle
5 68 (4.12%) Informatica
6 65 (3.93%) SAP
7 51 (3.09%) Talend
8 43 (2.60%) Cognos
9 36 (2.18%) Teradata
10 30 (1.82%) IBM
11 27 (1.63%) Red Hat
12 25 (1.51%) Salesforce.com
13 18 (1.09%) Splunk
14 15 (0.91%) Alteryx
15 11 (0.67%) TIBCO
16 10 (0.61%) Ab Initio
17 9 (0.54%) Vertica
18 7 (0.42%) MicroStrategy
18 7 (0.42%) StreamSets
19 6 (0.36%) Netezza