Period
to 12 April 2021

The following table provides summary statistics for permanent job vacancies advertised in the UK excluding London 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 12 April 2021 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > UK excluding London
6 months to
12 Apr 2021
Same period 2020 Same period 2019
Rank 125 137 149
Rank change year-on-year +12 +12 -6
Permanent jobs citing Data Warehouse 1,148 1,465 1,939
As % of all permanent jobs advertised in the UK excluding London 2.50% 2.31% 2.31%
As % of the Database & Business Intelligence category 9.79% 8.75% 8.29%
Number of salaries quoted 930 1,189 1,600
10th Percentile £32,500 £33,408 £33,156
25th Percentile £39,625 £39,000 £38,750
Median annual salary (50th Percentile) £50,000 £49,362 £48,000
Median % change year-on-year +1.29% +2.84% +6.67%
75th Percentile £63,750 £63,750 £62,125
90th Percentile £77,500 £78,750 £75,000
UK median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% +4.76%

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 the UK excluding London with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
UK excluding London
Permanent vacancies with a requirement for database or business intelligence skills 11,726 16,750 23,398
As % of all permanent IT jobs advertised in the UK excluding London 25.55% 26.42% 27.86%
Number of salaries quoted 9,749 13,897 19,201
10th Percentile £31,250 £30,000 £28,500
25th Percentile £37,500 £36,250 £34,500
Median annual salary (50th Percentile) £48,500 £45,000 £45,000
Median % change year-on-year +7.78% - +5.88%
75th Percentile £60,000 £57,743 £57,500
90th Percentile £72,500 £70,000 £68,750
UK median annual salary £55,000 £52,500 £52,500
% change year-on-year +4.76% - +5.00%

Data Warehouse
Job Vacancy Trend in the UK excluding London

Job postings citing Data Warehouse as a proportion of all IT jobs advertised in the UK excluding London.

Job vacancy trend for Data Warehouse in the UK excluding London

Data Warehouse
Salary Trend in the UK excluding London

3-month moving average salary quoted in jobs citing Data Warehouse in the UK excluding London.

Salary trend for Data Warehouse in the UK excluding London

Data Warehouse
Salary Histogram in the UK excluding London

Salary distribution for jobs citing Data Warehouse in the UK excluding London over the 6 months to 12 April 2021.

Salary histogram for Data Warehouse in the UK excluding London

Data Warehouse
Job Locations in the UK excluding London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Warehouse within the UK excluding London region over the 6 months to 12 April 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
North of England +30 418 £52,500 +5.00% 74
North West +11 222 £55,000 +10.00% 44
South East -16 200 £50,000 -9.09% 33
Midlands -17 186 £50,000 +11.11% 55
Yorkshire +47 165 £50,000 -4.76% 26
South West +19 143 £44,500 -1.11% 24
West Midlands -12 130 £52,500 +10.53% 44
East of England +11 96 £60,000 +1.69% 32
Scotland +32 86 £52,500 +12.90% 18
East Midlands +12 56 £43,000 +1.18% 11
North East +16 31 £42,500 +4.70% 4
Wales -31 11 £39,500 -7.06% 2
Northern Ireland +5 9 £40,000 -11.11% 1
Data Warehouse
UK

For the 6 months to 12 April 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 UK excluding London region with a requirement for Data Warehouse.

1 791 (68.90%) Business Intelligence
2 766 (66.72%) SQL
3 532 (46.34%) ETL
4 485 (42.25%) Azure
5 474 (41.29%) SQL Server
6 460 (40.07%) Power Platform
7 456 (39.72%) Power BI
8 422 (36.76%) SQL Server Integration Services
9 401 (34.93%) Analytics
10 356 (31.01%) Agile Software Development
11 341 (29.70%) Microsoft
12 337 (29.36%) SQL Server Reporting Services
13 336 (29.27%) Data Modelling
14 295 (25.70%) Python
15 277 (24.13%) AWS
16 261 (22.74%) SQL Server Analysis Services
17 225 (19.60%) Visualisation
18 210 (18.29%) Data Lake
19 205 (17.86%) Finance
20 183 (15.94%) T-SQL
21 159 (13.85%) Analytical Skills
22 151 (13.15%) Data Engineering
23 147 (12.80%) Problem-Solving
24 142 (12.37%) DevOps
25 135 (11.76%) Tableau
25 135 (11.76%) Azure Data Factory
25 135 (11.76%) Data Architecture
26 134 (11.67%) Data Quality
27 131 (11.41%) Data Science
28 122 (10.63%) Data Management

Data Warehouse
Co-occurring IT Skills in the UK excluding London 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 79 (6.88%) Apache Spark
2 21 (1.83%) Apache
3 17 (1.48%) SAS
4 16 (1.39%) Apache Airflow
5 14 (1.22%) Apache Synapse
6 12 (1.05%) SharePoint
7 10 (0.87%) Confluence
8 8 (0.70%) Luigi
9 5 (0.44%) NServiceBus
9 5 (0.44%) WebLogic
10 4 (0.35%) Elasticsearch
10 4 (0.35%) Oracle Workflow
11 2 (0.17%) Jupyter
11 2 (0.17%) SharePoint 2010
11 2 (0.17%) SharePoint 2013
12 1 (0.087%) ArcGIS
12 1 (0.087%) CMS
12 1 (0.087%) IIS
12 1 (0.087%) Mule ESB
12 1 (0.087%) Oracle SOA Suite
Applications
1 116 (10.10%) Microsoft Excel
2 11 (0.96%) Spreadsheet
3 7 (0.61%) Microsoft Office
4 5 (0.44%) Microsoft PowerPoint
4 5 (0.44%) MS Visio
5 2 (0.17%) Microsoft Project
Business Applications
1 9 (0.78%) Dynamics CRM
2 8 (0.70%) Dynamics AX
3 6 (0.52%) Dynamics NAV
4 5 (0.44%) Sentinel
5 4 (0.35%) Sage 50
6 2 (0.17%) Cognos Business Intelligence
6 2 (0.17%) Maximo
6 2 (0.17%) NetSuite
6 2 (0.17%) Retail-J
6 2 (0.17%) SAP IS-U
6 2 (0.17%) Shopify
6 2 (0.17%) Sparx Enterprise Architect
7 1 (0.087%) Infor M3
7 1 (0.087%) Oracle ERP
7 1 (0.087%) Pegasus Opera
7 1 (0.087%) Sage X3
7 1 (0.087%) SAP Business One
7 1 (0.087%) SAP ERP
Cloud Services
1 485 (42.25%) Azure
2 460 (40.07%) Power Platform
3 277 (24.13%) AWS
4 135 (11.76%) Azure Data Factory
5 69 (6.01%) GCP
6 28 (2.44%) Serverless
7 26 (2.26%) Dynamics 365
8 23 (2.00%) SaaS
9 21 (1.83%) Amazon S3
9 21 (1.83%) Matillion
10 20 (1.74%) Azure Machine Learning
11 18 (1.57%) PaaS
12 17 (1.48%) Amazon Kinesis
12 17 (1.48%) AWS Lambda
12 17 (1.48%) Azure Stack
13 16 (1.39%) IaaS
14 15 (1.31%) Cloud Computing
15 13 (1.13%) Logic Apps
16 12 (1.05%) Amazon EMR
17 11 (0.96%) Microsoft 365
Communications & Networking
1 4 (0.35%) Broadband
1 4 (0.35%) DNS
1 4 (0.35%) Firewall
1 4 (0.35%) OpenVPN
1 4 (0.35%) SSL
1 4 (0.35%) VPN
2 3 (0.26%) Internet
3 2 (0.17%) Ethernet
3 2 (0.17%) Network Security
3 2 (0.17%) Reverse Proxy
3 2 (0.17%) SAN
4 1 (0.087%) Skype
Database & Business Intelligence
1 474 (41.29%) SQL Server
2 456 (39.72%) Power BI
3 422 (36.76%) SQL Server Integration Services
4 337 (29.36%) SQL Server Reporting Services
5 261 (22.74%) SQL Server Analysis Services
6 210 (18.29%) Data Lake
7 135 (11.76%) Tableau
8 111 (9.67%) Big Data
9 108 (9.41%) Amazon Redshift
10 100 (8.71%) Azure SQL Data Warehouse
10 100 (8.71%) Relational Database
11 99 (8.62%) Snowflake Schema
12 92 (8.01%) Enterprise Data Warehouse
13 89 (7.75%) Azure SQL Database
14 69 (6.01%) NoSQL
15 56 (4.88%) QlikView
16 53 (4.62%) Hadoop
17 52 (4.53%) PostgreSQL
18 47 (4.09%) BusinessObjects
19 45 (3.92%) MySQL
Development Applications
1 63 (5.49%) Git (software)
2 33 (2.87%) Visual Studio
3 30 (2.61%) Team Foundation Server
4 20 (1.74%) Jenkins
4 20 (1.74%) JIRA
5 13 (1.13%) TeamCity
6 12 (1.05%) Oracle APEX
7 11 (0.96%) SQL Server Management Studio (SSMS)
8 10 (0.87%) ERwin
9 8 (0.70%) Octopus Deploy
10 5 (0.44%) Cucumber
11 4 (0.35%) Atlassian Bamboo
11 4 (0.35%) Jasmine
11 4 (0.35%) SoapUI
11 4 (0.35%) SpecFlow
12 3 (0.26%) ER Studio
13 2 (0.17%) Spinnaker
13 2 (0.17%) Toad
14 1 (0.087%) Oracle Forms
14 1 (0.087%) Selenium
General
1 205 (17.86%) Finance
2 60 (5.23%) Retail
3 45 (3.92%) Public Sector
4 40 (3.48%) Marketing
5 38 (3.31%) Law
6 16 (1.39%) Manufacturing
7 15 (1.31%) Legal
8 10 (0.87%) Publishing
9 6 (0.52%) Billing
9 6 (0.52%) Digital Economy
9 6 (0.52%) Games
9 6 (0.52%) Telecoms
10 5 (0.44%) Local Government
11 4 (0.35%) Housing Association
11 4 (0.35%) Pharmaceutical
12 3 (0.26%) Aerospace
12 3 (0.26%) Banking
12 3 (0.26%) Electronics
13 2 (0.17%) Advertising
13 2 (0.17%) Financial Institution
Job Titles
1 343 (29.88%) Developer
2 279 (24.30%) Data Engineer
3 173 (15.07%) Business Intelligence Developer
4 147 (12.80%) Analyst
5 116 (10.10%) Architect
6 104 (9.06%) Data Architect
7 68 (5.92%) Data Analyst
8 62 (5.40%) Azure Engineer
8 62 (5.40%) SQL Developer
9 61 (5.31%) Data Warehouse Developer
10 49 (4.27%) Business Intelligence Analyst
11 48 (4.18%) Azure Architect
12 46 (4.01%) Power BI Developer
13 44 (3.83%) AWS Architect
14 43 (3.75%) Senior Developer
15 37 (3.22%) Consultant
16 35 (3.05%) Business Developer
17 34 (2.96%) ETL Developer
18 33 (2.87%) Data Manager
19 32 (2.79%) DBA
Libraries, Frameworks & Software Standards
1 75 (6.53%) .NET
2 51 (4.44%) Kafka
3 39 (3.40%) XML
4 35 (3.05%) Web Services
5 30 (2.61%) MDX
6 28 (2.44%) JSON
7 27 (2.35%) REST
8 26 (2.26%) HTML
9 24 (2.09%) .NET Framework
10 19 (1.66%) RESTful
10 19 (1.66%) SOAP
11 18 (1.57%) .NET Core
12 12 (1.05%) AngularJS
13 11 (0.96%) CSS
13 11 (0.96%) jQuery
13 11 (0.96%) Middleware
14 10 (0.87%) PySpark
15 9 (0.78%) ASP.NET
16 8 (0.70%) HTML5
17 7 (0.61%) Spring Boot
Miscellaneous
1 159 (13.85%) Analytical Skills
2 57 (4.97%) Management Information System
3 53 (4.62%) Data Structures
4 40 (3.48%) User Experience
5 26 (2.26%) Taxonomies
6 20 (1.74%) Greenfield Project
7 17 (1.48%) Life Science
7 17 (1.48%) NHS
8 14 (1.22%) Self-Motivation
9 11 (0.96%) Linux Command Line
10 10 (0.87%) Algorithms
11 9 (0.78%) LIMS
12 7 (0.61%) FMCG
13 5 (0.44%) Embedded Systems
13 5 (0.44%) Replication
13 5 (0.44%) Smart Meter
13 5 (0.44%) Video Conferencing
13 5 (0.44%) Virtual Team
14 4 (0.35%) Cloud Native
14 4 (0.35%) Data Centre
Operating Systems
1 47 (4.09%) Linux
2 22 (1.92%) Windows
3 12 (1.05%) Red Hat Enterprise Linux
4 10 (0.87%) Unix
5 5 (0.44%) Android
5 5 (0.44%) Apple iOS
5 5 (0.44%) Windows Server
6 4 (0.35%) SUSE
6 4 (0.35%) Windows 10
6 4 (0.35%) Windows Server 2016
6 4 (0.35%) Windows Server 2019
Processes & Methodologies
1 791 (68.90%) Business Intelligence
2 532 (46.34%) ETL
3 401 (34.93%) Analytics
4 356 (31.01%) Agile Software Development
5 336 (29.27%) Data Modelling
6 225 (19.60%) Visualisation
7 151 (13.15%) Data Engineering
8 147 (12.80%) Problem-Solving
9 142 (12.37%) DevOps
10 135 (11.76%) Data Architecture
11 131 (11.41%) Data Science
12 122 (10.63%) Data Management
13 114 (9.93%) Migration
14 112 (9.76%) Decision-Making
15 109 (9.49%) Data Visualisation
16 108 (9.41%) Stakeholder Management
17 106 (9.23%) Data Integration
18 102 (8.89%) Data Analysis
19 98 (8.54%) Machine Learning
20 91 (7.93%) Scrum
Programming Languages
1 766 (66.72%) SQL
2 295 (25.70%) Python
3 183 (15.94%) T-SQL
4 75 (6.53%) C#
5 66 (5.75%) R
6 64 (5.57%) Data Analysis Expressions (DAX)
7 45 (3.92%) Java
8 35 (3.05%) JavaScript
9 34 (2.96%) Scala
10 31 (2.70%) PL/SQL
11 21 (1.83%) Bash Shell
11 21 (1.83%) PowerShell
12 12 (1.05%) C++
13 9 (0.78%) Ruby
13 9 (0.78%) VBA
14 6 (0.52%) TypeScript
14 6 (0.52%) U-SQL
14 6 (0.52%) VB.NET
15 5 (0.44%) VB
15 5 (0.44%) WebLogic Scripting Tool
Qualifications
1 81 (7.06%) Degree
2 22 (1.92%) Security Cleared
3 20 (1.74%) SC Cleared
4 12 (1.05%) Microsoft Certification
5 7 (0.61%) Computer Science Degree
5 7 (0.61%) PhD
6 6 (0.52%) ISEB
7 5 (0.44%) PRINCE2 Practitioner
8 4 (0.35%) CISA
8 4 (0.35%) CISM
8 4 (0.35%) CISSP
8 4 (0.35%) DBS Check
8 4 (0.35%) DV Cleared
8 4 (0.35%) ISSAP
8 4 (0.35%) ISSEP
8 4 (0.35%) Master's Degree
9 3 (0.26%) MCSD
10 2 (0.17%) ACCA
10 2 (0.17%) OCP
10 2 (0.17%) Oracle Certification
Quality Assurance & Compliance
1 134 (11.67%) Data Quality
2 26 (2.26%) QA
3 19 (1.66%) GDPR
4 8 (0.70%) COBIT
5 5 (0.44%) NIST
5 5 (0.44%) SLA
6 4 (0.35%) ISO/IEC 27001
6 4 (0.35%) PMO
7 2 (0.17%) HL7
7 2 (0.17%) SOC 2
8 1 (0.087%) HIPAA
8 1 (0.087%) ISO/IEC 20000
8 1 (0.087%) Sarbanes-Oxley
System Software
1 32 (2.79%) Docker
2 7 (0.61%) Hyper-V
3 5 (0.44%) Active Directory
3 5 (0.44%) Virtual Machines
4 4 (0.35%) Virtual Desktop
5 1 (0.087%) VMware Infrastructure
Systems Management
1 24 (2.09%) Terraform
2 23 (2.00%) Kubernetes
3 5 (0.44%) Ansible
3 5 (0.44%) Oracle Enterprise Manager
3 5 (0.44%) Puppet
3 5 (0.44%) Single Sign-On
4 2 (0.17%) Data Guard
4 2 (0.17%) Failover Clustering
4 2 (0.17%) Kibana
4 2 (0.17%) Opscode Chef
4 2 (0.17%) Oracle RMAN
5 1 (0.087%) SCOM
Vendors
1 341 (29.70%) Microsoft
2 109 (9.49%) Databricks
3 96 (8.36%) Oracle
4 56 (4.88%) Informatica
5 46 (4.01%) Google
6 43 (3.75%) Talend
7 42 (3.66%) Cognos
8 41 (3.57%) SAP
9 33 (2.87%) Teradata
10 22 (1.92%) Splunk
11 20 (1.74%) Salesforce.com
12 14 (1.22%) IBM
13 11 (0.96%) TIBCO
14 9 (0.78%) MicroStrategy
15 8 (0.70%) Alteryx
15 8 (0.70%) Cloudera
15 8 (0.70%) Red Hat
16 7 (0.61%) Ab Initio
16 7 (0.61%) MuleSoft
16 7 (0.61%) Sage