Period
to 11 April 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 11 April 2021 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
11 Apr 2021
Same period 2020 Same period 2019
Rank 105 119 112
Rank change year-on-year +14 -7 +11
Permanent jobs citing Data Warehouse 2,240 2,858 4,016
As % of all permanent jobs advertised in England 3.03% 2.73% 2.91%
As % of the Database & Business Intelligence category 11.39% 10.14% 10.28%
Number of salaries quoted 1,820 2,395 3,351
10th Percentile £36,250 £37,250 £37,500
25th Percentile £46,250 £45,000 £42,875
Median annual salary (50th Percentile) £60,000 £60,000 £55,500
Median % change year-on-year - +8.11% +5.71%
75th Percentile £77,500 £76,250 £72,500
90th Percentile £92,500 £87,500 £85,000
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 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 19,660 28,183 39,069
As % of all permanent IT jobs advertised in England 26.63% 26.90% 28.32%
Number of salaries quoted 16,079 23,424 32,661
10th Percentile £33,750 £32,500 £31,250
25th Percentile £42,500 £40,000 £38,750
Median annual salary (50th Percentile) £55,000 £53,931 £52,500
Median % change year-on-year +1.98% +2.73% +5.00%
75th Percentile £75,000 £72,500 £71,250
90th Percentile £88,750 £90,000 £86,250
UK median annual salary £55,000 £52,500 £52,500
% change year-on-year +4.76% - +5.00%

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 11 April 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 11 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
London +15 1,139 £70,000 +3.70% 150
North of England +31 418 £52,500 +5.00% 69
North West +14 221 £55,000 +10.00% 42
South East +1 204 £50,000 -9.09% 25
Midlands -13 186 £50,000 +11.11% 46
Yorkshire +50 165 £50,000 -4.76% 23
South West +14 142 £44,500 -1.11% 24
West Midlands -7 130 £52,500 +10.53% 34
East of England +9 96 £60,000 +1.69% 33
East Midlands +5 56 £43,000 +1.18% 12
North East +14 32 £42,500 +4.70% 4
Data Warehouse
UK

For the 6 months to 11 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 England region with a requirement for Data Warehouse.

1 1,417 (63.26%) Business Intelligence
2 1,400 (62.50%) SQL
3 967 (43.17%) ETL
4 915 (40.85%) Azure
5 865 (38.62%) Power Platform
6 838 (37.41%) Analytics
7 833 (37.19%) Power BI
8 782 (34.91%) SQL Server
9 699 (31.21%) SQL Server Integration Services
10 669 (29.87%) Agile Software Development
11 659 (29.42%) Python
12 618 (27.59%) AWS
13 605 (27.01%) Microsoft
14 600 (26.79%) SQL Server Reporting Services
15 591 (26.38%) Data Modelling
16 547 (24.42%) Finance
17 418 (18.66%) SQL Server Analysis Services
18 405 (18.08%) Visualisation
19 393 (17.54%) Data Lake
20 344 (15.36%) Analytical Skills
21 310 (13.84%) DevOps
22 309 (13.79%) Tableau
23 302 (13.48%) Data Architecture
24 301 (13.44%) Big Data
25 294 (13.13%) T-SQL
26 286 (12.77%) Data Engineering
27 268 (11.96%) Migration
28 262 (11.70%) Azure Data Factory
29 255 (11.38%) Data Science
30 244 (10.89%) Data Management

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
1 168 (7.50%) Apache Spark
2 64 (2.86%) Apache Airflow
3 57 (2.54%) Apache
4 45 (2.01%) SharePoint
5 24 (1.07%) SAS
6 21 (0.94%) Elasticsearch
7 17 (0.76%) Confluence
8 15 (0.67%) Apache Synapse
9 13 (0.58%) Oracle Workflow
10 12 (0.54%) Luigi
11 5 (0.22%) Jupyter
11 5 (0.22%) NServiceBus
11 5 (0.22%) WebLogic
12 3 (0.13%) CMS
12 3 (0.13%) Gunicorn
12 3 (0.13%) Mule
12 3 (0.13%) Mule ESB
12 3 (0.13%) OpenStack
13 2 (0.089%) ArcGIS
13 2 (0.089%) Camunda
Applications
1 151 (6.74%) Microsoft Excel
2 20 (0.89%) Microsoft Office
3 12 (0.54%) Spreadsheet
4 6 (0.27%) Microsoft PowerPoint
5 5 (0.22%) MS Visio
6 3 (0.13%) Microsoft Project
7 1 (0.045%) Chatbot
7 1 (0.045%) SPSS
Business Applications
1 35 (1.56%) Dynamics AX
2 18 (0.80%) Dynamics CRM
3 7 (0.31%) Sentinel
4 6 (0.27%) Dynamics NAV
4 6 (0.27%) Shopify
5 4 (0.18%) HFM
5 4 (0.18%) Hyperion Planning
5 4 (0.18%) Magento
5 4 (0.18%) NetSuite
5 4 (0.18%) Oracle Subledger Accounting
5 4 (0.18%) Sage 50
5 4 (0.18%) SAP CRM
6 3 (0.13%) Sparx Enterprise Architect
7 2 (0.089%) Cognos Business Intelligence
7 2 (0.089%) Maximo
7 2 (0.089%) Retail-J
7 2 (0.089%) SAP IS-U
7 2 (0.089%) SystmOne
8 1 (0.045%) Infor M3
8 1 (0.045%) SAP Business One
Cloud Services
1 915 (40.85%) Azure
2 865 (38.62%) Power Platform
3 618 (27.59%) AWS
4 262 (11.70%) Azure Data Factory
5 219 (9.78%) GCP
6 70 (3.13%) Amazon S3
7 67 (2.99%) Serverless
8 64 (2.86%) Dynamics 365
9 60 (2.68%) PaaS
10 45 (2.01%) AWS Lambda
11 42 (1.88%) Azure Stack
11 42 (1.88%) PowerApps
12 40 (1.79%) SaaS
13 39 (1.74%) Amazon EC2
13 39 (1.74%) IaaS
14 38 (1.70%) Amazon EMR
14 38 (1.70%) Amazon Kinesis
15 36 (1.61%) Matillion
16 32 (1.43%) Cloud Computing
17 29 (1.29%) Logic Apps
Communications & Networking
1 27 (1.21%) SSH
2 7 (0.31%) Firewall
2 7 (0.31%) Internet
3 5 (0.22%) VPN
4 4 (0.18%) Broadband
4 4 (0.18%) FTP
5 3 (0.13%) Network Security
5 3 (0.13%) SAN
6 2 (0.089%) DNS
6 2 (0.089%) Ethernet
6 2 (0.089%) Kerberos
6 2 (0.089%) MQTT
6 2 (0.089%) Reverse Proxy
6 2 (0.089%) Software-Defined Networking
7 1 (0.045%) HTTP
7 1 (0.045%) LAN
7 1 (0.045%) Skype
7 1 (0.045%) VLAN
7 1 (0.045%) WAN
Database & Business Intelligence
1 833 (37.19%) Power BI
2 782 (34.91%) SQL Server
3 699 (31.21%) SQL Server Integration Services
4 600 (26.79%) SQL Server Reporting Services
5 418 (18.66%) SQL Server Analysis Services
6 393 (17.54%) Data Lake
7 309 (13.79%) Tableau
8 301 (13.44%) Big Data
9 241 (10.76%) Snowflake Schema
10 219 (9.78%) Azure SQL Data Warehouse
11 216 (9.64%) Amazon Redshift
12 204 (9.11%) Relational Database
13 182 (8.13%) NoSQL
14 172 (7.68%) Azure SQL Database
15 129 (5.76%) Hadoop
16 117 (5.22%) Enterprise Data Warehouse
17 116 (5.18%) Microsoft Analysis Services
18 88 (3.93%) BigQuery
19 85 (3.79%) Looker
20 83 (3.71%) MySQL
Development Applications
1 91 (4.06%) Git (software)
2 51 (2.28%) JIRA
2 51 (2.28%) Team Foundation Server
3 41 (1.83%) Visual Studio
4 36 (1.61%) Jenkins
5 22 (0.98%) SQL Server Management Studio (SSMS)
6 18 (0.80%) Bitbucket
7 17 (0.76%) ERwin
8 16 (0.71%) TeamCity
9 12 (0.54%) Oracle APEX
10 11 (0.49%) Octopus Deploy
11 8 (0.36%) Sonatype Nexus
12 7 (0.31%) CircleCI
13 6 (0.27%) Atlassian Bamboo
13 6 (0.27%) Cucumber
13 6 (0.27%) ER Studio
13 6 (0.27%) Spinnaker
14 5 (0.22%) Jasmine
15 4 (0.18%) SoapUI
15 4 (0.18%) SpecFlow
General
1 547 (24.42%) Finance
2 110 (4.91%) Banking
3 89 (3.97%) Marketing
4 88 (3.93%) Retail
5 73 (3.26%) Back Office
6 67 (2.99%) Public Sector
7 55 (2.46%) Law
8 45 (2.01%) Legal
9 26 (1.16%) Manufacturing
10 20 (0.89%) Front Office
11 17 (0.76%) Games
12 12 (0.54%) Investment Banking
12 12 (0.54%) Publishing
13 11 (0.49%) Advertising
13 11 (0.49%) Financial Institution
14 10 (0.45%) Telecoms
15 8 (0.36%) Billing
15 8 (0.36%) Digital Economy
15 8 (0.36%) Pharmaceutical
16 5 (0.22%) Local Government
Job Titles
1 572 (25.54%) Developer
2 475 (21.21%) Data Engineer
3 356 (15.89%) Analyst
4 320 (14.29%) Business Intelligence Developer
5 288 (12.86%) Architect
6 227 (10.13%) Data Architect
7 136 (6.07%) Data Analyst
8 93 (4.15%) Business Intelligence Analyst
9 89 (3.97%) Azure Engineer
9 89 (3.97%) Consultant
9 89 (3.97%) Power BI Developer
10 88 (3.93%) SQL Developer
11 86 (3.84%) Data Warehouse Developer
12 77 (3.44%) Azure Architect
13 74 (3.30%) AWS Architect
14 71 (3.17%) Senior Developer
15 64 (2.86%) Applications Support
16 62 (2.77%) Senior Data Engineer
17 57 (2.54%) Business Developer
17 57 (2.54%) Data Consultant
Libraries, Frameworks & Software Standards
1 126 (5.63%) .NET
2 113 (5.04%) Kafka
3 79 (3.53%) Web Services
4 65 (2.90%) REST
5 61 (2.72%) XML
6 45 (2.01%) HTML
7 40 (1.79%) JSON
8 35 (1.56%) MDX
9 32 (1.43%) Node.js
10 29 (1.29%) PySpark
11 25 (1.12%) .NET Framework
12 24 (1.07%) Middleware
13 23 (1.03%) Apache NiFi
14 21 (0.94%) SOAP
15 20 (0.89%) .NET Core
15 20 (0.89%) RESTful
16 19 (0.85%) CSS
17 17 (0.76%) React
18 14 (0.63%) Express
18 14 (0.63%) Spring Boot
Miscellaneous
1 344 (15.36%) Analytical Skills
2 107 (4.78%) Data Structures
3 96 (4.29%) Management Information System
4 60 (2.68%) User Experience
5 55 (2.46%) Greenfield Project
6 33 (1.47%) Self-Motivation
7 30 (1.34%) Enterprise Software
8 29 (1.29%) SWIFT
9 28 (1.25%) Taxonomies
10 27 (1.21%) NHS
11 26 (1.16%) Algorithms
12 22 (0.98%) Hedge funds
13 21 (0.94%) Life Science
14 19 (0.85%) Reference Data
15 17 (0.76%) Data Centre
15 17 (0.76%) Online Banking
15 17 (0.76%) Video Conferencing
16 16 (0.71%) Reinsurance
17 15 (0.67%) Cloud Native
17 15 (0.67%) Virtual Team
Operating Systems
1 130 (5.80%) Linux
2 106 (4.73%) Windows
3 71 (3.17%) Unix
4 56 (2.50%) Red Hat Enterprise Linux
5 12 (0.54%) Windows Server
6 7 (0.31%) Android
6 7 (0.31%) Apple iOS
7 6 (0.27%) Windows 10
8 4 (0.18%) SUSE
8 4 (0.18%) Windows Server 2016
8 4 (0.18%) Windows Server 2019
9 2 (0.089%) CentOS
9 2 (0.089%) Windows 7
10 1 (0.045%) Ubuntu
Processes & Methodologies
1 1,417 (63.26%) Business Intelligence
2 967 (43.17%) ETL
3 838 (37.41%) Analytics
4 669 (29.87%) Agile Software Development
5 591 (26.38%) Data Modelling
6 405 (18.08%) Visualisation
7 310 (13.84%) DevOps
8 302 (13.48%) Data Architecture
9 286 (12.77%) Data Engineering
10 268 (11.96%) Migration
11 255 (11.38%) Data Science
12 244 (10.89%) Data Management
13 227 (10.13%) Problem-Solving
14 214 (9.55%) Data Visualisation
15 208 (9.29%) Data Analytics
16 195 (8.71%) Stakeholder Management
17 191 (8.53%) Data Governance
18 189 (8.44%) Data Integration
19 184 (8.21%) Data Analysis
20 174 (7.77%) Decision-Making
Programming Languages
1 1,400 (62.50%) SQL
2 659 (29.42%) Python
3 294 (13.13%) T-SQL
4 148 (6.61%) Java
5 137 (6.12%) R
6 130 (5.80%) C#
7 118 (5.27%) Data Analysis Expressions (DAX)
8 65 (2.90%) Scala
9 48 (2.14%) JavaScript
10 43 (1.92%) PowerShell
11 36 (1.61%) Shell Script
12 31 (1.38%) PL/SQL
13 27 (1.21%) C
14 26 (1.16%) C++
15 23 (1.03%) Perl
16 21 (0.94%) Bash Shell
17 20 (0.89%) Go
18 16 (0.71%) Korn
19 15 (0.67%) VBA
20 14 (0.63%) Ruby
Qualifications
1 187 (8.35%) Degree
2 48 (2.14%) Microsoft Certification
3 47 (2.10%) Security Cleared
4 40 (1.79%) SC Cleared
5 27 (1.21%) Computer Science Degree
6 15 (0.67%) Master's Degree
7 11 (0.49%) ISEB
8 8 (0.36%) DBS Check
8 8 (0.36%) Numerate Degree
9 7 (0.31%) AWS Certification
9 7 (0.31%) PhD
10 6 (0.27%) DV Cleared
11 5 (0.22%) ITIL Foundation Certificate
11 5 (0.22%) PRINCE2 Practitioner
12 4 (0.18%) CISA
12 4 (0.18%) CISM
12 4 (0.18%) CISSP
12 4 (0.18%) ISSAP
12 4 (0.18%) ISSEP
12 4 (0.18%) TOGAF Certification
Quality Assurance & Compliance
1 222 (9.91%) Data Quality
2 75 (3.35%) QA
3 61 (2.72%) GDPR
4 9 (0.40%) COBIT
5 7 (0.31%) GRC
5 7 (0.31%) SLA
6 6 (0.27%) ISO/IEC 27001
7 5 (0.22%) NIST
8 3 (0.13%) PMO
9 2 (0.089%) DICOM
9 2 (0.089%) HL7
9 2 (0.089%) ISO/IEC 20000
9 2 (0.089%) SOC 2
10 1 (0.045%) HIPAA
10 1 (0.045%) Sarbanes-Oxley
System Software
1 90 (4.02%) Docker
2 16 (0.71%) Active Directory
3 7 (0.31%) Hyper-V
4 5 (0.22%) Virtual Machines
5 4 (0.18%) Virtual Desktop
6 3 (0.13%) Apache Flume
7 2 (0.089%) HDFS
7 2 (0.089%) VirtualBox
7 2 (0.089%) VMware Infrastructure
8 1 (0.045%) Apache ZooKeeper
8 1 (0.045%) Ceph
8 1 (0.045%) Oracle RAC
Systems Management
1 79 (3.53%) Kubernetes
2 51 (2.28%) Terraform
3 23 (1.03%) Ansible
4 18 (0.80%) Puppet
5 12 (0.54%) Opscode Chef
6 8 (0.36%) Failover Clustering
7 7 (0.31%) Grafana
7 7 (0.31%) Prometheus
8 6 (0.27%) Oracle Enterprise Manager
9 5 (0.22%) Single Sign-On
10 3 (0.13%) Oozie
11 2 (0.089%) Data Guard
11 2 (0.089%) Docker Swarm
11 2 (0.089%) Kibana
11 2 (0.089%) Oracle RMAN
12 1 (0.045%) Enterprise Manager Cloud Control
12 1 (0.045%) Foglight
12 1 (0.045%) Galera Cluster
12 1 (0.045%) Microsoft Clustering
12 1 (0.045%) vCenter Server
Vendors
1 605 (27.01%) Microsoft
2 185 (8.26%) Databricks
3 172 (7.68%) Oracle
4 167 (7.46%) Google
5 105 (4.69%) Informatica
6 92 (4.11%) SAP
7 80 (3.57%) Talend
8 64 (2.86%) Salesforce.com
9 55 (2.46%) Red Hat
10 49 (2.19%) Teradata
11 48 (2.14%) Cognos
12 38 (1.70%) IBM
13 29 (1.29%) Alteryx
14 27 (1.21%) Splunk
15 16 (0.71%) MuleSoft
16 15 (0.67%) Cloudera
17 13 (0.58%) TIBCO
18 12 (0.54%) Atlassian
19 10 (0.45%) MicroStrategy
19 10 (0.45%) SmartStream