Period
to 12 June 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 12 June 2021 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
12 Jun 2021
Same period 2020 Same period 2019
Rank 108 105 112
Rank change year-on-year -3 +7 +12
Permanent jobs citing Data Warehouse 2,734 2,322 3,986
As % of all permanent jobs advertised in England 3.07% 2.99% 3.00%
As % of the Database & Business Intelligence category 11.39% 10.98% 10.70%
Number of salaries quoted 2,272 1,944 3,297
10th Percentile £36,250 £37,500 £37,500
25th Percentile £45,000 £46,250 £45,000
Median annual salary (50th Percentile) £60,000 £60,000 £55,000
Median % change year-on-year - +9.09% +4.76%
75th Percentile £80,000 £76,250 £72,500
90th Percentile £91,250 £88,750 £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 23,993 21,147 37,239
As % of all permanent IT jobs advertised in England 26.98% 27.19% 28.00%
Number of salaries quoted 17,623 17,477 30,933
10th Percentile £33,750 £32,500 £31,250
25th Percentile £42,500 £41,250 £38,750
Median annual salary (50th Percentile) £55,000 £55,000 £52,500
Median % change year-on-year - +4.76% +5.00%
75th Percentile £75,000 £73,750 £71,250
90th Percentile £90,000 £90,000 £86,250
UK median annual salary £55,000 £54,000 £52,000
% change year-on-year +1.85% +3.85% +4.00%

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 12 June 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 12 June 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 -3 1,369 £70,000 +3.70% 172
North of England +32 506 £50,000 -9.09% 62
Midlands -23 250 £47,500 -3.77% 44
North West +6 240 £52,500 +5.00% 33
South East -39 235 £50,000 -13.04% 39
Yorkshire +52 234 £50,000 -13.04% 19
West Midlands -1 195 £52,000 +4.00% 30
South West -18 165 £47,500 +2.15% 22
East of England -2 134 £60,000 +6.19% 28
East Midlands -37 55 £41,250 -4.75% 14
North East -1 32 £41,695 -2.47% 10
Data Warehouse
UK

For the 6 months to 12 June 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 1,726 (63.13%) SQL
2 1,706 (62.40%) Business Intelligence
3 1,184 (43.31%) ETL
4 1,075 (39.32%) Azure
5 1,035 (37.86%) Power Platform
6 1,025 (37.49%) Analytics
7 1,006 (36.80%) Power BI
8 885 (32.37%) SQL Server
9 805 (29.44%) Python
10 790 (28.90%) SQL Server Integration Services
11 766 (28.02%) AWS
12 730 (26.70%) Data Modelling
13 715 (26.15%) Agile Software Development
14 669 (24.47%) SQL Server Reporting Services
15 662 (24.21%) Microsoft
16 656 (23.99%) Finance
17 509 (18.62%) Social Skills
18 485 (17.74%) Visualisation
19 477 (17.45%) SQL Server Analysis Services
20 473 (17.30%) Data Lake
21 384 (14.05%) Big Data
22 379 (13.86%) Tableau
23 376 (13.75%) Data Architecture
24 370 (13.53%) Analytical Skills
25 367 (13.42%) T-SQL
26 358 (13.09%) DevOps
27 356 (13.02%) Data Engineering
28 329 (12.03%) Azure Data Factory
29 325 (11.89%) Data Pipeline
30 308 (11.27%) Data Science

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
1 225 (8.23%) Apache Spark
2 126 (4.61%) Apache Airflow
3 74 (2.71%) Apache
4 36 (1.32%) SharePoint
5 34 (1.24%) Confluence
6 27 (0.99%) SAS
7 19 (0.69%) Elasticsearch
8 18 (0.66%) Oracle Application Server
8 18 (0.66%) Oracle Workflow
9 12 (0.44%) Gunicorn
9 12 (0.44%) Luigi
10 9 (0.33%) IIS
11 6 (0.22%) Apache Synapse
11 6 (0.22%) CMS
12 5 (0.18%) Apache Pig
12 5 (0.18%) NServiceBus
12 5 (0.18%) WebLogic
13 3 (0.11%) Sitecore CMS
14 2 (0.073%) ArcGIS
14 2 (0.073%) Mule
Applications
1 192 (7.02%) Microsoft Excel
2 36 (1.32%) Microsoft Office
3 15 (0.55%) MS Visio
3 15 (0.55%) Spreadsheet
4 12 (0.44%) Microsoft PowerPoint
5 8 (0.29%) Microsoft Project
6 1 (0.037%) Chatbot
6 1 (0.037%) SPSS
Business Applications
1 31 (1.13%) Dynamics AX
2 25 (0.91%) Dynamics CRM
3 20 (0.73%) NetSuite
4 15 (0.55%) Shopify
5 10 (0.37%) Dynamics NAV
6 8 (0.29%) Sage 50
7 7 (0.26%) Magento
8 5 (0.18%) Sentinel
9 4 (0.15%) HFM
9 4 (0.15%) Hyperion Planning
9 4 (0.15%) OPENHousing
9 4 (0.15%) Oracle Subledger Accounting
10 2 (0.073%) Oracle Retail
11 1 (0.037%) Academy Revenues and Benefits
11 1 (0.037%) Infor M3
11 1 (0.037%) Oracle ERP
11 1 (0.037%) Pegasus Opera
11 1 (0.037%) SAP BPC
11 1 (0.037%) SAP Business One
11 1 (0.037%) SAP ERP
Cloud Services
1 1,075 (39.32%) Azure
2 1,035 (37.86%) Power Platform
3 766 (28.02%) AWS
4 329 (12.03%) Azure Data Factory
5 243 (8.89%) GCP
6 222 (8.12%) Snowflake
7 171 (6.25%) Azure Synapse Analytics
8 100 (3.66%) Amazon S3
9 96 (3.51%) Serverless
10 75 (2.74%) SaaS
11 72 (2.63%) Dynamics 365
12 59 (2.16%) PaaS
13 58 (2.12%) dbt
13 58 (2.12%) PowerApps
14 55 (2.01%) Amazon EC2
14 55 (2.01%) Azure Stack
15 51 (1.87%) AWS Lambda
16 47 (1.72%) Google Analytics
17 42 (1.54%) Microsoft 365
18 39 (1.43%) Amazon Kinesis
Communications & Networking
1 23 (0.84%) SSH
2 12 (0.44%) Internet
3 8 (0.29%) Network Security
4 7 (0.26%) Extranet
4 7 (0.26%) Intranet
5 6 (0.22%) Firewall
5 6 (0.22%) FTP
5 6 (0.22%) VPN
6 4 (0.15%) HTTP
6 4 (0.15%) SAN
7 2 (0.073%) Broadband
7 2 (0.073%) DNS
7 2 (0.073%) Ethernet
7 2 (0.073%) LAN
7 2 (0.073%) MQTT
7 2 (0.073%) Reverse Proxy
8 1 (0.037%) Kerberos
8 1 (0.037%) Software-Defined Networking
8 1 (0.037%) VLAN
8 1 (0.037%) WAN
Database & Business Intelligence
1 1,006 (36.80%) Power BI
2 885 (32.37%) SQL Server
3 790 (28.90%) SQL Server Integration Services
4 669 (24.47%) SQL Server Reporting Services
5 477 (17.45%) SQL Server Analysis Services
6 473 (17.30%) Data Lake
7 384 (14.05%) Big Data
8 379 (13.86%) Tableau
9 238 (8.71%) Amazon Redshift
10 235 (8.60%) Relational Database
11 211 (7.72%) Azure SQL Data Warehouse
12 195 (7.13%) Azure SQL Database
13 188 (6.88%) NoSQL
14 152 (5.56%) Hadoop
15 136 (4.97%) Microsoft Analysis Services
16 133 (4.86%) Enterprise Data Warehouse
17 107 (3.91%) PostgreSQL
18 100 (3.66%) MySQL
19 95 (3.47%) BigQuery
20 85 (3.11%) Looker
Development Applications
1 120 (4.39%) Git (software)
2 87 (3.18%) JIRA
3 59 (2.16%) Visual Studio
4 51 (1.87%) Team Foundation Server
5 44 (1.61%) Oracle APEX
6 38 (1.39%) Jenkins
7 29 (1.06%) SQL Server Management Studio (SSMS)
8 27 (0.99%) Bitbucket
9 22 (0.80%) ERwin
10 18 (0.66%) TeamCity
11 13 (0.48%) CircleCI
12 11 (0.40%) Octopus Deploy
13 10 (0.37%) ER Studio
13 10 (0.37%) Jasmine
13 10 (0.37%) PowerDesigner
14 9 (0.33%) Sonatype Nexus
15 8 (0.29%) Spinnaker
16 7 (0.26%) Selenium
16 7 (0.26%) Visual Studio Code
17 6 (0.22%) Atlassian Bamboo
General
1 656 (23.99%) Finance
2 509 (18.62%) Social Skills
3 370 (13.53%) Analytical Skills
4 107 (3.91%) Banking
5 101 (3.69%) Marketing
5 101 (3.69%) Retail
6 75 (2.74%) Back Office
7 71 (2.60%) Law
8 61 (2.23%) Public Sector
9 55 (2.01%) Presentation Skills
10 41 (1.50%) Influencing Skills
11 39 (1.43%) Manufacturing
12 37 (1.35%) Legal
13 33 (1.21%) Investment Banking
14 30 (1.10%) Publishing
15 28 (1.02%) Organisational Skills
16 23 (0.84%) Advertising
17 17 (0.62%) Documentation Skills
18 14 (0.51%) Billing
19 13 (0.48%) Pharmaceutical
Job Titles
1 640 (23.41%) Developer
2 622 (22.75%) Data Engineer
3 410 (15.00%) Analyst
4 374 (13.68%) Architect
5 367 (13.42%) Business Intelligence Developer
6 286 (10.46%) Data Architect
7 161 (5.89%) Data Analyst
8 127 (4.65%) Azure Engineer
9 109 (3.99%) Business Intelligence Analyst
10 107 (3.91%) SQL Developer
11 105 (3.84%) Azure Architect
12 99 (3.62%) Power BI Developer
13 96 (3.51%) Senior Data Engineer
14 92 (3.37%) Business Developer
15 82 (3.00%) Data Warehouse Developer
16 79 (2.89%) AWS Architect
17 77 (2.82%) Applications Support
18 76 (2.78%) DBA
19 74 (2.71%) Consultant
20 70 (2.56%) SQL Analyst
Libraries, Frameworks & Software Standards
1 169 (6.18%) .NET
1 169 (6.18%) Kafka
2 92 (3.37%) XML
3 91 (3.33%) Web Services
4 87 (3.18%) REST
5 67 (2.45%) HTML
6 64 (2.34%) JSON
7 52 (1.90%) MDX
8 44 (1.61%) .NET Framework
9 42 (1.54%) PySpark
10 36 (1.32%) Oracle GoldenGate
10 36 (1.32%) React
11 35 (1.28%) Middleware
12 31 (1.13%) .NET Core
13 27 (0.99%) ASP.NET
13 27 (0.99%) CSS
13 27 (0.99%) Pandas
14 24 (0.88%) Node.js
15 22 (0.80%) GraphQL
15 22 (0.80%) jQuery
Miscellaneous
1 139 (5.08%) Data Structures
2 122 (4.46%) Management Information System
3 70 (2.56%) Greenfield Project
3 70 (2.56%) Self-Motivation
4 53 (1.94%) User Experience
5 49 (1.79%) Algorithms
6 37 (1.35%) Life Science
7 33 (1.21%) Enterprise Software
8 32 (1.17%) Taxonomies
9 26 (0.95%) SWIFT
10 25 (0.91%) Hedge funds
11 22 (0.80%) Video Conferencing
12 21 (0.77%) NHS
12 21 (0.77%) Video\Live Streaming
13 20 (0.73%) Cloud Native
13 20 (0.73%) New Media
14 19 (0.69%) Reference Data
15 18 (0.66%) Embedded Systems
15 18 (0.66%) Virtual Team
16 17 (0.62%) Replication
Operating Systems
1 157 (5.74%) Linux
2 122 (4.46%) Windows
3 70 (2.56%) Unix
4 50 (1.83%) Red Hat Enterprise Linux
5 24 (0.88%) Android
5 24 (0.88%) Apple iOS
6 16 (0.59%) Windows Server
7 14 (0.51%) Windows 10
8 6 (0.22%) Windows 7
9 4 (0.15%) SUSE
10 2 (0.073%) CentOS
10 2 (0.073%) Windows Server 2012
11 1 (0.037%) Ubuntu
11 1 (0.037%) zOS
Processes & Methodologies
1 1,706 (62.40%) Business Intelligence
2 1,184 (43.31%) ETL
3 1,025 (37.49%) Analytics
4 730 (26.70%) Data Modelling
5 715 (26.15%) Agile Software Development
6 485 (17.74%) Visualisation
7 376 (13.75%) Data Architecture
8 358 (13.09%) DevOps
9 356 (13.02%) Data Engineering
10 325 (11.89%) Data Pipeline
11 308 (11.27%) Data Science
11 308 (11.27%) Migration
12 277 (10.13%) Problem-Solving
13 272 (9.95%) Data Analytics
14 265 (9.69%) Data Visualisation
15 250 (9.14%) Data Management
16 244 (8.92%) Data Analysis
17 225 (8.23%) Data Governance
18 203 (7.43%) Machine Learning
19 199 (7.28%) Data Integration
Programming Languages
1 1,726 (63.13%) SQL
2 805 (29.44%) Python
3 367 (13.42%) T-SQL
4 217 (7.94%) Java
5 179 (6.55%) C#
6 140 (5.12%) Data Analysis Expressions (DAX)
7 127 (4.65%) R
8 92 (3.37%) Scala
9 81 (2.96%) PowerShell
10 74 (2.71%) JavaScript
11 59 (2.16%) PL/SQL
12 41 (1.50%) C++
13 38 (1.39%) Shell Script
14 30 (1.10%) Go
15 29 (1.06%) C
16 28 (1.02%) Bash Shell
17 24 (0.88%) Perl
18 22 (0.80%) PHP
18 22 (0.80%) VBA
19 17 (0.62%) Korn
Qualifications
1 218 (7.97%) Degree
2 48 (1.76%) Security Cleared
3 45 (1.65%) SC Cleared
4 41 (1.50%) Microsoft Certification
5 39 (1.43%) Computer Science Degree
6 23 (0.84%) Master's Degree
7 21 (0.77%) PhD
8 15 (0.55%) Numerate Degree
9 9 (0.33%) DV Cleared
9 9 (0.33%) ISEB
9 9 (0.33%) TOGAF Certification
10 7 (0.26%) AWS Certification
10 7 (0.26%) BPSS Clearance
10 7 (0.26%) PRINCE2 Practitioner
11 6 (0.22%) ITIL Foundation Certificate
12 5 (0.18%) CISA
12 5 (0.18%) CISM
12 5 (0.18%) CISSP
12 5 (0.18%) DBS Check
12 5 (0.18%) ISTQB
Quality Assurance & Compliance
1 259 (9.47%) Data Quality
2 97 (3.55%) QA
3 67 (2.45%) GDPR
4 14 (0.51%) GRC
5 10 (0.37%) COBIT
5 10 (0.37%) SLA
6 9 (0.33%) Sarbanes-Oxley
7 7 (0.26%) ISO/IEC 27001
8 6 (0.22%) Accessibility
8 6 (0.22%) NIST
9 3 (0.11%) SOC 2
10 2 (0.073%) PMO
10 2 (0.073%) Solvency II
11 1 (0.037%) HL7
11 1 (0.037%) NCSC
System Software
1 120 (4.39%) Docker
2 16 (0.59%) Active Directory
3 8 (0.29%) Apache ZooKeeper
4 7 (0.26%) etcd
4 7 (0.26%) Virtual Machines
4 7 (0.26%) VMware Infrastructure
5 6 (0.22%) Ceph
5 6 (0.22%) Hyper-V
6 5 (0.18%) Apache Flume
7 4 (0.15%) Virtual Desktop
8 3 (0.11%) HDFS
9 2 (0.073%) VirtualBox
9 2 (0.073%) VMware ESXi
Systems Management
1 94 (3.44%) Kubernetes
2 74 (2.71%) Terraform
3 29 (1.06%) Puppet
4 25 (0.91%) Ansible
5 19 (0.69%) Opscode Chef
6 13 (0.48%) Grafana
6 13 (0.48%) Prometheus
7 7 (0.26%) Consul
8 6 (0.22%) Galera Cluster
8 6 (0.22%) Hadoop YARN
9 5 (0.18%) Failover Clustering
9 5 (0.18%) Oracle Enterprise Manager
9 5 (0.18%) Single Sign-On
10 4 (0.15%) Oozie
11 2 (0.073%) Control-M
11 2 (0.073%) Data Guard
11 2 (0.073%) Docker Swarm
11 2 (0.073%) HP Quality Center
11 2 (0.073%) Kibana
12 1 (0.037%) vCenter Server
Vendors
1 662 (24.21%) Microsoft
2 240 (8.78%) Oracle
3 234 (8.56%) Databricks
4 193 (7.06%) Google
5 117 (4.28%) Informatica
6 94 (3.44%) SAP
7 91 (3.33%) Talend
8 69 (2.52%) Salesforce.com
9 61 (2.23%) Alteryx
10 48 (1.76%) Red Hat
11 42 (1.54%) Teradata
12 40 (1.46%) Cognos
13 26 (0.95%) IBM
14 22 (0.80%) Splunk
15 20 (0.73%) MuleSoft
16 18 (0.66%) Cloudera
16 18 (0.66%) JD Edwards
17 17 (0.62%) Xamarin
18 14 (0.51%) Atlassian
19 13 (0.48%) Sage