Period
to 17 September 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 17 September 2021 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
17 Sep 2021
Same period 2020 Same period 2019
Rank 107 108 104
Rank change year-on-year +1 -4 +10
Permanent jobs citing Data Warehouse 3,352 1,405 4,133
As % of all permanent jobs advertised in England 3.13% 2.99% 3.15%
As % of the Database & Business Intelligence category 11.08% 10.42% 11.50%
Number of salaries quoted 2,758 1,138 3,479
10th Percentile £37,500 £37,000 £37,000
25th Percentile £45,879 £46,250 £43,875
Median annual salary (50th Percentile) £60,563 £60,000 £55,000
Median % change year-on-year +0.94% +9.09% -
75th Percentile £80,000 £75,000 £72,500
90th Percentile £92,500 £100,000 £85,000
UK median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +0.92%

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 30,265 13,490 35,933
As % of all permanent IT jobs advertised in England 28.27% 28.74% 27.40%
Number of salaries quoted 19,836 11,381 29,954
10th Percentile £35,000 £33,750 £31,500
25th Percentile £42,500 £42,500 £38,750
Median annual salary (50th Percentile) £57,500 £55,000 £52,500
Median % change year-on-year +4.55% +4.76% +5.00%
75th Percentile £77,500 £73,750 £70,000
90th Percentile £95,000 £90,000 £86,250
UK median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +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 17 September 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 17 September 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 -5 1,673 £70,500 +4.44% 232
North of England +37 605 £45,625 -8.75% 88
Midlands -27 316 £47,500 -5.00% 68
South East -22 309 £50,500 -8.18% 47
North West -3 290 £50,000 -1.96% 46
Yorkshire +45 280 £45,000 -5.26% 32
West Midlands -21 235 £52,000 +4.00% 52
South West -5 218 £50,000 +13.64% 25
East of England -11 163 £55,000 +21.95% 30
East Midlands -49 81 £44,750 -0.56% 16
North East -1 35 £44,000 +15.79% 10
Data Warehouse
UK

For the 6 months to 17 September 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 2,242 (66.89%) SQL
2 2,085 (62.20%) Business Intelligence
3 1,509 (45.02%) ETL
4 1,364 (40.69%) Azure
5 1,290 (38.48%) Analytics
6 1,197 (35.71%) Power Platform
7 1,183 (35.29%) Power BI
8 1,049 (31.29%) SQL Server
9 996 (29.71%) Python
10 990 (29.53%) Data Modelling
11 898 (26.79%) Microsoft
12 867 (25.87%) Agile Software Development
13 852 (25.42%) SQL Server Integration Services
14 834 (24.88%) AWS
15 762 (22.73%) Finance
16 715 (21.33%) Social Skills
17 697 (20.79%) SQL Server Reporting Services
18 661 (19.72%) Data Lake
19 585 (17.45%) Visualisation
20 558 (16.65%) Analytical Skills
21 498 (14.86%) SQL Server Analysis Services
22 495 (14.77%) Big Data
23 491 (14.65%) Data Engineering
24 485 (14.47%) Data Architecture
25 482 (14.38%) DevOps
26 479 (14.29%) Problem-Solving
27 468 (13.96%) T-SQL
28 463 (13.81%) Tableau
29 441 (13.16%) Azure Data Factory
30 421 (12.56%) Data Pipeline

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
1 306 (9.13%) Apache Spark
2 201 (6.00%) Apache Airflow
3 103 (3.07%) Apache
4 73 (2.18%) Confluence
5 63 (1.88%) SharePoint
6 50 (1.49%) SAS
7 26 (0.78%) Elasticsearch
8 24 (0.72%) Gunicorn
9 23 (0.69%) Luigi
10 19 (0.57%) Oracle Application Server
11 17 (0.51%) Apache Pig
12 12 (0.36%) Oracle Workflow
13 10 (0.30%) IIS
14 9 (0.27%) CMS
15 8 (0.24%) Apache Synapse
16 7 (0.21%) Oracle SOA Suite
17 5 (0.15%) Jupyter
18 4 (0.12%) NServiceBus
18 4 (0.12%) Sitecore CMS
18 4 (0.12%) WebLogic
Applications
1 238 (7.10%) Microsoft Excel
2 58 (1.73%) Microsoft Office
3 34 (1.01%) MS Visio
4 17 (0.51%) Microsoft Project
5 13 (0.39%) Spreadsheet
6 10 (0.30%) Microsoft PowerPoint
7 3 (0.089%) Oracle Smart View
8 1 (0.030%) Chatbot
Business Applications
1 43 (1.28%) Dynamics CRM
2 35 (1.04%) NetSuite
3 16 (0.48%) Dynamics AX
4 14 (0.42%) Shopify
5 11 (0.33%) Dynamics NAV
6 10 (0.30%) Oracle EBS
7 9 (0.27%) Sage 50
8 7 (0.21%) Academy Revenues and Benefits
8 7 (0.21%) HFM
9 6 (0.18%) SAP S/4HANA
10 5 (0.15%) Magento
11 4 (0.12%) JDE EnterpriseOne
11 4 (0.12%) JDE OneWorld
11 4 (0.12%) OPENHousing
11 4 (0.12%) Unit4 Business World
12 3 (0.089%) Oracle Retail
12 3 (0.089%) Sentinel
13 2 (0.060%) Maximo
13 2 (0.060%) SAP ERP
14 1 (0.030%) IBM Planning Analytics
Cloud Services
1 1,364 (40.69%) Azure
2 1,197 (35.71%) Power Platform
3 834 (24.88%) AWS
4 441 (13.16%) Azure Data Factory
5 370 (11.04%) GCP
6 323 (9.64%) Snowflake
7 205 (6.12%) Azure Synapse Analytics
8 161 (4.80%) SaaS
9 117 (3.49%) Serverless
10 102 (3.04%) Amazon S3
11 100 (2.98%) PaaS
12 94 (2.80%) GitHub
13 65 (1.94%) Dynamics 365
14 58 (1.73%) AWS Lambda
15 56 (1.67%) Matillion
16 55 (1.64%) PowerApps
17 53 (1.58%) Azure Logic Apps
17 53 (1.58%) Microsoft 365
18 49 (1.46%) Amazon Kinesis
18 49 (1.46%) IaaS
Communications & Networking
1 23 (0.69%) Internet
2 16 (0.48%) SSH
3 13 (0.39%) FTP
4 12 (0.36%) DNS
5 11 (0.33%) Intranet
6 10 (0.30%) HTTP
7 9 (0.27%) Network Security
8 8 (0.24%) DHCP
8 8 (0.24%) HTTPS
8 8 (0.24%) IPv4
8 8 (0.24%) IPv6
8 8 (0.24%) SMTP
8 8 (0.24%) SNMP
8 8 (0.24%) TCP/IP
9 7 (0.21%) Extranet
10 5 (0.15%) Firewall
11 3 (0.089%) PuTTY
11 3 (0.089%) SMS
11 3 (0.089%) VPN
11 3 (0.089%) WinSCP
Database & Business Intelligence
1 1,183 (35.29%) Power BI
2 1,049 (31.29%) SQL Server
3 852 (25.42%) SQL Server Integration Services
4 697 (20.79%) SQL Server Reporting Services
5 661 (19.72%) Data Lake
6 498 (14.86%) SQL Server Analysis Services
7 495 (14.77%) Big Data
8 463 (13.81%) Tableau
9 322 (9.61%) Relational Database
10 259 (7.73%) Amazon Redshift
10 259 (7.73%) NoSQL
11 245 (7.31%) Azure SQL Data Warehouse
12 239 (7.13%) Azure SQL Database
13 195 (5.82%) Hadoop
14 194 (5.79%) MySQL
15 184 (5.49%) PostgreSQL
16 145 (4.33%) Enterprise Data Warehouse
17 144 (4.30%) Microsoft Analysis Services
18 139 (4.15%) BigQuery
18 139 (4.15%) OLAP
Development Applications
1 203 (6.06%) Git (software)
2 172 (5.13%) JIRA
3 114 (3.40%) Visual Studio
4 66 (1.97%) Jenkins
5 59 (1.76%) Team Foundation Server
6 48 (1.43%) Oracle APEX
7 39 (1.16%) SQL Server Management Studio (SSMS)
8 32 (0.95%) ERwin
9 31 (0.92%) Bitbucket
10 25 (0.75%) VSS/SourceSafe
11 23 (0.69%) CircleCI
12 18 (0.54%) ER Studio
13 14 (0.42%) Visual Studio Code
14 13 (0.39%) PowerDesigner
14 13 (0.39%) Selenium
14 13 (0.39%) TeamCity
15 11 (0.33%) Subversion
16 9 (0.27%) Octopus Deploy
16 9 (0.27%) Sonatype Nexus
16 9 (0.27%) Spinnaker
General
1 762 (22.73%) Finance
2 715 (21.33%) Social Skills
3 558 (16.65%) Analytical Skills
4 135 (4.03%) Retail
5 110 (3.28%) Banking
6 109 (3.25%) Marketing
7 98 (2.92%) Presentation Skills
8 91 (2.71%) Law
9 66 (1.97%) Publishing
10 57 (1.70%) Public Sector
11 55 (1.64%) Advertising
11 55 (1.64%) Manufacturing
12 54 (1.61%) Investment Banking
13 43 (1.28%) Organisational Skills
14 39 (1.16%) Influencing Skills
15 38 (1.13%) Back Office
16 36 (1.07%) Legal
17 26 (0.78%) Automotive
18 25 (0.75%) Inclusion and Diversity
18 25 (0.75%) Telecoms
Job Titles
1 805 (24.02%) Data Engineer
2 799 (23.84%) Developer
3 473 (14.11%) Architect
4 444 (13.25%) Analyst
5 418 (12.47%) Business Intelligence Developer
6 368 (10.98%) Data Architect
7 202 (6.03%) Data Analyst
8 153 (4.56%) Azure Engineer
9 144 (4.30%) Senior Data Engineer
10 142 (4.24%) SQL Developer
11 136 (4.06%) Business Intelligence Analyst
12 121 (3.61%) Solutions Architect
13 106 (3.16%) Azure Architect
14 101 (3.01%) DBA
15 96 (2.86%) Consultant
15 96 (2.86%) Power BI Developer
16 94 (2.80%) Administrator
17 91 (2.71%) Data Warehouse Developer
18 89 (2.66%) Business Developer
19 88 (2.63%) Data Manager
Libraries, Frameworks & Software Standards
1 240 (7.16%) Kafka
2 195 (5.82%) .NET
3 133 (3.97%) MDX
4 110 (3.28%) Web Services
5 106 (3.16%) XML
6 102 (3.04%) REST
7 85 (2.54%) PySpark
8 78 (2.33%) JSON
9 61 (1.82%) HTML
9 61 (1.82%) React
10 52 (1.55%) .NET Framework
11 48 (1.43%) Pandas
12 39 (1.16%) GraphQL
13 38 (1.13%) Node.js
13 38 (1.13%) Oracle GoldenGate
14 37 (1.10%) ASP.NET
14 37 (1.10%) Middleware
15 36 (1.07%) NumPy
16 33 (0.98%) .NET Core
16 33 (0.98%) pytest
Miscellaneous
1 203 (6.06%) Data Structures
2 163 (4.86%) Management Information System
3 95 (2.83%) Algorithms
4 87 (2.60%) Self-Motivation
5 64 (1.91%) Greenfield Project
6 59 (1.76%) Life Science
7 52 (1.55%) Data Protection Act
8 49 (1.46%) User Experience
9 48 (1.43%) Legacy Systems
10 45 (1.34%) Cloud Native
10 45 (1.34%) Clustering
11 38 (1.13%) Public Cloud
12 35 (1.04%) Analytical Mindset
12 35 (1.04%) Enterprise Software
13 30 (0.89%) Renewable Energy
14 29 (0.87%) Video Conferencing
15 27 (0.81%) Replication
16 26 (0.78%) Driving Licence
17 25 (0.75%) Blog
17 25 (0.75%) Virtual Team
Operating Systems
1 139 (4.15%) Linux
2 85 (2.54%) Windows
3 63 (1.88%) Unix
4 29 (0.87%) Android
5 26 (0.78%) Apple iOS
6 16 (0.48%) Windows Server
7 14 (0.42%) Red Hat Enterprise Linux
8 12 (0.36%) Windows 10
9 5 (0.15%) Windows 7
10 3 (0.089%) Windows Server 2012
11 2 (0.060%) SUSE
12 1 (0.030%) CentOS
12 1 (0.030%) VMS
12 1 (0.030%) zOS
Processes & Methodologies
1 2,085 (62.20%) Business Intelligence
2 1,509 (45.02%) ETL
3 1,290 (38.48%) Analytics
4 990 (29.53%) Data Modelling
5 867 (25.87%) Agile Software Development
6 585 (17.45%) Visualisation
7 491 (14.65%) Data Engineering
8 485 (14.47%) Data Architecture
9 482 (14.38%) DevOps
10 479 (14.29%) Problem-Solving
11 421 (12.56%) Data Pipeline
12 415 (12.38%) Data Science
13 413 (12.32%) Migration
14 410 (12.23%) Data Management
15 342 (10.20%) Data Analytics
16 312 (9.31%) Data Analysis
17 310 (9.25%) Data Visualisation
18 268 (8.00%) Stakeholder Management
19 260 (7.76%) Data Governance
20 236 (7.04%) Data Integration
Programming Languages
1 2,242 (66.89%) SQL
2 996 (29.71%) Python
3 468 (13.96%) T-SQL
4 317 (9.46%) Java
5 248 (7.40%) C#
6 196 (5.85%) Data Analysis Expressions (DAX)
7 163 (4.86%) PowerShell
7 163 (4.86%) R
8 128 (3.82%) JavaScript
9 107 (3.19%) Scala
10 91 (2.71%) PL/SQL
11 56 (1.67%) C++
12 43 (1.28%) Go
13 40 (1.19%) Shell Script
14 39 (1.16%) VB
15 35 (1.04%) Bash Shell
16 31 (0.92%) Kotlin
17 30 (0.89%) TypeScript
18 28 (0.84%) VBA
19 27 (0.81%) C
Qualifications
1 245 (7.31%) Degree
2 57 (1.70%) Security Cleared
3 56 (1.67%) SC Cleared
4 52 (1.55%) Computer Science Degree
5 41 (1.22%) PhD
6 33 (0.98%) Master's Degree
6 33 (0.98%) Microsoft Certification
7 22 (0.66%) Numerate Degree
8 21 (0.63%) TOGAF Certification
9 19 (0.57%) ISEB
10 17 (0.51%) ISTQB
11 12 (0.36%) BPSS Clearance
12 7 (0.21%) ACCA
12 7 (0.21%) CIMA
12 7 (0.21%) DV Cleared
12 7 (0.21%) PMI Certification
13 6 (0.18%) ITIL Certification
13 6 (0.18%) SAS Certification
14 4 (0.12%) AWS Certification
14 4 (0.12%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 364 (10.86%) Data Quality
2 140 (4.18%) QA
3 139 (4.15%) GDPR
4 30 (0.89%) GRC
5 16 (0.48%) Sarbanes-Oxley
6 12 (0.36%) ISO/IEC 27001
6 12 (0.36%) PMO
6 12 (0.36%) SLA
7 5 (0.15%) Accessibility
8 3 (0.089%) CDISC
8 3 (0.089%) NIST
9 2 (0.060%) COBIT
9 2 (0.060%) PCI DSS
9 2 (0.060%) PMBOK
9 2 (0.060%) SOC 2
9 2 (0.060%) Solvency II
10 1 (0.030%) GxP
10 1 (0.030%) HL7
10 1 (0.030%) NCSC
System Software
1 161 (4.80%) Docker
2 20 (0.60%) VMware Infrastructure
3 18 (0.54%) Active Directory
4 13 (0.39%) Apache ZooKeeper
5 11 (0.33%) etcd
5 11 (0.33%) HDFS
6 7 (0.21%) Ceph
6 7 (0.21%) Virtual Machines
7 6 (0.18%) Apache Flume
7 6 (0.18%) Hyper-V
8 3 (0.089%) VMware ESXi
9 2 (0.060%) Oracle RAC
10 1 (0.030%) Firmware
10 1 (0.030%) NFS
10 1 (0.030%) Oracle Clusterware
10 1 (0.030%) Virtual Desktop
10 1 (0.030%) VirtualBox
Systems Management
1 117 (3.49%) Kubernetes
2 81 (2.42%) Terraform
3 25 (0.75%) Ansible
4 24 (0.72%) Puppet
5 18 (0.54%) Opscode Chef
6 16 (0.48%) Grafana
6 16 (0.48%) Prometheus
7 11 (0.33%) Consul
7 11 (0.33%) HP Quality Center
8 10 (0.30%) Oozie
9 8 (0.24%) Control-M
9 8 (0.24%) Hadoop YARN
10 7 (0.21%) Galera Cluster
10 7 (0.21%) HP ALM
10 7 (0.21%) Oracle Enterprise Manager
11 6 (0.18%) Data Guard
11 6 (0.18%) Oracle RMAN
12 4 (0.12%) Enterprise Manager Cloud Control
12 4 (0.12%) Single Sign-On
13 2 (0.060%) Microsoft Intune
Vendors
1 898 (26.79%) Microsoft
2 355 (10.59%) Oracle
3 326 (9.73%) Databricks
4 273 (8.14%) Google
5 173 (5.16%) Informatica
6 120 (3.58%) SAP
7 102 (3.04%) Salesforce.com
7 102 (3.04%) Talend
8 90 (2.68%) Alteryx
9 56 (1.67%) IBM
10 48 (1.43%) Teradata
11 39 (1.16%) Cognos
12 32 (0.95%) VMware
13 30 (0.89%) JD Edwards
14 22 (0.66%) Cloudera
15 19 (0.57%) SnapLogic
16 17 (0.51%) Hortonworks
16 17 (0.51%) MuleSoft
16 17 (0.51%) StreamSets
17 16 (0.48%) Xamarin