Period
to 15 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 15 June 2021 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
15 Jun 2021
Same period 2020 Same period 2019
Rank 108 104 111
Rank change year-on-year -4 +7 +14
Permanent jobs citing Data Warehouse 2,754 2,298 4,006
As % of all permanent jobs advertised in England 3.07% 2.98% 3.01%
As % of the Database & Business Intelligence category 11.39% 10.94% 10.78%
Number of salaries quoted 2,288 1,928 3,324
10th Percentile £36,250 £37,500 £37,500
25th Percentile £45,000 £46,250 £44,000
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 £90,375 £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 24,183 21,004 37,171
As % of all permanent IT jobs advertised in England 26.96% 27.22% 27.96%
Number of salaries quoted 17,707 17,379 30,920
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 £70,750
90th Percentile £90,000 £90,000 £86,250
UK median annual salary £55,000 £55,000 £52,000
% change year-on-year - +5.77% +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 15 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 15 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 -4 1,372 £70,000 +3.70% 192
North of England +35 513 £50,000 -9.09% 63
Midlands -14 259 £47,500 -1.92% 43
North West +7 243 £52,500 - 31
Yorkshire +50 238 £50,000 -13.04% 21
South East -42 237 £50,000 -13.04% 38
West Midlands +2 205 £51,000 +2.00% 28
South West -18 164 £47,500 +2.15% 28
East of England -2 135 £60,000 +6.19% 24
East Midlands -42 54 £41,250 -4.75% 15
North East -4 32 £41,695 -2.47% 11
Data Warehouse
UK

For the 6 months to 15 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 1,744 (63.33%) SQL
2 1,726 (62.67%) Business Intelligence
3 1,204 (43.72%) ETL
4 1,088 (39.51%) Azure
5 1,046 (37.98%) Power Platform
6 1,036 (37.62%) Analytics
7 1,022 (37.11%) Power BI
8 898 (32.61%) SQL Server
9 805 (29.23%) Python
10 800 (29.05%) SQL Server Integration Services
11 771 (28.00%) AWS
12 741 (26.91%) Data Modelling
13 706 (25.64%) Agile Software Development
14 674 (24.47%) SQL Server Reporting Services
15 671 (24.36%) Microsoft
16 650 (23.60%) Finance
17 524 (19.03%) Social Skills
18 489 (17.76%) Visualisation
19 484 (17.57%) SQL Server Analysis Services
20 474 (17.21%) Data Lake
21 389 (14.12%) Big Data
22 382 (13.87%) Data Architecture
23 379 (13.76%) Tableau
24 373 (13.54%) Analytical Skills
25 371 (13.47%) T-SQL
26 359 (13.04%) Data Engineering
27 356 (12.93%) DevOps
28 333 (12.09%) Azure Data Factory
29 330 (11.98%) Data Pipeline
30 310 (11.26%) 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
1 227 (8.24%) Apache Spark
2 128 (4.65%) Apache Airflow
3 77 (2.80%) Apache
4 37 (1.34%) SharePoint
5 35 (1.27%) Confluence
6 29 (1.05%) SAS
7 22 (0.80%) Elasticsearch
8 18 (0.65%) Oracle Application Server
9 17 (0.62%) Oracle Workflow
10 12 (0.44%) Gunicorn
10 12 (0.44%) Luigi
11 9 (0.33%) IIS
12 6 (0.22%) Apache Synapse
12 6 (0.22%) CMS
13 5 (0.18%) Apache Pig
13 5 (0.18%) NServiceBus
13 5 (0.18%) WebLogic
14 3 (0.11%) Sitecore CMS
15 2 (0.073%) ArcGIS
15 2 (0.073%) Mule
Applications
1 196 (7.12%) Microsoft Excel
2 37 (1.34%) Microsoft Office
3 16 (0.58%) MS Visio
4 15 (0.54%) Spreadsheet
5 12 (0.44%) Microsoft PowerPoint
6 8 (0.29%) Microsoft Project
7 1 (0.036%) Chatbot
7 1 (0.036%) SPSS
Business Applications
1 28 (1.02%) Dynamics AX
2 26 (0.94%) Dynamics CRM
3 20 (0.73%) NetSuite
4 15 (0.54%) Shopify
5 10 (0.36%) Dynamics NAV
6 8 (0.29%) Sage 50
7 7 (0.25%) 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
10 2 (0.073%) SAP Business One
11 1 (0.036%) Academy Revenues and Benefits
11 1 (0.036%) Infor M3
11 1 (0.036%) Oracle EBS
11 1 (0.036%) Oracle ERP
11 1 (0.036%) SAP BPC
11 1 (0.036%) SAP ERP
Cloud Services
1 1,088 (39.51%) Azure
2 1,046 (37.98%) Power Platform
3 771 (28.00%) AWS
4 333 (12.09%) Azure Data Factory
5 248 (9.01%) GCP
6 221 (8.02%) Snowflake
7 172 (6.25%) Azure Synapse Analytics
8 100 (3.63%) Serverless
9 95 (3.45%) Amazon S3
10 77 (2.80%) SaaS
11 68 (2.47%) Dynamics 365
12 66 (2.40%) PaaS
13 56 (2.03%) Azure Stack
14 55 (2.00%) dbt
14 55 (2.00%) PowerApps
15 54 (1.96%) AWS Lambda
16 52 (1.89%) Amazon EC2
17 47 (1.71%) Google Analytics
18 43 (1.56%) Microsoft 365
19 40 (1.45%) GitHub
Communications & Networking
1 22 (0.80%) SSH
2 12 (0.44%) Internet
3 8 (0.29%) Network Security
4 7 (0.25%) Extranet
4 7 (0.25%) Intranet
4 7 (0.25%) VPN
5 6 (0.22%) Firewall
5 6 (0.22%) FTP
6 4 (0.15%) HTTP
6 4 (0.15%) SAN
7 3 (0.11%) DNS
8 2 (0.073%) Broadband
8 2 (0.073%) Ethernet
8 2 (0.073%) LAN
8 2 (0.073%) MQTT
8 2 (0.073%) Reverse Proxy
9 1 (0.036%) Kerberos
9 1 (0.036%) Software-Defined Networking
9 1 (0.036%) VLAN
9 1 (0.036%) WAN
Database & Business Intelligence
1 1,022 (37.11%) Power BI
2 898 (32.61%) SQL Server
3 800 (29.05%) SQL Server Integration Services
4 674 (24.47%) SQL Server Reporting Services
5 484 (17.57%) SQL Server Analysis Services
6 474 (17.21%) Data Lake
7 389 (14.12%) Big Data
8 379 (13.76%) Tableau
9 238 (8.64%) Relational Database
10 236 (8.57%) Amazon Redshift
11 210 (7.63%) Azure SQL Data Warehouse
12 198 (7.19%) Azure SQL Database
13 193 (7.01%) NoSQL
14 157 (5.70%) Hadoop
15 139 (5.05%) Microsoft Analysis Services
16 134 (4.87%) Enterprise Data Warehouse
17 113 (4.10%) PostgreSQL
18 103 (3.74%) MySQL
19 94 (3.41%) BigQuery
20 82 (2.98%) QlikView
Development Applications
1 120 (4.36%) Git (software)
2 89 (3.23%) JIRA
3 59 (2.14%) Visual Studio
4 51 (1.85%) Team Foundation Server
5 44 (1.60%) Oracle APEX
6 38 (1.38%) Jenkins
7 29 (1.05%) SQL Server Management Studio (SSMS)
8 27 (0.98%) Bitbucket
9 23 (0.84%) ERwin
10 17 (0.62%) TeamCity
11 13 (0.47%) CircleCI
12 11 (0.40%) ER Studio
12 11 (0.40%) PowerDesigner
13 10 (0.36%) Jasmine
13 10 (0.36%) Octopus Deploy
14 9 (0.33%) Sonatype Nexus
15 8 (0.29%) Spinnaker
16 7 (0.25%) Selenium
16 7 (0.25%) Visual Studio Code
17 6 (0.22%) Atlassian Bamboo
General
1 650 (23.60%) Finance
2 524 (19.03%) Social Skills
3 373 (13.54%) Analytical Skills
4 106 (3.85%) Banking
5 101 (3.67%) Marketing
6 98 (3.56%) Retail
7 75 (2.72%) Back Office
8 70 (2.54%) Law
9 61 (2.21%) Public Sector
10 57 (2.07%) Presentation Skills
11 42 (1.53%) Manufacturing
12 40 (1.45%) Influencing Skills
13 34 (1.23%) Investment Banking
13 34 (1.23%) Legal
14 31 (1.13%) 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 (0.47%) Pharmaceutical
Job Titles
1 650 (23.60%) Developer
2 626 (22.73%) Data Engineer
3 410 (14.89%) Analyst
4 379 (13.76%) Architect
5 371 (13.47%) Business Intelligence Developer
6 291 (10.57%) Data Architect
7 162 (5.88%) Data Analyst
8 128 (4.65%) Azure Engineer
9 108 (3.92%) Azure Architect
9 108 (3.92%) Business Intelligence Analyst
10 106 (3.85%) SQL Developer
11 99 (3.59%) Power BI Developer
12 96 (3.49%) Senior Data Engineer
13 91 (3.30%) Business Developer
14 83 (3.01%) Data Warehouse Developer
15 80 (2.90%) DBA
16 77 (2.80%) AWS Architect
17 76 (2.76%) Applications Support
18 75 (2.72%) Consultant
19 72 (2.61%) SQL Analyst
Libraries, Frameworks & Software Standards
1 173 (6.28%) .NET
2 171 (6.21%) Kafka
3 94 (3.41%) XML
4 92 (3.34%) Web Services
5 87 (3.16%) REST
6 69 (2.51%) HTML
7 67 (2.43%) JSON
8 54 (1.96%) MDX
9 45 (1.63%) .NET Framework
10 41 (1.49%) PySpark
11 37 (1.34%) React
12 36 (1.31%) Oracle GoldenGate
13 35 (1.27%) Middleware
14 31 (1.13%) .NET Core
15 28 (1.02%) ASP.NET
15 28 (1.02%) Pandas
16 26 (0.94%) CSS
17 25 (0.91%) Node.js
18 22 (0.80%) GraphQL
18 22 (0.80%) jQuery
Miscellaneous
1 139 (5.05%) Data Structures
2 123 (4.47%) Management Information System
3 70 (2.54%) Greenfield Project
4 69 (2.51%) Self-Motivation
5 51 (1.85%) User Experience
6 49 (1.78%) Algorithms
7 37 (1.34%) Life Science
8 32 (1.16%) Taxonomies
9 29 (1.05%) Enterprise Software
10 25 (0.91%) Hedge funds
10 25 (0.91%) SWIFT
11 23 (0.84%) Video\Live Streaming
12 22 (0.80%) Video Conferencing
13 21 (0.76%) Cloud Native
13 21 (0.76%) New Media
13 21 (0.76%) NHS
14 20 (0.73%) Reference Data
15 18 (0.65%) Clustering
15 18 (0.65%) Embedded Systems
15 18 (0.65%) Replication
Operating Systems
1 156 (5.66%) Linux
2 122 (4.43%) Windows
3 69 (2.51%) Unix
4 49 (1.78%) Red Hat Enterprise Linux
5 24 (0.87%) Android
5 24 (0.87%) Apple iOS
6 17 (0.62%) 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 (0.036%) Ubuntu
11 1 (0.036%) zOS
Processes & Methodologies
1 1,726 (62.67%) Business Intelligence
2 1,204 (43.72%) ETL
3 1,036 (37.62%) Analytics
4 741 (26.91%) Data Modelling
5 706 (25.64%) Agile Software Development
6 489 (17.76%) Visualisation
7 382 (13.87%) Data Architecture
8 359 (13.04%) Data Engineering
9 356 (12.93%) DevOps
10 330 (11.98%) Data Pipeline
11 310 (11.26%) Data Science
12 305 (11.07%) Migration
13 281 (10.20%) Problem-Solving
14 274 (9.95%) Data Analytics
15 267 (9.69%) Data Visualisation
16 254 (9.22%) Data Management
17 247 (8.97%) Data Analysis
18 227 (8.24%) Data Governance
19 203 (7.37%) Machine Learning
20 202 (7.33%) Data Integration
Programming Languages
1 1,744 (63.33%) SQL
2 805 (29.23%) Python
3 371 (13.47%) T-SQL
4 221 (8.02%) Java
5 179 (6.50%) C#
6 144 (5.23%) Data Analysis Expressions (DAX)
7 125 (4.54%) R
8 91 (3.30%) Scala
9 86 (3.12%) PowerShell
10 73 (2.65%) JavaScript
11 63 (2.29%) PL/SQL
12 41 (1.49%) C++
13 37 (1.34%) Shell Script
14 30 (1.09%) Go
15 29 (1.05%) C
16 28 (1.02%) Bash Shell
17 25 (0.91%) Perl
18 24 (0.87%) VBA
19 22 (0.80%) PHP
20 17 (0.62%) Korn
Qualifications
1 213 (7.73%) Degree
2 49 (1.78%) Security Cleared
3 46 (1.67%) SC Cleared
4 40 (1.45%) Microsoft Certification
5 39 (1.42%) Computer Science Degree
6 24 (0.87%) Master's Degree
7 21 (0.76%) PhD
8 15 (0.54%) Numerate Degree
9 9 (0.33%) DV Cleared
9 9 (0.33%) TOGAF Certification
10 7 (0.25%) BPSS Clearance
10 7 (0.25%) ISEB
10 7 (0.25%) PRINCE2 Practitioner
11 6 (0.22%) AWS Certification
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
1 261 (9.48%) Data Quality
2 98 (3.56%) QA
3 71 (2.58%) GDPR
4 15 (0.54%) GRC
5 10 (0.36%) COBIT
5 10 (0.36%) SLA
6 9 (0.33%) Sarbanes-Oxley
7 7 (0.25%) 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 (0.036%) HL7
11 1 (0.036%) NCSC
System Software
1 123 (4.47%) Docker
2 17 (0.62%) Active Directory
3 8 (0.29%) Apache ZooKeeper
3 8 (0.29%) Virtual Machines
3 8 (0.29%) VMware Infrastructure
4 7 (0.25%) etcd
4 7 (0.25%) Hyper-V
5 6 (0.22%) Ceph
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 98 (3.56%) Kubernetes
2 74 (2.69%) Terraform
3 29 (1.05%) Puppet
4 25 (0.91%) Ansible
5 19 (0.69%) Opscode Chef
6 13 (0.47%) Grafana
6 13 (0.47%) Prometheus
7 7 (0.25%) 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 (0.036%) vCenter Server
Vendors
1 671 (24.36%) Microsoft
2 247 (8.97%) Oracle
3 235 (8.53%) Databricks
4 195 (7.08%) Google
5 119 (4.32%) Informatica
6 97 (3.52%) SAP
7 91 (3.30%) Talend
8 68 (2.47%) Salesforce.com
9 62 (2.25%) Alteryx
10 47 (1.71%) Red Hat
11 42 (1.53%) Cognos
12 41 (1.49%) Teradata
13 26 (0.94%) IBM
14 21 (0.76%) Splunk
15 19 (0.69%) Cloudera
15 19 (0.69%) MuleSoft
16 18 (0.65%) JD Edwards
17 17 (0.62%) Xamarin
18 14 (0.51%) Atlassian
18 14 (0.51%) Sage