Period
to

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 22 May 2022 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
22 May 2022
Same period 2021 Same period 2020
Rank 113 110 109
Rank change year-on-year -3 -1 +5
Permanent jobs citing Data Warehouse 4,343 2,549 2,541
As % of all permanent jobs advertised in England 3.16% 3.12% 2.97%
As % of the Database & Business Intelligence category 11.45% 11.71% 11.02%
Number of salaries quoted 2,679 2,108 2,141
10th Percentile £41,250 £36,250 £37,500
25th Percentile £48,721 £45,755 £46,250
Median annual salary (50th Percentile) £62,500 £60,000 £60,000
Median % change year-on-year +4.17% - +9.09%
75th Percentile £80,000 £78,750 £76,250
90th Percentile £95,000 £92,500 £88,750
UK median annual salary £62,500 £60,000 £60,000
% change year-on-year +4.17% - +9.09%

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 37,934 21,759 23,059
As % of all permanent IT jobs advertised in England 27.63% 26.62% 26.92%
Number of salaries quoted 18,745 16,853 19,070
10th Percentile £36,250 £33,750 £32,500
25th Percentile £45,000 £42,000 £41,250
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - +4.76%
75th Percentile £80,000 £75,000 £72,500
90th Percentile £96,250 £90,000 £90,000
UK median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +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 22 May 2022.

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 22 May 2022. 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
Jobs
London -14 2,529 £72,500 +0.35% 154
North of England -37 493 £52,500 +5.00% 40
South East +42 485 £55,500 +11.00% 44
Midlands +4 352 £52,500 +8.25% 42
South West +40 268 £49,200 +3.58% 15
North West -37 268 £52,250 -0.48% 21
West Midlands +1 264 £51,500 -0.96% 27
Yorkshire -59 183 £55,000 +10.00% 10
East of England -53 145 £55,000 -8.33% 18
East Midlands -4 87 £55,000 +33.33% 15
North East -2 42 £52,500 +25.91% 10
Data Warehouse
UK

For the 6 months to 22 May 2022, 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 2,973 (68.45%) SQL
2 2,308 (53.14%) Business Intelligence
3 2,020 (46.51%) ETL
4 1,857 (42.76%) Analytics
5 1,785 (41.10%) Azure
6 1,671 (38.48%) Python
7 1,423 (32.77%) Data Modelling
8 1,357 (31.25%) Agile
9 1,307 (30.09%) Power Platform
10 1,302 (29.98%) Power BI
11 1,169 (26.92%) SQL Server
12 1,164 (26.80%) AWS
13 1,145 (26.36%) Social Skills
14 1,124 (25.88%) Data Lake
15 1,101 (25.35%) Finance
16 1,047 (24.11%) Data Engineering
17 1,046 (24.08%) Microsoft
18 954 (21.97%) Analytical Skills
19 904 (20.82%) SQL Server Integration Services
20 878 (20.22%) Data Pipeline
21 876 (20.17%) Data Science
22 850 (19.57%) Visualisation
23 740 (17.04%) Tableau
24 700 (16.12%) Problem-Solving
25 696 (16.03%) GCP
26 691 (15.91%) Data Management
27 679 (15.63%) DevOps
28 678 (15.61%) Big Data
29 635 (14.62%) Snowflake
30 634 (14.60%) Data Quality

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
1 487 (11.21%) Apache Spark
2 349 (8.04%) Apache Airflow
3 242 (5.57%) Apache
4 126 (2.90%) SharePoint
5 118 (2.72%) Elasticsearch
6 110 (2.53%) Confluence
7 92 (2.12%) SAS
8 45 (1.04%) Oracle Workflow
9 35 (0.81%) OpenStack
10 31 (0.71%) Jupyter
11 20 (0.46%) CMS
12 19 (0.44%) Luigi
13 17 (0.39%) Oracle SOA Suite
14 14 (0.32%) ArcGIS
14 14 (0.32%) IIS
15 12 (0.28%) SharePoint 2013
16 11 (0.25%) Apache Pig
16 11 (0.25%) SharePoint 2010
17 7 (0.16%) BizTalk Server
18 5 (0.12%) MS Exchange
Applications
1 295 (6.79%) Microsoft Excel
2 105 (2.42%) Microsoft Office
3 49 (1.13%) MS Visio
4 29 (0.67%) Microsoft PowerPoint
5 24 (0.55%) Spreadsheet
6 15 (0.35%) Microsoft Project
7 8 (0.18%) Pipeline Pilot
8 5 (0.12%) Campfire
9 3 (0.069%) SPSS
10 1 (0.023%) Chatbot
Business Applications
1 47 (1.08%) Dynamics NAV
2 35 (0.81%) Maximo
3 26 (0.60%) Dynamics CRM
4 21 (0.48%) Salesforce.com CRM
5 17 (0.39%) Oracle Payables
6 9 (0.21%) Cognos Business Intelligence
7 8 (0.18%) Avolution ABACUS
8 7 (0.16%) HiPortfolio
9 5 (0.12%) Elite 3E
10 4 (0.092%) IBM Planning Analytics
10 4 (0.092%) iTrent
10 4 (0.092%) Loan IQ
10 4 (0.092%) NetSuite
10 4 (0.092%) Oracle EBS
10 4 (0.092%) Oracle ERP
10 4 (0.092%) Oracle Financials
10 4 (0.092%) ResourceLink
10 4 (0.092%) SAP S/4HANA
11 3 (0.069%) Shopify
11 3 (0.069%) Sparx Enterprise Architect
Cloud Services
1 1,785 (41.10%) Azure
2 1,307 (30.09%) Power Platform
3 1,164 (26.80%) AWS
4 696 (16.03%) GCP
5 635 (14.62%) Snowflake
6 534 (12.30%) Azure Data Factory
7 292 (6.72%) Azure Synapse Analytics
8 288 (6.63%) Amazon S3
9 222 (5.11%) GitHub
10 213 (4.90%) Serverless
11 163 (3.75%) dbt
12 156 (3.59%) SaaS
13 146 (3.36%) Amazon Kinesis
14 134 (3.09%) AWS Lambda
15 131 (3.02%) Azure Cosmos DB
16 126 (2.90%) Matillion
17 99 (2.28%) AWS CloudFormation
18 98 (2.26%) Cloud Computing
18 98 (2.26%) Google Data Studio
19 94 (2.16%) Fivetran
Communications & Networking
1 31 (0.71%) HTTP
2 25 (0.58%) Broadband
3 23 (0.53%) Network Security
4 18 (0.41%) Internet
4 18 (0.41%) Skype
5 16 (0.37%) ATM
6 12 (0.28%) Intranet
7 10 (0.23%) SMS
8 9 (0.21%) Firewall
9 7 (0.16%) Kerberos
10 5 (0.12%) Extranet
11 2 (0.046%) VLAN
12 1 (0.023%) AMQP
12 1 (0.023%) DNS
12 1 (0.023%) LTE
12 1 (0.023%) Reverse Proxy
12 1 (0.023%) TCP/IP
12 1 (0.023%) VoIP
12 1 (0.023%) VPN
12 1 (0.023%) Wireless
Database & Business Intelligence
1 1,302 (29.98%) Power BI
2 1,169 (26.92%) SQL Server
3 1,124 (25.88%) Data Lake
4 904 (20.82%) SQL Server Integration Services
5 740 (17.04%) Tableau
6 678 (15.61%) Big Data
7 591 (13.61%) SQL Server Reporting Services
8 463 (10.66%) Relational Database
9 459 (10.57%) NoSQL
10 421 (9.69%) Amazon Redshift
11 379 (8.73%) SQL Server Analysis Services
12 329 (7.58%) Hadoop
13 320 (7.37%) BigQuery
14 305 (7.02%) PostgreSQL
15 267 (6.15%) Looker
16 250 (5.76%) MySQL
17 237 (5.46%) Azure SQL Data Warehouse
18 224 (5.16%) Azure SQL Database
19 220 (5.07%) Metadata
20 168 (3.87%) Enterprise Data Warehouse
Development Applications
1 327 (7.53%) Git (software)
2 241 (5.55%) JIRA
3 148 (3.41%) Jenkins
4 132 (3.04%) Visual Studio
5 84 (1.93%) GitLab
6 71 (1.63%) SQL Server Management Studio (SSMS)
7 69 (1.59%) Team Foundation Server
8 61 (1.40%) CircleCI
9 54 (1.24%) ERwin
10 40 (0.92%) Bitbucket
11 22 (0.51%) ER Studio
12 20 (0.46%) TeamCity
13 18 (0.41%) SonarQube
14 16 (0.37%) PowerDesigner
15 15 (0.35%) Postman
16 14 (0.32%) Octopus Deploy
16 14 (0.32%) Subversion
17 12 (0.28%) Sonatype Nexus
18 11 (0.25%) Selenium
19 10 (0.23%) Cucumber
General
1 1,145 (26.36%) Social Skills
2 1,101 (25.35%) Finance
3 954 (21.97%) Analytical Skills
4 344 (7.92%) Marketing
5 292 (6.72%) Banking
6 252 (5.80%) Retail
7 189 (4.35%) Inclusion and Diversity
8 162 (3.73%) Law
9 138 (3.18%) Public Sector
10 127 (2.92%) Advertising
11 113 (2.60%) Legal
12 111 (2.56%) Influencing Skills
13 103 (2.37%) Presentation Skills
14 99 (2.28%) Games
15 82 (1.89%) Publishing
16 69 (1.59%) Manufacturing
17 62 (1.43%) Telecoms
18 40 (0.92%) Automotive
19 39 (0.90%) Pharmaceutical
20 30 (0.69%) Electronics
Job Titles
1 1,430 (32.93%) Data Engineer
2 828 (19.07%) Developer
3 554 (12.76%) Analyst
4 496 (11.42%) Architect
5 406 (9.35%) Business Intelligence Developer
6 380 (8.75%) Senior Data Engineer
7 337 (7.76%) Data Architect
8 235 (5.41%) Data Analyst
9 179 (4.12%) SQL Developer
10 141 (3.25%) Solutions Architect
11 138 (3.18%) Senior Developer
12 131 (3.02%) Azure Engineer
13 127 (2.92%) DBA
14 117 (2.69%) Business Intelligence Analyst
15 116 (2.67%) Power BI Developer
16 98 (2.26%) Consultant
17 96 (2.21%) Senior Analyst
18 88 (2.03%) Data Scientist
19 83 (1.91%) Data Manager
20 82 (1.89%) Senior Architect
Libraries, Frameworks & Software Standards
1 322 (7.41%) Kafka
2 197 (4.54%) .NET
3 156 (3.59%) PySpark
4 92 (2.12%) XML
5 89 (2.05%) REST
6 87 (2.00%) Web Services
7 86 (1.98%) Apache Beam
8 71 (1.63%) JSON
9 59 (1.36%) Node.js
10 57 (1.31%) Spark Streaming
11 55 (1.27%) HTML
12 46 (1.06%) SOAP
13 45 (1.04%) RESTful
14 44 (1.01%) Pandas
15 42 (0.97%) ASP.NET
16 41 (0.94%) CSS
16 41 (0.94%) OAuth
17 39 (0.90%) GraphQL
18 37 (0.85%) NumPy
19 35 (0.81%) Apache NiFi
Miscellaneous
1 239 (5.50%) Management Information System
2 213 (4.90%) Data Structures
3 212 (4.88%) Self-Motivation
4 149 (3.43%) Greenfield Project
5 145 (3.34%) Algorithms
6 127 (2.92%) Cloud Native
7 87 (2.00%) User Experience
8 71 (1.63%) Legacy Systems
8 71 (1.63%) Public Cloud
9 66 (1.52%) Replication
10 55 (1.27%) NHS
11 48 (1.11%) FMCG
12 40 (0.92%) Enterprise Software
12 40 (0.92%) Virtual Team
13 37 (0.85%) Life Science
13 37 (0.85%) Reference Data
13 37 (0.85%) Reinsurance
14 36 (0.83%) Data Centre
14 36 (0.83%) IoT
15 35 (0.81%) Blog
Operating Systems
1 210 (4.84%) Linux
2 152 (3.50%) Windows
3 113 (2.60%) Unix
4 31 (0.71%) Windows Server
5 28 (0.64%) Apple iOS
6 26 (0.60%) Red Hat Enterprise Linux
7 16 (0.37%) Android
8 8 (0.18%) Solaris
8 8 (0.18%) VMS
9 6 (0.14%) Windows 10
10 3 (0.069%) AIX
11 2 (0.046%) Windows Vista
Processes & Methodologies
1 2,308 (53.14%) Business Intelligence
2 2,020 (46.51%) ETL
3 1,857 (42.76%) Analytics
4 1,423 (32.77%) Data Modelling
5 1,357 (31.25%) Agile
6 1,047 (24.11%) Data Engineering
7 878 (20.22%) Data Pipeline
8 876 (20.17%) Data Science
9 850 (19.57%) Visualisation
10 700 (16.12%) Problem-Solving
11 691 (15.91%) Data Management
12 679 (15.63%) DevOps
13 625 (14.39%) CI/CD
14 606 (13.95%) Data Architecture
15 562 (12.94%) Data Analytics
16 530 (12.20%) Machine Learning
17 475 (10.94%) Data Analysis
18 448 (10.32%) Decision-Making
19 445 (10.25%) Data Visualisation
20 412 (9.49%) Data Governance
Programming Languages
1 2,973 (68.45%) SQL
2 1,671 (38.48%) Python
3 556 (12.80%) T-SQL
4 429 (9.88%) Java
5 307 (7.07%) C#
6 252 (5.80%) Scala
7 211 (4.86%) R
8 177 (4.08%) PowerShell
9 136 (3.13%) JavaScript
10 132 (3.04%) PL/SQL
11 95 (2.19%) Bash
12 88 (2.03%) Data Analysis Expressions (DAX)
13 73 (1.68%) Shell Script
14 59 (1.36%) VBA
15 53 (1.22%) C
16 47 (1.08%) TypeScript
17 35 (0.81%) Go
18 34 (0.78%) C++
19 32 (0.74%) Ruby
20 20 (0.46%) VB
Qualifications
1 568 (13.08%) Degree
2 109 (2.51%) Computer Science Degree
3 98 (2.26%) Security Cleared
4 71 (1.63%) SC Cleared
5 63 (1.45%) Master's Degree
6 49 (1.13%) Microsoft Certification
7 31 (0.71%) PMI Certification
7 31 (0.71%) TOGAF Certification
8 29 (0.67%) Numerate Degree
9 20 (0.46%) AWS Certification
10 19 (0.44%) PhD
11 15 (0.35%) ITIL Certification
12 13 (0.30%) DBS Check
13 11 (0.25%) MCPD
14 9 (0.21%) Postgraduate
15 8 (0.18%) BPSS Clearance
15 8 (0.18%) HND
15 8 (0.18%) ISEB
15 8 (0.18%) MySQL Certification
15 8 (0.18%) PRINCE2 Certification
Quality Assurance & Compliance
1 634 (14.60%) Data Quality
2 143 (3.29%) GDPR
3 120 (2.76%) QA
4 30 (0.69%) SLA
5 26 (0.60%) PMO
6 22 (0.51%) Accessibility
7 19 (0.44%) ISO/IEC 27001
8 17 (0.39%) Actionable Recommendations
9 14 (0.32%) GxP
10 12 (0.28%) PCI DSS
11 10 (0.23%) HL7
12 7 (0.16%) Sarbanes-Oxley
12 7 (0.16%) Solvency II
13 5 (0.12%) COBIT
14 3 (0.069%) GRC
15 2 (0.046%) Cyber Essentials
15 2 (0.046%) Cyber Essentials PLUS
15 2 (0.046%) MiFID
15 2 (0.046%) NIST
15 2 (0.046%) NIST 800
System Software
1 265 (6.10%) Docker
2 51 (1.17%) Apache Flume
3 29 (0.67%) HDFS
4 20 (0.46%) Virtual Machines
5 17 (0.39%) Active Directory
6 9 (0.21%) zsh
7 3 (0.069%) Veritas Cluster Server
8 2 (0.046%) Apache ZooKeeper
8 2 (0.046%) Oracle Clusterware
8 2 (0.046%) Oracle RAC
Systems Management
1 294 (6.77%) Terraform
2 276 (6.36%) Kubernetes
3 55 (1.27%) Ansible
4 40 (0.92%) Oozie
5 14 (0.32%) Failover Clustering
6 13 (0.30%) Opscode Chef
7 8 (0.18%) Proxmox
7 8 (0.18%) Rancher
8 6 (0.14%) Puppet
9 5 (0.12%) Grafana
9 5 (0.12%) Systems Management Server (SMS)
10 4 (0.092%) Prometheus
11 3 (0.069%) Control-M
11 3 (0.069%) EMC NetWorker
11 3 (0.069%) HP ALM
11 3 (0.069%) Tivoli
11 3 (0.069%) Tivoli Storage Manager
12 2 (0.046%) Data Guard
12 2 (0.046%) Istio
12 2 (0.046%) Oracle RMAN
Vendors
1 1,046 (24.08%) Microsoft
2 468 (10.78%) Oracle
3 463 (10.66%) Databricks
4 441 (10.15%) Google
5 247 (5.69%) Informatica
6 149 (3.43%) SAP
7 127 (2.92%) Salesforce.com
8 124 (2.86%) Teradata
9 120 (2.76%) Talend
10 90 (2.07%) Alteryx
11 86 (1.98%) Cognos
12 77 (1.77%) Cloudera
13 75 (1.73%) IBM
14 55 (1.27%) MicroStrategy
15 44 (1.01%) Splunk
16 42 (0.97%) MuleSoft
17 37 (0.85%) Atlassian
18 27 (0.62%) Apple
19 24 (0.55%) Adobe
20 23 (0.53%) Red Hat