Period
to

The following table provides summary statistics for permanent job vacancies 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 1 July 2022 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK
6 months to
1 Jul 2022
Same period 2021 Same period 2020
Rank 132 114 114
Rank change year-on-year -18 0 -2
Permanent jobs citing Data Warehouse 5,272 3,214 2,269
As % of all permanent jobs advertised in the UK 2.94% 3.01% 2.87%
As % of the Database & Business Intelligence category 10.57% 10.87% 10.59%
Number of salaries quoted 2,961 2,610 1,895
10th Percentile £40,606 £36,250 £36,754
25th Percentile £48,750 £45,000 £45,000
Median annual salary (50th Percentile) £62,500 £60,000 £60,000
Median % change year-on-year +4.17% - +9.09%
75th Percentile £82,500 £78,750 £75,000
90th Percentile £95,000 £90,000 £87,500
UK excluding London median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +3.63%

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 with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
UK
Permanent vacancies with a requirement for database or business intelligence skills 49,874 29,569 21,435
As % of all permanent IT jobs advertised in the UK 27.77% 27.67% 27.16%
Number of salaries quoted 21,275 20,456 17,599
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% - +8.91%
75th Percentile £80,000 £75,000 £72,500
90th Percentile £95,000 £90,000 £88,750
UK excluding London median annual salary £52,500 £48,000 £47,500
% change year-on-year +9.38% +1.05% +5.56%

Data Warehouse
Job Vacancy Trend

Job postings citing Data Warehouse as a proportion of all IT jobs advertised.

Job vacancy trend for Data Warehouse in the UK

Data Warehouse
Salary Trend

3-month moving average salary quoted in jobs citing Data Warehouse.

Salary trend for Data Warehouse in the UK

Data Warehouse
Salary Histogram

Salary distribution for jobs citing Data Warehouse over the 6 months to 1 July 2022.

Salary histogram for Data Warehouse in the UK

Data Warehouse
Top 17 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Warehouse within the UK over the 6 months to 1 July 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
England -9 4,670 £65,000 +8.33% 259
London -6 2,795 £72,500 +3.57% 131
Work from Home +10 2,482 £62,500 +8.70% 77
UK excluding London -22 1,885 £55,000 +10.00% 135
North of England -56 526 £54,538 +9.08% 40
South East +24 474 £57,500 +15.00% 20
Midlands -8 353 £55,000 +15.79% 26
North West -33 288 £52,500 +5.00% 29
South West +24 287 £49,200 +3.58% 22
West Midlands -24 258 £55,000 +14.58% 19
Yorkshire -63 202 £55,000 +10.00% 11
East of England -69 159 £55,000 -8.33% 13
East Midlands -6 94 £52,500 +27.27% 7
Scotland -85 82 £50,238 +0.48% 10
North East -12 36 £51,250 +22.92%
Wales -34 23 £52,500 +16.67% 2
Northern Ireland -20 3 £37,500 +7.14% 2

For the 6 months to 1 July 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 with a requirement for Data Warehouse.

1 3,674 (69.69%) SQL
2 2,726 (51.71%) Business Intelligence
3 2,372 (44.99%) ETL
4 2,299 (43.61%) Analytics
5 2,255 (42.77%) Azure
6 2,085 (39.55%) Python
7 1,763 (33.44%) Data Modelling
8 1,618 (30.69%) Power Platform
9 1,612 (30.58%) Power BI
10 1,587 (30.10%) Agile
11 1,578 (29.93%) AWS
12 1,426 (27.05%) Data Lake
13 1,411 (26.76%) SQL Server
14 1,369 (25.97%) Social Skills
15 1,311 (24.87%) Finance
16 1,278 (24.24%) Data Engineering
17 1,275 (24.18%) Microsoft
18 1,159 (21.98%) Data Science
19 1,150 (21.81%) Analytical Skills
20 1,114 (21.13%) Data Pipeline
21 1,086 (20.60%) Visualisation
22 1,030 (19.54%) SQL Server Integration Services
23 948 (17.98%) Tableau
24 944 (17.91%) GCP
25 900 (17.07%) Big Data
26 866 (16.43%) Problem-Solving
27 817 (15.50%) DevOps
28 790 (14.98%) Data Management
29 788 (14.95%) Snowflake
30 772 (14.64%) Data Quality

Data Warehouse
Co-occurring IT Skills 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
1 613 (11.63%) Apache Spark
2 467 (8.86%) Apache Airflow
3 307 (5.82%) Apache
4 131 (2.48%) SharePoint
5 101 (1.92%) Confluence
6 73 (1.38%) SAS
7 53 (1.01%) Luigi
8 46 (0.87%) Jupyter
9 45 (0.85%) OpenStack
10 42 (0.80%) Oracle Workflow
11 23 (0.44%) CMS
12 21 (0.40%) Apache Pig
13 17 (0.32%) Oracle SOA Suite
14 14 (0.27%) IIS
15 12 (0.23%) Apache Solr
15 12 (0.23%) BizTalk Server
15 12 (0.23%) SharePoint 2013
16 11 (0.21%) SharePoint 2010
17 10 (0.19%) ArcGIS
18 8 (0.15%) WebLogic
Applications
1 362 (6.87%) Microsoft Excel
2 117 (2.22%) Microsoft Office
3 53 (1.01%) MS Visio
4 33 (0.63%) Microsoft PowerPoint
5 27 (0.51%) Spreadsheet
6 13 (0.25%) Microsoft Project
7 8 (0.15%) Pipeline Pilot
8 5 (0.095%) Campfire
9 4 (0.076%) SPSS
10 1 (0.019%) Chatbot
10 1 (0.019%) EViews
10 1 (0.019%) Gephi
10 1 (0.019%) InVision
10 1 (0.019%) Sketch
Business Applications
1 47 (0.89%) Dynamics NAV
2 30 (0.57%) Dynamics CRM
3 28 (0.53%) Maximo
4 19 (0.36%) Oracle Payables
4 19 (0.36%) Salesforce.com CRM
5 9 (0.17%) Cognos Business Intelligence
5 9 (0.17%) Loan IQ
6 8 (0.15%) Adobe Campaign
6 8 (0.15%) Avolution ABACUS
6 8 (0.15%) IBM Planning Analytics
7 7 (0.13%) NetSuite
8 6 (0.11%) Oracle Financials
9 5 (0.095%) Elite 3E
9 5 (0.095%) SAP Oil and Gas
9 5 (0.095%) SAP S/4HANA
9 5 (0.095%) Shopify
10 4 (0.076%) Acoustic Campaign
10 4 (0.076%) Oracle EBS
10 4 (0.076%) ResourceLink
10 4 (0.076%) Sparx Enterprise Architect
Cloud Services
1 2,255 (42.77%) Azure
2 1,618 (30.69%) Power Platform
3 1,578 (29.93%) AWS
4 944 (17.91%) GCP
5 788 (14.95%) Snowflake
6 631 (11.97%) Azure Data Factory
7 350 (6.64%) Amazon S3
8 349 (6.62%) Azure Synapse Analytics
9 318 (6.03%) Serverless
10 294 (5.58%) Azure DevOps
11 237 (4.50%) GitHub
12 224 (4.25%) dbt
13 185 (3.51%) Matillion
13 185 (3.51%) SaaS
14 183 (3.47%) AWS Lambda
15 172 (3.26%) Amazon Kinesis
16 161 (3.05%) Azure Cosmos DB
17 132 (2.50%) AWS CloudFormation
18 131 (2.48%) Cloud Computing
19 124 (2.35%) Google Data Studio
Communications & Networking
1 47 (0.89%) Internet
2 36 (0.68%) HTTP
3 28 (0.53%) Network Security
4 24 (0.46%) Skype
5 21 (0.40%) Broadband
6 17 (0.32%) Intranet
7 11 (0.21%) SMS
8 8 (0.15%) Firewall
9 7 (0.13%) Extranet
9 7 (0.13%) Kerberos
10 5 (0.095%) SSL
11 4 (0.076%) MPLS
11 4 (0.076%) SD-WAN
11 4 (0.076%) Unified Communications
11 4 (0.076%) WAN
12 3 (0.057%) Wi-Fi
13 2 (0.038%) AMQP
13 2 (0.038%) VLAN
14 1 (0.019%) Reverse Proxy
14 1 (0.019%) Wireless
Database & Business Intelligence
1 1,612 (30.58%) Power BI
2 1,426 (27.05%) Data Lake
3 1,411 (26.76%) SQL Server
4 1,030 (19.54%) SQL Server Integration Services
5 948 (17.98%) Tableau
6 900 (17.07%) Big Data
7 683 (12.96%) SQL Server Reporting Services
8 597 (11.32%) Relational Database
9 594 (11.27%) Amazon Redshift
10 575 (10.91%) NoSQL
11 434 (8.23%) SQL Server Analysis Services
12 409 (7.76%) BigQuery
13 384 (7.28%) Hadoop
14 368 (6.98%) PostgreSQL
15 356 (6.75%) Looker
16 337 (6.39%) MySQL
17 293 (5.56%) Azure SQL Database
18 269 (5.10%) Azure SQL Data Warehouse
19 260 (4.93%) Metadata
20 204 (3.87%) Enterprise Data Warehouse
Development Applications
1 364 (6.90%) Git (software)
2 259 (4.91%) JIRA
3 155 (2.94%) Jenkins
4 149 (2.83%) Visual Studio
5 120 (2.28%) GitLab
6 82 (1.56%) Team Foundation Server
7 69 (1.31%) Bitbucket
7 69 (1.31%) SQL Server Management Studio (SSMS)
8 61 (1.16%) ERwin
9 55 (1.04%) CircleCI
10 22 (0.42%) TeamCity
11 21 (0.40%) ER Studio
11 21 (0.40%) Postman
12 20 (0.38%) SonarQube
13 19 (0.36%) Octopus Deploy
14 15 (0.28%) PowerDesigner
14 15 (0.28%) Subversion
15 14 (0.27%) Selenium
15 14 (0.27%) Sonatype Nexus
16 12 (0.23%) Mercurial
General
1 1,369 (25.97%) Social Skills
2 1,311 (24.87%) Finance
3 1,150 (21.81%) Analytical Skills
4 434 (8.23%) Marketing
5 381 (7.23%) Retail
6 336 (6.37%) Banking
7 215 (4.08%) Inclusion and Diversity
8 192 (3.64%) Law
9 189 (3.58%) Legal
9 189 (3.58%) Public Sector
10 136 (2.58%) Advertising
11 131 (2.48%) Influencing Skills
12 124 (2.35%) Games
13 116 (2.20%) Presentation Skills
14 81 (1.54%) Publishing
15 77 (1.46%) Manufacturing
16 70 (1.33%) Pharmaceutical
17 60 (1.14%) Telecoms
18 57 (1.08%) Automotive
19 34 (0.64%) Local Government
Job Titles
1 1,751 (33.21%) Data Engineer
2 940 (17.83%) Developer
3 678 (12.86%) Analyst
4 588 (11.15%) Architect
5 511 (9.69%) Senior Data Engineer
6 474 (8.99%) Business Intelligence Developer
7 404 (7.66%) Data Architect
8 303 (5.75%) Data Analyst
9 192 (3.64%) SQL Developer
10 163 (3.09%) DBA
11 151 (2.86%) Solutions Architect
12 145 (2.75%) Azure Engineer
13 143 (2.71%) Business Intelligence Analyst
14 135 (2.56%) Senior Developer
15 124 (2.35%) Azure Data Engineer
15 124 (2.35%) Data Manager
16 123 (2.33%) Consultant
17 121 (2.30%) Senior Analyst
18 118 (2.24%) Power BI Developer
19 100 (1.90%) Data Scientist
Libraries, Frameworks & Software Standards
1 427 (8.10%) Kafka
2 256 (4.86%) .NET
3 206 (3.91%) PySpark
4 108 (2.05%) Web Services
5 99 (1.88%) REST
6 95 (1.80%) Node.js
7 89 (1.69%) XML
8 78 (1.48%) React
9 77 (1.46%) Apache Beam
10 73 (1.38%) HTML
10 73 (1.38%) JSON
11 70 (1.33%) Pandas
12 59 (1.12%) Spark Streaming
13 57 (1.08%) RESTful
14 56 (1.06%) CSS
14 56 (1.06%) SOAP
15 49 (0.93%) OAuth
16 46 (0.87%) Apache Avro
16 46 (0.87%) ASP.NET
17 45 (0.85%) NumPy
Miscellaneous
1 274 (5.20%) Self-Motivation
2 262 (4.97%) Management Information System
3 260 (4.93%) Data Structures
4 212 (4.02%) Algorithms
5 169 (3.21%) Cloud Native
6 163 (3.09%) Greenfield Project
7 133 (2.52%) User Experience
8 116 (2.20%) Public Cloud
9 97 (1.84%) Legacy Systems
10 72 (1.37%) Replication
11 69 (1.31%) NHS
12 63 (1.19%) IoT
13 62 (1.18%) Enterprise Software
14 53 (1.01%) Virtual Team
15 51 (0.97%) FMCG
16 49 (0.93%) Life Science
17 43 (0.82%) Blog
18 42 (0.80%) Data Centre
19 41 (0.78%) Reference Data
20 38 (0.72%) Credit Risk
Operating Systems
1 266 (5.05%) Linux
2 178 (3.38%) Windows
3 134 (2.54%) Unix
4 33 (0.63%) Android
5 27 (0.51%) Windows Server
6 24 (0.46%) Red Hat Enterprise Linux
7 21 (0.40%) Apple iOS
8 8 (0.15%) Solaris
9 7 (0.13%) VMS
10 6 (0.11%) Windows 10
11 5 (0.095%) Alpine Linux
12 3 (0.057%) AIX
13 2 (0.038%) Windows Server 2016
13 2 (0.038%) Windows Server 2019
13 2 (0.038%) Windows Vista
14 1 (0.019%) SUSE
Processes & Methodologies
1 2,726 (51.71%) Business Intelligence
2 2,372 (44.99%) ETL
3 2,299 (43.61%) Analytics
4 1,763 (33.44%) Data Modelling
5 1,587 (30.10%) Agile
6 1,278 (24.24%) Data Engineering
7 1,159 (21.98%) Data Science
8 1,114 (21.13%) Data Pipeline
9 1,086 (20.60%) Visualisation
10 866 (16.43%) Problem-Solving
11 817 (15.50%) DevOps
12 790 (14.98%) Data Management
13 734 (13.92%) CI/CD
14 716 (13.58%) Data Architecture
15 694 (13.16%) Data Analytics
16 641 (12.16%) Machine Learning
17 619 (11.74%) Data Analysis
18 597 (11.32%) Data Visualisation
19 561 (10.64%) Decision-Making
20 524 (9.94%) Data Governance
Programming Languages
1 3,674 (69.69%) SQL
2 2,085 (39.55%) Python
3 666 (12.63%) T-SQL
4 500 (9.48%) Java
5 336 (6.37%) C#
6 328 (6.22%) Scala
7 275 (5.22%) R
8 219 (4.15%) PowerShell
9 177 (3.36%) JavaScript
10 132 (2.50%) PL/SQL
11 113 (2.14%) Data Analysis Expressions (DAX)
12 100 (1.90%) Bash
13 80 (1.52%) TypeScript
14 79 (1.50%) Shell Script
15 76 (1.44%) VBA
16 64 (1.21%) C
17 50 (0.95%) C++
17 50 (0.95%) Go
18 42 (0.80%) Ruby
19 22 (0.42%) VB
Qualifications
1 728 (13.81%) Degree
2 128 (2.43%) Security Cleared
3 126 (2.39%) Computer Science Degree
4 94 (1.78%) Master's Degree
5 93 (1.76%) SC Cleared
6 63 (1.19%) TOGAF Certification
7 62 (1.18%) Microsoft Certification
8 44 (0.83%) PMI Certification
9 36 (0.68%) Numerate Degree
10 25 (0.47%) AWS Certification
11 17 (0.32%) ITIL Certification
12 16 (0.30%) PhD
13 13 (0.25%) DBS Check
13 13 (0.25%) PMP
14 12 (0.23%) PRINCE2 Certification
15 11 (0.21%) MCPD
16 9 (0.17%) BPSS Clearance
16 9 (0.17%) ISEB
16 9 (0.17%) MCSE
16 9 (0.17%) Postgraduate
Quality Assurance & Compliance
1 772 (14.64%) Data Quality
2 174 (3.30%) GDPR
3 156 (2.96%) QA
4 30 (0.57%) Accessibility
5 28 (0.53%) ISO/IEC 27001
6 27 (0.51%) SLA
7 25 (0.47%) Actionable Recommendations
8 16 (0.30%) HIPAA
8 16 (0.30%) PMO
9 14 (0.27%) HL7
9 14 (0.27%) PCI DSS
10 10 (0.19%) GxP
11 8 (0.15%) NIST
11 8 (0.15%) Sarbanes-Oxley
12 6 (0.11%) Cyber Essentials
12 6 (0.11%) Cyber Essentials PLUS
12 6 (0.11%) SOC 2
13 5 (0.095%) COBIT
13 5 (0.095%) Solvency II
14 4 (0.076%) NCSC
System Software
1 315 (5.97%) Docker
2 56 (1.06%) Apache Flume
3 26 (0.49%) Virtual Machines
4 24 (0.46%) Active Directory
5 22 (0.42%) HDFS
6 10 (0.19%) VMware Infrastructure
6 10 (0.19%) zsh
7 3 (0.057%) Oracle RAC
7 3 (0.057%) Veritas Cluster Server
8 2 (0.038%) Apache ZooKeeper
8 2 (0.038%) Oracle Clusterware
8 2 (0.038%) Virtual Desktop
Systems Management
1 418 (7.93%) Terraform
2 309 (5.86%) Kubernetes
3 50 (0.95%) Ansible
4 46 (0.87%) Oozie
5 34 (0.64%) Argo
6 26 (0.49%) Opscode Chef
7 15 (0.28%) Failover Clustering
8 11 (0.21%) Rancher
9 8 (0.15%) Proxmox
9 8 (0.15%) Puppet
10 7 (0.13%) Enterprise Manager Cloud Control
10 7 (0.13%) Oracle Enterprise Manager
11 6 (0.11%) Microsoft Intune
11 6 (0.11%) Panaseer
12 5 (0.095%) Kibana
12 5 (0.095%) Podman
12 5 (0.095%) Systems Management Server (SMS)
13 4 (0.076%) Docker Swarm
13 4 (0.076%) HP ALM
13 4 (0.076%) Single Sign-On
Vendors
1 1,275 (24.18%) Microsoft
2 572 (10.85%) Google
3 569 (10.79%) Oracle
4 566 (10.74%) Databricks
5 241 (4.57%) Informatica
6 184 (3.49%) Salesforce.com
7 176 (3.34%) Teradata
8 173 (3.28%) SAP
9 130 (2.47%) Talend
10 123 (2.33%) Alteryx
11 83 (1.57%) Cognos
12 81 (1.54%) Cloudera
13 77 (1.46%) IBM
14 58 (1.10%) MicroStrategy
15 43 (0.82%) Atlassian
16 42 (0.80%) MuleSoft
17 41 (0.78%) ServiceNow
18 38 (0.72%) Apple
18 38 (0.72%) Splunk
19 35 (0.66%) Adobe