Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 21 January 2022

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 21 January 2022 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK
6 months to
21 Jan 2022		 Same period 2021 Same period 2020
Rank 116 111 118
Rank change year-on-year -5 +7 +7
Permanent jobs citing Data Warehouse 3,771 1,845 3,510
As % of all permanent jobs advertised in the UK 2.93% 2.92% 2.78%
As % of the Database & Business Intelligence category 11.01% 10.61% 10.25%
Number of salaries quoted 2,873 1,508 2,882
10th Percentile £39,750 £37,500 £36,250
25th Percentile £46,250 £46,688 £42,500
Median annual salary (50th Percentile) £60,000 £57,500 £57,500
Median % change year-on-year +4.35% - +4.55%
75th Percentile £80,000 £75,313 £75,000
90th Percentile £92,500 £92,500 £87,500
UK excluding London median annual salary £51,500 £50,000 £47,500
% change year-on-year +3.00% +5.26% -

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 34,265 17,388 34,249
As % of all permanent IT jobs advertised in the UK 26.66% 27.52% 27.11%
Number of salaries quoted 21,707 14,703 28,328
10th Percentile £36,250 £33,750 £32,000
25th Percentile £43,750 £41,250 £38,750
Median annual salary (50th Percentile) £60,000 £55,000 £52,500
Median % change year-on-year +9.09% +4.76% -
75th Percentile £77,500 £72,500 £71,250
90th Percentile £95,000 £87,500 £88,750
UK excluding London median annual salary £50,000 £48,500 £45,000
% change year-on-year +3.09% +7.78% -

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 21 January 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 21 January 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 +1 3,444 £62,500 +4.17% 528
UK excluding London +14 1,816 £51,500 +3.00% 294
London -17 1,683 £70,000 +3.70% 256
Work from Home +33 827 £62,500 +4.17% 121
North of England -4 584 £47,500 -9.52% 73
South East +41 399 £57,500 +9.52% 88
Midlands +34 373 £52,000 +4.00% 61
North West -3 316 £50,000 -9.09% 45
West Midlands +50 297 £52,500 +1.94% 51
Yorkshire +9 226 £45,000 -5.26% 22
South West +16 190 £49,862 +17.32% 24
East of England -23 138 £55,000 +4.76% 20
Scotland -25 114 £50,000 -7.53% 24
East Midlands -37 76 £47,500 - 9
North East -14 42 £45,000 +5.88% 6
Wales -48 24 £42,500 +6.25% 5
Northern Ireland -40 5 £36,500 -8.75%

For the 6 months to 21 January 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 2,551 (67.65%) SQL
2 2,172 (57.60%) Business Intelligence
3 1,716 (45.51%) ETL
4 1,565 (41.50%) Azure
5 1,507 (39.96%) Analytics
6 1,282 (34.00%) Power Platform
7 1,273 (33.76%) Power BI
8 1,207 (32.01%) Data Modelling
9 1,198 (31.77%) Agile Software Development
10 1,126 (29.86%) Python
11 1,122 (29.75%) SQL Server
12 1,115 (29.57%) Microsoft
13 976 (25.88%) Social Skills
14 928 (24.61%) Finance
15 925 (24.53%) SQL Server Integration Services
16 805 (21.35%) Data Lake
17 776 (20.58%) AWS
18 731 (19.38%) Analytical Skills
19 725 (19.23%) Visualisation
20 696 (18.46%) SQL Server Reporting Services
21 618 (16.39%) Data Engineering
22 609 (16.15%) DevOps
23 580 (15.38%) Problem-Solving
24 579 (15.35%) Data Management
25 538 (14.27%) Data Quality
26 531 (14.08%) Azure Data Factory
27 526 (13.95%) Data Architecture
28 520 (13.79%) T-SQL
29 512 (13.58%) Data Pipeline
30 500 (13.26%) Big Data

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
1 337 (8.94%) Apache Spark
2 166 (4.40%) Apache Airflow
3 148 (3.92%) SAS
4 133 (3.53%) Confluence
5 123 (3.26%) Apache
6 92 (2.44%) SharePoint
7 30 (0.80%) Luigi
8 19 (0.50%) Apache Pig
8 19 (0.50%) Elasticsearch
9 15 (0.40%) Oracle Workflow
10 13 (0.34%) Oracle SOA Suite
11 11 (0.29%) CMS
12 10 (0.27%) OpenStack
13 9 (0.24%) Jupyter
14 7 (0.19%) ArcGIS
14 7 (0.19%) Gunicorn
15 6 (0.16%) SharePoint 2010
15 6 (0.16%) SharePoint 2013
16 5 (0.13%) Apache Synapse
17 4 (0.11%) Apache Solr
Applications
1 324 (8.59%) Microsoft Excel
2 75 (1.99%) Microsoft Office
3 38 (1.01%) MS Visio
4 20 (0.53%) Spreadsheet
5 15 (0.40%) Microsoft Project
6 11 (0.29%) Microsoft PowerPoint
7 8 (0.21%) Chatbot
8 5 (0.13%) Oracle Smart View
9 2 (0.053%) SPSS
Business Applications
1 33 (0.88%) Dynamics CRM
2 29 (0.77%) Dynamics NAV
3 28 (0.74%) Oracle EBS
4 19 (0.50%) Maximo
5 14 (0.37%) NetSuite
6 9 (0.24%) SAP S/4HANA
7 8 (0.21%) Dynamics AX
7 8 (0.21%) Salesforce.com CRM
8 6 (0.16%) Academy Revenues and Benefits
8 6 (0.16%) HiPortfolio
8 6 (0.16%) JDE EnterpriseOne
9 5 (0.13%) iTrent
10 4 (0.11%) HFM
10 4 (0.11%) Misys Midas
10 4 (0.11%) Oracle Applications
11 3 (0.080%) Hyperion Planning
11 3 (0.080%) IBM Planning Analytics
11 3 (0.080%) Oracle BPM
11 3 (0.080%) Oracle ERP
11 3 (0.080%) Unit4 Business World
Cloud Services
1 1,565 (41.50%) Azure
2 1,282 (34.00%) Power Platform
3 776 (20.58%) AWS
4 531 (14.08%) Azure Data Factory
5 420 (11.14%) GCP
6 357 (9.47%) Snowflake
7 291 (7.72%) Azure Synapse Analytics
8 182 (4.83%) GitHub
9 149 (3.95%) Amazon S3
10 138 (3.66%) SaaS
11 129 (3.42%) Serverless
12 103 (2.73%) PaaS
13 63 (1.67%) Microsoft 365
14 61 (1.62%) Amazon Kinesis
15 55 (1.46%) AWS Lambda
16 54 (1.43%) Amazon EMR
16 54 (1.43%) Azure Logic Apps
17 53 (1.41%) Dynamics 365
18 52 (1.38%) IaaS
19 51 (1.35%) Matillion
Communications & Networking
1 25 (0.66%) ATM
2 20 (0.53%) Internet
3 16 (0.42%) Broadband
3 16 (0.42%) HTTP
4 11 (0.29%) Network Security
5 8 (0.21%) DNS
5 8 (0.21%) Firewall
6 7 (0.19%) FTP
6 7 (0.19%) Intranet
6 7 (0.19%) SSH
7 5 (0.13%) DHCP
7 5 (0.13%) HTTPS
7 5 (0.13%) IPv4
7 5 (0.13%) IPv6
7 5 (0.13%) SMTP
7 5 (0.13%) SNMP
7 5 (0.13%) TCP/IP
7 5 (0.13%) VoIP
8 3 (0.080%) LTE
9 2 (0.053%) Skype
Database & Business Intelligence
1 1,273 (33.76%) Power BI
2 1,122 (29.75%) SQL Server
3 925 (24.53%) SQL Server Integration Services
4 805 (21.35%) Data Lake
5 696 (18.46%) SQL Server Reporting Services
6 500 (13.26%) Big Data
7 478 (12.68%) SQL Server Analysis Services
8 475 (12.60%) Tableau
9 401 (10.63%) Relational Database
10 334 (8.86%) MySQL
11 306 (8.11%) Azure SQL Data Warehouse
12 295 (7.82%) Azure SQL Database
13 283 (7.50%) NoSQL
14 278 (7.37%) Hadoop
15 264 (7.00%) PostgreSQL
16 259 (6.87%) Amazon Redshift
17 179 (4.75%) BigQuery
18 173 (4.59%) Enterprise Data Warehouse
19 160 (4.24%) Metadata
20 149 (3.95%) OLAP
Development Applications
1 226 (5.99%) Git (software)
2 223 (5.91%) JIRA
3 117 (3.10%) Visual Studio
4 113 (3.00%) Jenkins
5 88 (2.33%) SQL Server Management Studio (SSMS)
6 68 (1.80%) Team Foundation Server
7 43 (1.14%) Bitbucket
8 38 (1.01%) ERwin
8 38 (1.01%) GitLab
9 36 (0.95%) CircleCI
10 25 (0.66%) VSS/SourceSafe
11 23 (0.61%) ER Studio
12 17 (0.45%) TeamCity
13 14 (0.37%) PowerDesigner
13 14 (0.37%) Subversion
14 12 (0.32%) Octopus Deploy
15 11 (0.29%) Spinnaker
16 9 (0.24%) Oracle APEX
17 8 (0.21%) RStudio
17 8 (0.21%) Visual Studio Team System
General
1 976 (25.88%) Social Skills
2 928 (24.61%) Finance
3 731 (19.38%) Analytical Skills
4 203 (5.38%) Banking
5 159 (4.22%) Law
6 155 (4.11%) Marketing
7 136 (3.61%) Retail
8 119 (3.16%) Public Sector
9 110 (2.92%) Inclusion and Diversity
10 89 (2.36%) Publishing
11 82 (2.17%) Influencing Skills
11 82 (2.17%) Legal
12 73 (1.94%) Advertising
12 73 (1.94%) Presentation Skills
13 45 (1.19%) Back Office
14 37 (0.98%) Pharmaceutical
15 33 (0.88%) Investment Banking
16 31 (0.82%) Telecoms
17 29 (0.77%) Automotive
18 28 (0.74%) Organisational Skills
Job Titles
1 916 (24.29%) Developer
2 900 (23.87%) Data Engineer
3 552 (14.64%) Analyst
4 459 (12.17%) Business Intelligence Developer
5 424 (11.24%) Architect
6 333 (8.83%) Data Architect
7 242 (6.42%) Data Analyst
8 190 (5.04%) SQL Developer
9 133 (3.53%) Azure Engineer
10 132 (3.50%) Business Intelligence Analyst
11 131 (3.47%) Senior Developer
12 130 (3.45%) Consultant
13 128 (3.39%) Senior Data Engineer
14 125 (3.31%) Administrator
15 120 (3.18%) Power BI Developer
16 110 (2.92%) Data Warehouse Developer
17 105 (2.78%) DBA
18 93 (2.47%) Solutions Architect
19 88 (2.33%) Azure Developer
20 87 (2.31%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 222 (5.89%) Kafka
2 176 (4.67%) .NET
3 111 (2.94%) XML
4 95 (2.52%) MDX
4 95 (2.52%) REST
5 89 (2.36%) JSON
6 78 (2.07%) PySpark
7 64 (1.70%) Web Services
8 42 (1.11%) React
9 39 (1.03%) Middleware
10 36 (0.95%) Apache Beam
11 35 (0.93%) SOAP
12 33 (0.88%) Node.js
13 30 (0.80%) ARM Templates
14 29 (0.77%) YAML
15 27 (0.72%) GraphQL
16 24 (0.64%) RESTful
17 23 (0.61%) .NET Framework
17 23 (0.61%) ASP.NET
17 23 (0.61%) HTML
Miscellaneous
1 255 (6.76%) Management Information System
2 165 (4.38%) Data Structures
3 104 (2.76%) Self-Motivation
4 86 (2.28%) User Experience
5 81 (2.15%) Algorithms
6 62 (1.64%) Life Science
7 57 (1.51%) Data Protection Act
8 56 (1.49%) Public Cloud
9 55 (1.46%) Driving Licence
9 55 (1.46%) Greenfield Project
10 50 (1.33%) Clustering
11 41 (1.09%) Reference Data
12 38 (1.01%) Cloud Native
13 35 (0.93%) Legacy Systems
13 35 (0.93%) Reinsurance
14 32 (0.85%) Virtual Team
15 30 (0.80%) Analytical Mindset
16 29 (0.77%) Data Centre
17 26 (0.69%) SWIFT
18 25 (0.66%) Enterprise Software
Operating Systems
1 111 (2.94%) Linux
2 103 (2.73%) Unix
3 88 (2.33%) Windows
4 25 (0.66%) Red Hat Enterprise Linux
5 20 (0.53%) Windows Server
6 11 (0.29%) Apple iOS
7 9 (0.24%) Windows 10
8 4 (0.11%) Android
8 4 (0.11%) Solaris
8 4 (0.11%) VMS
9 2 (0.053%) Windows Vista
10 1 (0.027%) Windows Server 2012
Processes & Methodologies
1 2,172 (57.60%) Business Intelligence
2 1,716 (45.51%) ETL
3 1,507 (39.96%) Analytics
4 1,207 (32.01%) Data Modelling
5 1,198 (31.77%) Agile Software Development
6 725 (19.23%) Visualisation
7 618 (16.39%) Data Engineering
8 609 (16.15%) DevOps
9 580 (15.38%) Problem-Solving
10 579 (15.35%) Data Management
11 526 (13.95%) Data Architecture
12 512 (13.58%) Data Pipeline
13 487 (12.91%) Data Science
14 411 (10.90%) Data Analysis
15 407 (10.79%) Migration
16 387 (10.26%) Data Visualisation
17 379 (10.05%) Data Analytics
18 365 (9.68%) Data Integration
19 362 (9.60%) CI/CD
20 326 (8.64%) Scrum
Programming Languages
1 2,551 (67.65%) SQL
2 1,126 (29.86%) Python
3 520 (13.79%) T-SQL
4 376 (9.97%) Java
5 272 (7.21%) C#
6 236 (6.26%) R
7 206 (5.46%) PowerShell
8 175 (4.64%) Data Analysis Expressions (DAX)
9 165 (4.38%) Scala
10 142 (3.77%) PL/SQL
11 89 (2.36%) JavaScript
12 67 (1.78%) VB
13 49 (1.30%) Bash
13 49 (1.30%) Go
14 41 (1.09%) Shell Script
14 41 (1.09%) TypeScript
15 39 (1.03%) C++
16 36 (0.95%) HiveQL
17 33 (0.88%) C
18 32 (0.85%) VBA
Qualifications
1 340 (9.02%) Degree
2 78 (2.07%) Security Cleared
3 62 (1.64%) Computer Science Degree
4 61 (1.62%) SC Cleared
5 53 (1.41%) Microsoft Certification
6 38 (1.01%) Master's Degree
7 34 (0.90%) PhD
8 25 (0.66%) PMI Certification
9 16 (0.42%) BPSS Clearance
10 12 (0.32%) ISEB
10 12 (0.32%) ISTQB
11 11 (0.29%) ITIL Certification
11 11 (0.29%) Numerate Degree
12 10 (0.27%) MCITP
12 10 (0.27%) TOGAF Certification
13 7 (0.19%) SAS Certification
14 6 (0.16%) DV Cleared
14 6 (0.16%) MCPD
15 5 (0.13%) ACCA
15 5 (0.13%) AWS Certification
Quality Assurance & Compliance
1 538 (14.27%) Data Quality
2 152 (4.03%) GDPR
3 145 (3.85%) QA
4 61 (1.62%) PMO
5 28 (0.74%) SLA
6 12 (0.32%) ISO/IEC 27001
7 10 (0.27%) GxP
7 10 (0.27%) Solvency II
8 9 (0.24%) Sarbanes-Oxley
9 8 (0.21%) Accessibility
9 8 (0.21%) GRC
9 8 (0.21%) PCI DSS
10 5 (0.13%) HIPAA
10 5 (0.13%) PMBOK
11 4 (0.11%) CDISC
11 4 (0.11%) NIST
12 2 (0.053%) COBIT
12 2 (0.053%) IFRS
13 1 (0.027%) Cyber Essentials
13 1 (0.027%) HL7
System Software
1 154 (4.08%) Docker
2 47 (1.25%) HDFS
3 21 (0.56%) VMware Infrastructure
4 10 (0.27%) Active Directory
4 10 (0.27%) Apache Flume
5 2 (0.053%) Apache ZooKeeper
5 2 (0.053%) Oracle RAC
5 2 (0.053%) Virtual Machines
6 1 (0.027%) NFS
6 1 (0.027%) VMware ESXi
Systems Management
1 142 (3.77%) Kubernetes
2 105 (2.78%) Terraform
3 69 (1.83%) Ansible
4 18 (0.48%) Grafana
5 16 (0.42%) Prometheus
6 15 (0.40%) Oozie
7 11 (0.29%) Control-M
8 9 (0.24%) Opscode Chef
9 5 (0.13%) logstash
10 4 (0.11%) BMC PATROL
10 4 (0.11%) Hadoop YARN
10 4 (0.11%) HP ALM
10 4 (0.11%) HP Quality Center
10 4 (0.11%) Puppet
11 2 (0.053%) Failover Clustering
11 2 (0.053%) Istio
11 2 (0.053%) Kubeflow
11 2 (0.053%) Microsoft Intune
11 2 (0.053%) Rundeck
11 2 (0.053%) Single Sign-On
Vendors
1 1,115 (29.57%) Microsoft
2 479 (12.70%) Oracle
3 409 (10.85%) Databricks
4 286 (7.58%) Google
5 283 (7.50%) Informatica
6 145 (3.85%) Talend
7 126 (3.34%) SAP
8 116 (3.08%) Salesforce.com
9 86 (2.28%) IBM
10 68 (1.80%) Teradata
11 59 (1.56%) Cognos
12 58 (1.54%) Alteryx
13 43 (1.14%) MuleSoft
14 37 (0.98%) Apple
14 37 (0.98%) MicroStrategy
15 36 (0.95%) Adobe
16 32 (0.85%) Cloudera
17 31 (0.82%) Netezza
18 29 (0.77%) Cognizant
19 26 (0.69%) Splunk
592 Data Warehouse job vacancies Nationwide