Job Vacancy Trend Salary Trend Salary Histogram Skill Sets
Period
to

The table below provides summary statistics for permanent job vacancies with an option to work from home (WFH) and 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 2 July 2022 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > Work from Home
6 months to
2 Jul 2022		 Same period 2021 Same period 2020
Rank 119 123 160
Rank change year-on-year +4 +37 +13
Permanent jobs citing Data Warehouse 2,485 1,104 169
As % of all permanent jobs with a WFH option 3.16% 2.94% 1.90%
As % of the Database & Business Intelligence category 10.60% 9.54% 6.56%
Number of salaries quoted 1,371 955 137
10th Percentile £42,500 £36,250 £36,075
25th Percentile £50,000 £42,500 £42,500
Median annual salary (50th Percentile) £62,500 £57,500 £50,000
Median % change year-on-year +8.70% +15.00% -4.76%
75th Percentile £82,500 £77,500 £72,500
90th Percentile £95,000 £88,750 £92,500
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 with a WFH option and a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Work from Home
Permanent vacancies with a requirement for database or business intelligence skills 23,450 11,574 2,577
As % of all permanent jobs with a WFH option 29.80% 30.81% 28.94%
Number of salaries quoted 11,286 8,754 2,193
10th Percentile £37,491 £33,750 £35,000
25th Percentile £45,000 £41,250 £42,500
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -
75th Percentile £80,000 £72,500 £72,500
90th Percentile £93,750 £87,500 £85,000
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +10.00%

Data Warehouse
Trend for Jobs with a WFH Option

Job vacancies with a work from home option citing Data Warehouse as a proportion of all IT jobs advertised.

Data Warehouse trend for jobs with a WFH option

Data Warehouse
Salary Trend for Jobs with a WFH Option

3-month moving average salary quoted in job vacancies with a work from home option citing Data Warehouse.

Data Warehouse salary trend for jobs with a WFH option

Data Warehouse
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with a work from home option citing Data Warehouse over the 6 months to 2 July 2022.

Data Warehouse salary histogram for jobs with a WFH option

For the 6 months to 2 July 2022, Data Warehouse job roles required the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent jobs with a WFH option and a requirement for Data Warehouse.

1 1,800 (72.43%) SQL
2 1,330 (53.52%) Business Intelligence
3 1,163 (46.80%) ETL
4 1,089 (43.82%) Python
5 1,064 (42.82%) Analytics
6 982 (39.52%) Azure
7 826 (33.24%) Data Modelling
8 780 (31.39%) AWS
9 764 (30.74%) Data Lake
10 716 (28.81%) Agile
11 710 (28.57%) Power Platform
12 706 (28.41%) Power BI
13 672 (27.04%) Data Engineering
14 660 (26.56%) SQL Server
15 610 (24.55%) Social Skills
16 606 (24.39%) Data Science
17 604 (24.31%) Data Pipeline
18 579 (23.30%) Finance
19 531 (21.37%) Analytical Skills
20 512 (20.60%) Microsoft
21 507 (20.40%) GCP
22 503 (20.24%) Visualisation
23 479 (19.28%) Tableau
24 427 (17.18%) SQL Server Integration Services
25 409 (16.46%) CI/CD
26 379 (15.25%) Snowflake
27 365 (14.69%) Problem-Solving
28 358 (14.41%) DevOps
29 354 (14.25%) Amazon Redshift
29 354 (14.25%) Big Data

Data Warehouse
Co-occurring IT Skills with a WFH Option 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
1 280 (11.27%) Apache Spark
2 249 (10.02%) Apache Airflow
3 133 (5.35%) Apache
4 52 (2.09%) SharePoint
5 31 (1.25%) Luigi
6 30 (1.21%) Jupyter
7 25 (1.01%) Confluence
8 19 (0.76%) Oracle Workflow
9 14 (0.56%) SAS
10 10 (0.40%) Apache Pig
10 10 (0.40%) ArcGIS
11 9 (0.36%) CMS
12 8 (0.32%) WebLogic
13 7 (0.28%) BizTalk Server
14 6 (0.24%) Oracle Application Server
15 3 (0.12%) Ethereum
15 3 (0.12%) Oracle SOA Suite
15 3 (0.12%) SharePoint 2013
15 3 (0.12%) WebSphere
15 3 (0.12%) WordPress
Applications
1 158 (6.36%) Microsoft Excel
2 32 (1.29%) Microsoft Office
3 25 (1.01%) MS Visio
4 15 (0.60%) Spreadsheet
5 9 (0.36%) Microsoft Project
6 7 (0.28%) Microsoft PowerPoint
7 5 (0.20%) Campfire
8 1 (0.040%) Gephi
Business Applications
1 26 (1.05%) Dynamics NAV
2 17 (0.68%) Maximo
3 9 (0.36%) Loan IQ
4 8 (0.32%) Avolution ABACUS
5 7 (0.28%) Dynamics CRM
6 5 (0.20%) Adobe Campaign
6 5 (0.20%) Elite 3E
7 4 (0.16%) Acoustic Campaign
7 4 (0.16%) Shopify
8 3 (0.12%) HiPortfolio
8 3 (0.12%) NetSuite
8 3 (0.12%) Salesforce.com CRM
9 2 (0.080%) Cognos Business Intelligence
9 2 (0.080%) Sparx Enterprise Architect
10 1 (0.040%) IBM Planning Analytics
10 1 (0.040%) Infor M3
10 1 (0.040%) ResourceLink
10 1 (0.040%) SAP Business One
10 1 (0.040%) SAP ERP
10 1 (0.040%) SimCorp Dimension
Cloud Services
1 982 (39.52%) Azure
2 780 (31.39%) AWS
3 710 (28.57%) Power Platform
4 507 (20.40%) GCP
5 379 (15.25%) Snowflake
6 277 (11.15%) Azure Data Factory
7 236 (9.50%) Amazon S3
8 163 (6.56%) Azure Synapse Analytics
9 157 (6.32%) Serverless
10 154 (6.20%) GitHub
11 129 (5.19%) Matillion
12 124 (4.99%) dbt
13 118 (4.75%) Azure DevOps
14 106 (4.27%) SaaS
15 105 (4.23%) AWS Lambda
16 99 (3.98%) Amazon Kinesis
17 87 (3.50%) Azure Cosmos DB
18 86 (3.46%) Google Data Studio
19 84 (3.38%) AWS CloudFormation
20 59 (2.37%) Google Analytics
Communications & Networking
1 28 (1.13%) Internet
2 22 (0.89%) Network Security
3 18 (0.72%) Skype
4 14 (0.56%) HTTP
4 14 (0.56%) Intranet
5 7 (0.28%) Broadband
5 7 (0.28%) Extranet
6 5 (0.20%) SSL
7 4 (0.16%) MPLS
7 4 (0.16%) SD-WAN
7 4 (0.16%) Unified Communications
7 4 (0.16%) WAN
8 3 (0.12%) Kerberos
8 3 (0.12%) Wi-Fi
9 1 (0.040%) AMQP
9 1 (0.040%) VPN
Database & Business Intelligence
1 764 (30.74%) Data Lake
2 706 (28.41%) Power BI
3 660 (26.56%) SQL Server
4 479 (19.28%) Tableau
5 427 (17.18%) SQL Server Integration Services
6 354 (14.25%) Amazon Redshift
6 354 (14.25%) Big Data
7 314 (12.64%) SQL Server Reporting Services
8 298 (11.99%) Relational Database
9 273 (10.99%) NoSQL
10 226 (9.09%) BigQuery
11 220 (8.85%) PostgreSQL
12 218 (8.77%) Looker
13 206 (8.29%) Hadoop
14 197 (7.93%) MySQL
15 185 (7.44%) SQL Server Analysis Services
16 132 (5.31%) Amazon Athena
17 124 (4.99%) Metadata
18 122 (4.91%) RDBMS
19 118 (4.75%) Azure SQL Database
Development Applications
1 167 (6.72%) Git (software)
2 115 (4.63%) JIRA
3 104 (4.19%) GitLab
4 102 (4.10%) Jenkins
5 67 (2.70%) Visual Studio
6 43 (1.73%) CircleCI
7 39 (1.57%) SQL Server Management Studio (SSMS)
8 35 (1.41%) Team Foundation Server
9 33 (1.33%) Bitbucket
9 33 (1.33%) ERwin
10 13 (0.52%) ER Studio
10 13 (0.52%) Postman
11 9 (0.36%) Sonatype Nexus
12 8 (0.32%) Oracle Forms
12 8 (0.32%) Subversion
13 7 (0.28%) PowerDesigner
13 7 (0.28%) SonarQube
14 5 (0.20%) Artifactory
14 5 (0.20%) Mercurial
14 5 (0.20%) TeamCity
General
1 610 (24.55%) Social Skills
2 579 (23.30%) Finance
3 531 (21.37%) Analytical Skills
4 209 (8.41%) Retail
5 206 (8.29%) Marketing
6 199 (8.01%) Banking
7 95 (3.82%) Inclusion and Diversity
8 80 (3.22%) Legal
9 66 (2.66%) Public Sector
10 64 (2.58%) Law
11 58 (2.33%) Influencing Skills
12 57 (2.29%) Games
13 51 (2.05%) Publishing
14 45 (1.81%) Automotive
15 43 (1.73%) Advertising
16 38 (1.53%) Presentation Skills
17 28 (1.13%) Local Government
18 27 (1.09%) Pharmaceutical
19 26 (1.05%) Manufacturing
20 18 (0.72%) Organisational Skills
Job Titles
1 926 (37.26%) Data Engineer
2 454 (18.27%) Developer
3 277 (11.15%) Analyst
4 268 (10.78%) Senior Data Engineer
5 240 (9.66%) Business Intelligence Developer
6 213 (8.57%) Architect
7 171 (6.88%) Data Architect
8 125 (5.03%) SQL Developer
9 123 (4.95%) Data Analyst
10 87 (3.50%) DBA
11 80 (3.22%) Azure Engineer
12 68 (2.74%) Power BI Developer
12 68 (2.74%) Senior Developer
13 65 (2.62%) Business Intelligence Analyst
14 63 (2.54%) Senior Analyst
14 63 (2.54%) Software Engineer
15 61 (2.45%) Azure Data Engineer
15 61 (2.45%) Data Manager
16 59 (2.37%) SQL BI Developer
17 57 (2.29%) SQL DBA
Libraries, Frameworks & Software Standards
1 217 (8.73%) Kafka
2 116 (4.67%) .NET
3 114 (4.59%) PySpark
4 73 (2.94%) XML
5 55 (2.21%) Spark Streaming
6 52 (2.09%) Web Services
7 49 (1.97%) JSON
8 43 (1.73%) HTML
8 43 (1.73%) Node.js
9 41 (1.65%) OAuth
10 40 (1.61%) Pandas
11 34 (1.37%) Apache Avro
12 33 (1.33%) REST
12 33 (1.33%) RESTful
13 31 (1.25%) RabbitMQ
14 30 (1.21%) CSS
14 30 (1.21%) NumPy
14 30 (1.21%) React
15 29 (1.17%) MDX
16 27 (1.09%) SOAP
Miscellaneous
1 166 (6.68%) Data Structures
2 126 (5.07%) Greenfield Project
3 117 (4.71%) Self-Motivation
4 113 (4.55%) Algorithms
5 88 (3.54%) Management Information System
6 84 (3.38%) Cloud Native
7 70 (2.82%) Public Cloud
8 63 (2.54%) User Experience
9 55 (2.21%) Legacy Systems
10 53 (2.13%) NHS
11 38 (1.53%) Blog
11 38 (1.53%) FMCG
12 35 (1.41%) Mobile App
13 33 (1.33%) Enterprise Software
13 33 (1.33%) IoT
14 27 (1.09%) Sports Betting
15 25 (1.01%) Clustering
16 23 (0.93%) Data Centre
17 21 (0.85%) Replication
18 20 (0.80%) Taxonomies
Operating Systems
1 145 (5.84%) Linux
2 95 (3.82%) Windows
3 43 (1.73%) Unix
4 32 (1.29%) Android
5 16 (0.64%) Apple iOS
6 6 (0.24%) Red Hat Enterprise Linux
6 6 (0.24%) Windows 10
7 5 (0.20%) Alpine Linux
8 2 (0.080%) Windows Server
8 2 (0.080%) Windows Server 2016
8 2 (0.080%) Windows Server 2019
8 2 (0.080%) Windows Vista
9 1 (0.040%) AIX
9 1 (0.040%) Solaris
Processes & Methodologies
1 1,330 (53.52%) Business Intelligence
2 1,163 (46.80%) ETL
3 1,064 (42.82%) Analytics
4 826 (33.24%) Data Modelling
5 716 (28.81%) Agile
6 672 (27.04%) Data Engineering
7 606 (24.39%) Data Science
8 604 (24.31%) Data Pipeline
9 503 (20.24%) Visualisation
10 409 (16.46%) CI/CD
11 365 (14.69%) Problem-Solving
12 358 (14.41%) DevOps
13 340 (13.68%) Data Architecture
14 322 (12.96%) Decision-Making
15 320 (12.88%) Machine Learning
16 311 (12.52%) Data Management
17 293 (11.79%) Data Analytics
18 270 (10.87%) Data Analysis
19 267 (10.74%) Data Visualisation
20 266 (10.70%) Software Engineering
Programming Languages
1 1,800 (72.43%) SQL
2 1,089 (43.82%) Python
3 298 (11.99%) Java
4 282 (11.35%) T-SQL
5 208 (8.37%) Scala
6 169 (6.80%) C#
7 141 (5.67%) R
8 83 (3.34%) PowerShell
9 71 (2.86%) JavaScript
10 57 (2.29%) Data Analysis Expressions (DAX)
11 55 (2.21%) Bash
12 53 (2.13%) PL/SQL
13 38 (1.53%) Go
14 36 (1.45%) Ruby
15 33 (1.33%) C
16 28 (1.13%) TypeScript
17 27 (1.09%) VBA
18 26 (1.05%) Shell Script
19 11 (0.44%) C++
19 11 (0.44%) Kotlin
Qualifications
1 226 (9.09%) Degree
2 55 (2.21%) Computer Science Degree
3 40 (1.61%) Security Cleared
4 28 (1.13%) SC Cleared
5 20 (0.80%) Microsoft Certification
6 18 (0.72%) Numerate Degree
7 17 (0.68%) Master's Degree
8 13 (0.52%) PMI Certification
9 9 (0.36%) BPSS Clearance
9 9 (0.36%) TOGAF Certification
10 8 (0.32%) DBS Check
11 7 (0.28%) CTC Cleared
12 6 (0.24%) PRINCE2 Certification
13 5 (0.20%) ISTQB
14 4 (0.16%) CISSP
14 4 (0.16%) MCSE
15 3 (0.12%) ISEB
15 3 (0.12%) ITIL Certification
15 3 (0.12%) MCSA
15 3 (0.12%) MCTS
Quality Assurance & Compliance
1 346 (13.92%) Data Quality
2 73 (2.94%) QA
3 65 (2.62%) GDPR
4 24 (0.97%) ISO/IEC 27001
5 23 (0.93%) Accessibility
6 14 (0.56%) Actionable Recommendations
7 12 (0.48%) PMO
8 10 (0.40%) HL7
8 10 (0.40%) SLA
9 6 (0.24%) Cyber Essentials
9 6 (0.24%) Cyber Essentials PLUS
9 6 (0.24%) Sarbanes-Oxley
9 6 (0.24%) SOC 2
10 4 (0.16%) NCSC
10 4 (0.16%) NIST
11 3 (0.12%) GRC
12 1 (0.040%) ISO 9001
System Software
1 174 (7.00%) Docker
2 49 (1.97%) Apache Flume
3 10 (0.40%) Active Directory
3 10 (0.40%) VMware Infrastructure
4 4 (0.16%) HDFS
5 3 (0.12%) Virtual Machines
6 2 (0.080%) Virtual Desktop
7 1 (0.040%) Apache ZooKeeper
7 1 (0.040%) Oracle RAC
7 1 (0.040%) Veritas Cluster Server
Systems Management
1 239 (9.62%) Terraform
2 169 (6.80%) Kubernetes
3 42 (1.69%) Oozie
4 13 (0.52%) Ansible
5 11 (0.44%) Rancher
6 7 (0.28%) Oracle Enterprise Manager
7 6 (0.24%) Argo
7 6 (0.24%) Enterprise Manager Cloud Control
7 6 (0.24%) Microsoft Intune
7 6 (0.24%) Panaseer
8 5 (0.20%) Podman
8 5 (0.20%) Puppet
9 4 (0.16%) Control-M
9 4 (0.16%) SCCM
10 3 (0.12%) Grafana
10 3 (0.12%) Prometheus
11 2 (0.080%) CASB
11 2 (0.080%) Kubeflow
11 2 (0.080%) Opscode Chef
11 2 (0.080%) Salt
Vendors
1 512 (20.60%) Microsoft
2 323 (13.00%) Google
3 300 (12.07%) Databricks
4 243 (9.78%) Oracle
5 97 (3.90%) Informatica
6 73 (2.94%) Teradata
7 63 (2.54%) Cloudera
8 54 (2.17%) Salesforce.com
9 46 (1.85%) SAP
10 45 (1.81%) Alteryx
11 41 (1.65%) IBM
11 41 (1.65%) Talend
12 38 (1.53%) Apple
13 36 (1.45%) Cognos
14 21 (0.85%) Splunk
15 19 (0.76%) Hitachi
16 17 (0.68%) YouTube
17 16 (0.64%) Adobe
18 15 (0.60%) Funding Circle
18 15 (0.60%) Revolut