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Aspera - Data Quality, Data Management - Coggle Diagram
Aspera - Data Quality, Data Management
Promote SmartCollect Hub
What does a SAM Manager need from their data?
What are they trying to solve?
Completeness
Verification
Normalising multiple sources
Knowing which sources are best for which data points
e.g. CPU from vCenter
Usage from a portal
Give a practical example of the multi-layered approach
Metrics
Time
Age
Verifible - multiple sources (e.g. vCenter and the VM-based agent)
What does great data enable them to do
How do you measure data quality
KPIs
Time
How often are you refreshing
Authenticity of data
Reliability of data source
Finding the Truth
Bring in ISO 19770-1 - Trustworthy Data
Prioritising data sources for certain data items
Using AI to determine which sources are the best
Dynamic vs manual rulesets
Talk about the difficulty of keeping up with changes in data quality manually
Other futures
Encouraging standardisation of API connections
Automated updates of products found but not yet in the recognition database
Data Mapping
Systems INtegration
Software / Hardware / Mobile / Cloud - what are the key datapoints & sources?
Oracle Metrics / Tealeaf - what if the only source of data is the application itself?
Understand that there are data owners (that aren't the ITAM team) - how do you assess their quality when you don't control the source?
Data quality is a journey, not a point in time - constant attention required
Extract/Transform/Load
Who is doing this webinar with me?
How do I trust my too?