dbt vs. Microsoft Exchange Online Archiving

The prerequisite is that you have a supported database/data warehouse and have already found a way to ingest your raw data. Then dbt is very well suited to manage your transformation logic if the people using it are familiar with SQL. If you want to benefit from bringing engineering practices to data, dbt is a great fit. It can bring CI/CD practices, version control, automated testing, documentation generation, etc. It is not so well suited if the people managing the transformation logic do not like to code (in SQL) but prefer graphical user interfaces.

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Microsoft has a variety of models and tiers available to choose from. Depending on the nature of your firm, you should seek the advice of a specialist. Also, if you're like most people and use Microsoft Office, ask about it. Having the ability to collaborate online while still saving your documents to SharePoint increases your overall productivity.

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• dbt supports version control through GIT, this allows teams to collaborate and track the data transformation logic.
• dbt allows us to build data models which helps to break complex transformation logic into simple and smaller logic.
• dbt is completely based on SQL which allows data analyst and data engineers to build the transformation logic.
• dbt can be easily integrated with snowflake.

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• Great granular-level management and backup of all Microsoft 365 mailboxes
• Content search and investigation of mailboxes without modifying a user's password (without the user knowing)

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• Field-level lineage (currently at table level)
• Documentation inheritance - if a field is documented the downstream field of the same name could inherit the doc info
• Adding python model support (in beta now)

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• Time to restore the mailings
• To change the characteristics of the archive I need to communicate with the administrator
• When the administrator eliminates the mail account it also eliminates the archives created

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dbt is very easy to use. Basically if you can write SQL, you will be able to use dbt to get what you need done. Of course more advanced users with more technical skills can do more things.

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I actually don't know what the alternative to dbt is. I'm sure one must exist other than more 'roll your own' options like Apache Airflow, say, bu tin terms of super easy managed/cloud data transforms, dbt really does seem to be THE tool to use. It's $50/month per dev, BUT there's a FREE version for 1 dev seat with no read-only access for anyone else, so you can always start with that and then buy yourself a seat later.

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The Microsoft Exchange Online Archiving tools are the best with multiple Cloud capabilities which enables the smooth running of all the data processing projects and securing entire business data and easy transfer of any data size across the Cloud services. Archiving functions are also the effective ones with great data analytical capability.

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• Simplified our BI layer for faster load times
• Increased the quality of data reaching our end users
• Makes complex transformations manageable

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• Is included with exchange online plans at no extra cost, so why not use it?
• Has helped solve some specific user requirements eg auto-delete emails older than a certain age, and auto move emails from certain folders after a period of time.

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