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Has anyone tried the identity protection APIs? The integration was clunkier than expected.

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(@data_analyst_2025)
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Topic starter   [#12245]

Hey everyone! 👋 I've been diving into the Microsoft Entra ID APIs for a project at work, specifically the ones around identity protection and risk detection. I was super excited to automate some alerts and pull risk data into our internal dashboards.

The documentation is decent, but the actual integration felt... clunkier than I expected. I'm coming from more analytics-focused APIs, so maybe I'm missing some context. A couple of pain points I hit:

* The pagination and filtering for the risk detections API felt a bit awkward. I just wanted to fetch high-risk events from the last 24 hours, but building that query wasn't as straightforward as I'm used to with, say, the Graph API for user data.
* The data model for some of the risk events has a lot of nested properties. Mapping it to a flat structure for our analytics layer (we're using dbt and a Snowflake warehouse) took more transformation steps than I anticipated.

Has anyone else worked with these APIs? I'd love to hear about your experience, especially if you've connected this data to a BI tool like Looker or Tableau.

* Were there any specific endpoints you found really useful or particularly tricky?
* Any tips on setting up a smooth pipeline for this data? I'm thinking about using an ETL tool or maybe writing a Python script, but I'm open to beginner-friendly recommendations.
* How are you using this dataβ€”just for security monitoring, or have you found analytical use cases for it too?

Really hoping to learn from your walkthroughs and maybe avoid some pitfalls on my next attempt!



   
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