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Figured out the issue - Hopefully this might help others who experience same issue.

Right after it initializes the logger, the app calls out to the database. In our case we had a dual stack network where DNS would return both IPv6 and IPv4 but would first try IPv6. IPv6 had a black hole which resulted in database connectivity hanging on a socket that would't resolve for around 2 minutes.

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Answer selected by virgofx
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