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90% of what those libraries implement should be provided by a logging service. Logging services are an isolated process providing the same functionality for all kinds of different services. They're far more widely used than a third party library for a specific language ecosystem.
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For system administration, each server application bringing their own logging infrastructure as a library would be pretty terrible. java.util.logging grabs class/method name for you, has a lambda syntax for lazy evaluation and structured exceptions / formatting if you want it.
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If you need high throughput by avoiding fetching class/method name or doing the string formatting you can make log records yourself. If only that library had been around from the beginning so the third party ones could just be separate frontends and backends for the same thing.