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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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java.util.logging is missing some convenience methods and needs to be configured to use system logging in a structured way rather than stderr. A tiny third party library setting that up nicely would be nice. It's so weird the Java ecosystem has such a mess for logging instead.
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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.