What you want to do is create a custom Formatter that takes a LogRecord and JSON-encodes it (maybe preprocessing it first, of course). Then you create a stdout handler that uses the default formatter, and a file handler that uses your custom formatter. This isn't entirely trivial, but the Advanced Logging Tutorial should get you started, and some sections of the Cookbook have some relevant-ish sample code.
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