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      <title>How to Find the Errors That Matter in a Log of 63 Thousand Lines</title>
      <link>https://abbreviatory.com/how-to-find-the-errors-that-matter-in-a-log-of-63-thousand-lines/</link>
      <pubDate>Mon, 19 Oct 2026 00:00:00 +0000</pubDate>
      
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      <description>Something went wrong overnight and the service log is 5.6 MB: 63,369 lines. Most of them are cache hits and request logs. Somewhere in there are the errors, each one repeated hundreds of times with a different order number or request ID, so even grep ERROR gives back 4,313 lines. Reading those by hand, or pasting them into a chat with a coding agent, is how an hour disappears.
The log in this example is the generated application log from our test fixtures: Java exceptions with stack traces, Python tracebacks, a Go panic, database errors, in the proportions a busy service produces them.</description>
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