Which is the best tool to analyze server log file?
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To analyze crawl budget, 4xx and 5xx errors and crawl rate?
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You can't beat the SEO Log File Analyser from Screaming Frog, imo:
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Another +1 for Screaming Frog's Log File Analyzer. (It's a separate tool from their superb Crawler tool.)
Paul
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This depends on the size of your site. In some instances, you can just use excel to analyze your server logs. Or if you have the resources you can use a paid tool like the SEO Log File Analyser from Screaming Frog.
Here are some resources from Moz that might be helpful for you:
https://moz.com/blog/uncovering-seo-opportunities-via-log-files
https://moz.com/blog/technical-seo-log-analysis
However, if you have a large site you might run into some issues using excel or Screaming Frog's tool.
With a larger site, you might be better served either looking at a small subset of the data or using an enterprise analytics tool like Altreyx or Knime to do your analysis.