nchammas opened a new pull request, #45374:
URL: https://github.com/apache/spark/pull/45374

   ### What changes were proposed in this pull request?
   
   Add a new section to the SQL performance tuning page on statistics.
   
   Tweak some related documentation relevant to this new section.
   
   ### Why are the changes needed?
   
   Statistics are a basic and critical part of how Spark optimizes queries and 
achieves high performance. Yet, they receive no discussion in our performance 
tuning guide.
   
   ### Does this PR introduce _any_ user-facing change?
   
   Yes, new user-facing documentation.
   
   <img width="500" 
src="https://github.com/apache/spark/assets/1039369/621e1c85-482e-42a0-baad-44e0b11aa172";
 />
   
   ### How was this patch tested?
   
   Built and reviewed the docs locally.
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   No.


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