Large Data Notes Guides • Benchmarks • Templates

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This site publishes short notes on large-scale data mining under real limits: storage and compute choices, checks, benchmarks, and reuse. Coverage also includes pipeline patterns, framing, twin builds, automation, and LLM systems when they help.

Learn by doing Step-by-step guides that end in a choice and a checklist.
formats cleaning pipelines
See proof Benchmarks, failures, fixes, and trade-offs.
runtime cost failure modes
Apply faster Templates and checklists for repeated data work.
checklists scripts reviews

What shows up here

  • How to store large data without waste
  • How to clean large files with limited memory
  • How to choose formats and processing methods
  • How to reduce cost while keeping results stable

What does not show up

  • News recycling
  • Long intros before the fix
  • Untested claims
  • Random topics without a clear outcome
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For a clear boundary on topics and writing style, see the scope page.

ScopeGuidesTools