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Why Did My Monthly Instagram Reports Keep Breaking?

How do I deliver reliable monthly Instagram stats reports to freelance social media management clients when the script collecting the data keeps hitting rate limits or getting blocked?

  • Monthly Instagram reports face challenges with rate limits and blocks
  • Retries and proxy rotation don't ensure reliable data collection
  • Hosted APIs offer a cost-effective alternative to DIY scraping

Debugging the Brain: How Code-Tracing Exercises Enhance Algorithmic Problem-Solving Skills

Many programmers learn algorithms by reading solutions, nodding along, and moving on. The code looks clear, the logic seems obvious, and yet the same programmer often freezes when faced with a blank…

  • Code-tracing exercises help bridge gap between understanding and applying algorithms.
  • Tracing forces active reasoning, exposing mental model gaps and actual behavior differences.
  • Tracing reveals off-by-one errors, boundary issues, and contributes to recognizing patterns.

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