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The fundamental laws of nature: eat, survive, reproduce. The fundamental laws of software: works in production, don't touch it again. Ever tried to recreate that weird bug that only happens in production but refuses to show up in your test environment? It's like trying to explain to your PM why something that worked yesterday suddenly doesn't—pure digital Darwinism. The code evolves to survive only in its native habitat, mocking our attempts to understand it. After 15 years of debugging, I've learned one truth: some bugs aren't meant to be reproduced, just documented with "fixed by unknown changes" and quietly closed.

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Content Virgin API Consumer JSON Fears HTML Limited to the what the API can do Has to identify himself even for read-only APIs API Provider takes away his endpoint 429 Too Many Requests Has to worry about quota Thinks that he is making his life easier begs his users for auth API keys data is 10 minutes behind has to verify his email, phone, driver's license, ssn, dna sample has to agree to Terms of Service and follow the the rules Tokens Chad third-party scraper follows no rules, doesn't agree to any terms of service Luminati scrapes so fast the backend crashes Se has no limitations can access any data he wancs entire industries are dedicated to stopping him website thinks his user agent is a phone Doesn't care about changes in policies Even Javascript can't stop him OR. pays laborers to solve captchas doesn't even have a phone number guests. can work anonymously parses HTML with regex MULLVAD SMSPVA 2Captcha his business is profitable Can do whatever he wants millions of engineer hours, still can't stop him from scraping promising career at high-frequency trading firm musc scrabes in his spare time