X / Twitter Thread API

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        "text": "Spent the last 6 months building a data pipeline that normalizes 40 scraper APIs into one schema. Here is what broke, and what I would do differently. A thread.",
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        "text": "First lesson: every provider's error format is different. We ended up writing a translation layer just to know whether a failure meant retry, or never retry.",
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        "text": "Second lesson: pagination cursors are never portable across providers. We had to build our own cursor abstraction to keep client code simple.",
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