PC Case Swap Uncovers Silent Data Gaps in Stock News Collection System

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A developer resolved a long-pending hardware issue by replacing a PC case that lacked space for two graphics cards, finally seating both cards properly in a split-compartment enclosure. Stress tests confirmed stable operation for both GPUs, with temperatures holding around 68°C under full load. While monitoring the hardware fix, the developer also discovered that a name-parsing bug had caused the two most-tracked large-cap stocks to register near-zero article counts for several weeks, despite raw headline data being intact. Fixing the bug allowed tens of thousands of previously collected articles to be remapped instantly without re-scraping. Additional fixes addressed a false access-block detection triggered by coincidental phrasing in article text, and an API concurrency issue that had silently dropped data for the highest-volume stocks.

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