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When reviewing tracking data, look for patterns rather than obsessing over individual fluctuations. Is your visibility generally improving, declining, or stable? Which topics show stronger AI citation rates? Where are competitors consistently appearing instead of you? What queries used to show your content but no longer do? These patterns inform where to focus future optimization efforts and what's working well versus what needs adjustment.
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Create a robust Python script that, given a YouTube Channel ID, can scrape the YouTube Data API and store all video metadata in a SQLite database. The YOUTUBE_API_KEY is present in `.env`.