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随着居民消费需求从 “有没有” 向 “好不好” 转变，消费升级的趋势日益明显，但供给体系的转型升级未能完全跟上需求变化的节奏，供需适配失衡问题较为突出。
User-Agent values, crawl from IP address blocks that are widely distributed
The best version is both: switch DMS to Parquet so the pipeline is resilient to whatever comes through, and still sanitize at the sync boundary so the stored data is clean. Each layer handles what it owns.