监测公开旅游市场同时保留数据源不确定性。
针对公开价格、可用性、列表、班次和评论信号构建数据源特定工作流,并保留市场、日期、货币和来源上下文。
WORKFLOWS
围绕真实业务问题构建可验证的数据工作流。
从明确的数据源、Schema、新鲜度和验收标准开始,而不是从夸大的通用成功率开始。
Rate monitoring
Observe selected public hotel or travel rates with date, occupancy, currency, market, and source context.
Availability research
Track public availability signals for a bounded set of properties, routes, or dates.
Review intelligence
Collect and structure public review content for source-linked analytical workflows.
METHOD
把范围、采集、结构化、验证和交付分成可检查步骤。
每一步都保留上下文与失败状态,便于复核和持续改进。
Define
Choose approved sources, routes/properties, dates, occupancy, market, currency, and cadence.
Acquire
Collect public source observations using the appropriate bounded path.
Normalize
Map rates, fees, availability, and labels into an explicit schema.
Validate
Check query context, freshness, currency, completeness, and acquisition state.
Compare
Deliver accepted observations into rate, availability, and market-intelligence workflows.
QUALITY
用证据衡量质量,而不是用一个通用百分比。
当有带日期和样本范围的基准证据时,再发布对应质量指标;否则明确保留不确定性。
Query context
Dates, occupancy, locale, currency, and market belong in the record.
Freshness
Keep collection time visible because travel prices and inventory can change quickly.
Source-level coverage
Measure coverage and validation per source rather than hiding gaps in a global percentage.
从一个可测量的试点开始。
明确数据源、Schema、频率和验收标准,再根据真实结果扩大范围。