How to query JD.com product sales data
A reproducible method for querying JD.com sales data—starting with the decision, analytical grain, and comparison baseline rather than the tool.
Research · Analysis · Field notes
Signals from markets, data, and AI.
Original analysis, practical methods, and field notes from the team building data infrastructure for people and AI agents.
JD.com GMV, units, and ASP explained
The difficult part is not the formula—it is the denominator, aggregation level, and comparison scope. Here is a method for reading growth without mislabeling it.
How to connect JD.com sales data to an AI agent with MCP
MCP standardizes the connection; it does not guarantee a correct answer. This workflow covers secure access, tool discovery, bounded queries, and result verification.
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