Commerce analyst trend playbooks for MCP teams

Commerce analysts win when their weekly notes stay boring and reproducible. Trends MCP supports that discipline by returning the same fields each week so week over week diffs mean something.

What question does the playbook answer first?

Before arguing assortment changes, name whether demand is accelerating, flat, or decelerating on the channels that map to the SKU list. Amazon search captures marketplace intent. Google Shopping captures comparison heavy intent. TikTok captures cultural lift that sometimes leads retail by weeks.

How should a weekly loop be ordered?

Start with Amazon search Get Growth on the five hero queries leadership already tracks. Bring the identical window list into Google Shopping pulls for the same phrases. If short video merchandising matters for the category, add TikTok Get Trends on the hashtags merchants actually use, not generic one word tags unless those tags are the true demand unit.

When should live merchandising feeds enter the note?

Use Get Top Trends for Amazon Best Sellers categories when the team needs shelf level context the keyword list misses. Treat those feeds as snapshots with timestamps so nobody mistakes a leaderboard printout for a slow moving annual trend.

Where should analysts link for deeper method context?

Point teammates at E-commerce product research for the full workflow map and Amazon search trends for source specifics. If the debate shifts to category expansion, open category expansion trend research before proposing new SKUs.

What habits keep the playbook honest?

Keep a running appendix of keywords attempted, sources called, and error codes returned. Note when TikTok or Amazon returns sparse coverage. Those footnotes prevent confident slides built on thin rows.