kalodata

KaloData TikTok Shop analytics (kalo)

TikTok Shop e-commerce analytics from KaloData — rankings and details for products, shops, creators, videos, livestreams and categories.

Run

The CLI ships inside this skill (scripts/kalo.py, Python 3.11+ stdlib only — nothing to install):

python3 <this-skill-dir>/scripts/kalo.py product rank --region US

All examples below write kalo as shorthand for python3 <this-skill-dir>/scripts/kalo.py.

Output is TOON (token-oriented) on stdout; add --json to any command for raw JSON. Errors are structured on stdout with actionable help: lines. Exit codes: 0 ok, 1 error, 2 usage.

Setup — check this before the first query

Every command needs a KaloData API key (sent as the secret-key header). Before the first query of a session run kalo config and look at api_key. If it says missing, stop — don't guess a key and don't retry the query. Walk the user through these three steps and wait:

1. Get a key — sign in at https://www.kalodata.com/open-center/account and click generate key. No account yet? Register at https://www.kalodata.com/open-center/home first. If they already call the KaloData API on credit-based billing, that same key works here — no new key needed.

2. Save it — kalo config set --key <API_KEY> (stored in ~/.config/kalodata/config.toml, mode 0600), or set KALODATA_API_KEY in the environment.

3. Credits — every query spends KaloData credits. Measured costs per call:

   call	credits
   any rank or detail lookup	0.2
   product images	0.01
   creator images	0.1
   product specs	0.1
   video url	0.5
   product comments (only when the upstream cache refreshes)	1
   credit balance, credit logs	free

   Costs were measured against production; rank/detail lookups bill 0.2 flat under this skill's source-type: SKILL header. A playbook fans out into many calls, so it lands at 1–2 credits. kalo credit shows the remaining balance; top up at https://www.kalodata.com/pricing.

Once the key is set, mention the credit cost when a request would fan out into many calls (a playbook, or dozens of detail lookups), so the spend isn't a surprise.

Commands

command	what
kalo product rank	top products; --category --keyword --price --launch --shop --creator
kalo product detail <id...>	price range, shop id, revenue trend, product description
kalo product comments <id...>	review insight: pain points, positives, usage scenarios (1 credit per refresh)
kalo product specs <id...>	selling points (highlights) and spec attributes; --lang zh-CN translates
kalo product images <id...>	product gallery image URLs
kalo shop rank	top shops; --type BRAND|RETAILER --keyword
kalo shop detail <id...>	revenue split, top product ids
kalo creator rank	top creators; --followers --engagement --product
kalo creator detail <id|@handle...>	contact email/handle, GPM, trend; handle match is fuzzy — verify the returned creator_handle
kalo creator images <id...>	avatar URLs, up to 100 creator ids
kalo video rank	top shoppable videos; --product --creator --keyword --ai
kalo video detail <id...>	full video metrics + trend
kalo video url <id...>	playable mp4 URLs
kalo live rank	top livestreams; --keyword
kalo live detail <id...>	viewers, GPM, top product ids
kalo category rank	top categories; --level 1|2|3
kalo category detail <id...>	category revenue split + trend
kalo category search <kw>	resolve category ids by keyword
kalo credit	remaining credit balance for this key
kalo credit logs	what credits were spent on; --range --type --page
kalo config	show/set credentials and defaults

Conventions

• All list commands take --region --range --page (1-5) --limit (5-100) --sort --asc --fields --json
• Regions: US GB ID TH VN PH MY SG JP MX DE IT FR ES BR; ranges like last7Day, last30Day, yyyy-MM, or yyyy-MM-dd~yyyy-MM-dd
• Numeric ranges are "min-max" with both ends numeric, e.g. --revenue 1000-50000
• Add --images on product/shop rank or product detail to include image URLs; creator avatars come from kalo creator images (creator rank has no image column)
• Signed media URLs (product images, creator images, video url) expire about 5 minutes after the call — hand them to the user or download them now, never cache them
• Run kalo <command> --help for per-command flags and examples

Typical flows

• Trending research: kalo product rank --region US --range last7Day → kalo product detail <id> → kalo video rank --product <id>
• Creator scouting: kalo creator rank --category <id> --followers 10000-1000000 → kalo creator detail <id> (has contact email)
• Category drilldown: kalo category search "beauty" → kalo category detail <id> → kalo shop rank --category <id>

Playbooks

For complex analysis — product/creator diagnosis, category sourcing research, creator recommendation, viral-video methodology, shot-by-shot script writing — read references/playbooks.md first and follow its mandatory steps (always benchmark against same-category / same-price-band / same-follower-tier peers before drawing conclusions).