Seerfar Ozon Product Report Search
This skill searches the Seerfar Ozon product database and filters products by rich performance metrics — monthly sales, revenue, growth, cart/order conversion, price, rating, reviews, brand, seller, fulfillment model, listing age, gross margin, and more. Each returned row is a full product-report record, making this the starting point for Ozon product selection (product selection), competitor product analysis, best-seller mining, and price/conversion-band screening.
Core Concepts
Unit of data is the product, not the keyword: this endpoint returns product-level rows (one per SKU), each enriched with full report metrics. You discover which products match your criteria — unlike the market-keyword endpoint, which returns search terms.
This is a product screener / product report: filter the Ozon product database by metric ranges ({min, max}), not only by keyword/brand/seller. Stack a high monthlySales floor with a low price ceiling to surface affordable high-volume products, or qualify conversion quality with a high convToCartPdp floor and a low returnCancellationRate ceiling; sort by sales DESC to mine best-sellers.
Unified vs raw duplicate fields: the response carries six alias pairs that hold the same value under two keys — sku/productId, sales/monthlySalesUnits, revenue/monthlySalesRevenue, reviewRating/rating, brandName/brand, productUrl/productPageUrl. Read either; do not expect them to differ.
Date semantics: searchDate selects the data month. Pass 2026-04-01 for March 2026 data; omit it for the last 30 days. Sales/revenue figures are relative to the selected period.
data and products are identical: both top-level arrays carry the same product rows. total is the total matching count (e.g. ~27.8M with no filter, 1 when filtering to a single SKU).
Ozon only: sourceType is fixed to ozon. fulfillment values are OZON, FBO, FBS, RFBS, FBP.
Parameters
| Parameter |
Type |
Required |
Description |
| page |
object |
yes |
Pagination + sort: {page, pageSize, orders[]}. page from 1 (default 1), pageSize default 20. orders[] = {field, direction} with direction DESC/ASC. |
| skus |
array |
no |
SKU list to restrict to (max 10). |
| keywords |
array |
no |
Keyword list to filter product titles. |
| categoryIds |
array |
no |
Seerfar category ID list. |
| sellerName |
array |
no |
Seller name list. |
| brand |
object |
no |
{brandName: array<string>, type: int}. type: 0 include, 1 exclude, 2 no brand. |
| fulfillment |
array |
no |
Fulfillment filter: OZON/FBO/FBS/RFBS/FBP. |
| labels |
array |
no |
Badge filter: 0 new, 1 authentic, 2 best-seller. |
| creationDate |
integer |
no |
Listing-age filter (months): 1/3/6/12/24. |
| variationsMerge |
integer |
no |
Merge variants: 0 no, 1 yes. |
| searchDate |
string |
no |
Data date yyyy-MM-dd; default last 30 days. 2026-04-01 → March 2026. |
| tag |
string |
no |
Tag word. |
| monthlySales |
{min,max} |
no |
Monthly sales range. |
| monthlySalesRate |
{min,max} |
no |
Sales growth-rate range (filters salesRate). |
| monthlyRevenue |
{min,max} |
no |
Monthly revenue range. |
| price |
{min,max} |
no |
Price range (RUB). |
| convToCartPdp |
{min,max} |
no |
Cart conversion rate range. |
| reviewRating |
{min,max} |
no |
Rating range. |
| reviewCount |
{min,max} |
no |
Review count range. |
| questionsAndAnswers |
{min,max} |
no |
Q&A count range. |
| variants |
{min,max} |
no |
Variant count range. |
| drr |
{min,max} |
no |
Ad-cost share range. |
| grossMargin |
{min,max} |
no |
Gross margin range. |
| returnCancellationRate |
{min,max} |
no |
Return/cancellation rate range. |
| weight |
{min,max} |
no |
Weight range (g). |
| volume |
{min,max} |
no |
Volume range (L). |
| uId / memberId |
string |
no |
User / member ID (data attribution). |
All range filters are {min, max} objects; supply either or both bounds. Only page is required.
Calling the Tool
- API Endpoint:
/seerfar/ozon/productReportSearch (full parameters/responses/error codes in references/api.md)
- Python Script:
python scripts/ozon_product_report_search.py '<JSON params>' [--inline]
- Cost constraint: This tool consumes credits. Within the same session and same parameter combination, it defaults to a single call with a 24-hour local cache. Do not automatically retry with different keywords, pagination, or parameters on failure/empty results. Inform the user of additional credit consumption before continuing retrieval.
Output strategy (script default behavior):
- Always write the full response to
<cwd>/nexscope/<YYYY-MM-DD>/<session>/data/ecommerce-ozon-product-report-search-<timestamp>.json (<cwd> is the working directory when the script executes, which in Claude Code is the current project directory; <session> is taken from the SESSION_ID environment variable, automatically grouped by user task; do not write to /tmp; error if the current directory is not writable)
- Response body <= 8 KB: write to disk then print full JSON to stdout
- Response body > 8 KB: write to disk then print only a summary to stdout (top-level fields, common counts like
total/costToken, length of the largest list field + first 3 samples)
- Add
--inline to force full output to stdout (still writes to disk)
Reading data: Check the summary first to determine if it is sufficient. When specific fields are needed, use jq or ConvertFrom-Json to extract from the saved JSON file as needed, avoiding loading the entire JSON into context.
Authentication & Credits
If you encounter authentication or credit issues:
Error conditions
- API Key not configured: The
NEXSCOPE_API_KEY environment variable is not set.
- HTTP 401 or 402 status code
- Insufficient credits/balance: Response message indicates credit balance exhausted, quota exceeded, subscription expired, or recharge required.
Resolution steps
- Set the
NEXSCOPE_API_KEY environment variable with a valid API key.
- If credits are insufficient, visit https://www.nexscope.ai/pricing?co-from=skillNS to top up your balance.
- For onboarding and setup guidance, refer to https://www.nexscope.ai/help/skills-external-access?co-from=skillNS
Usage Examples
1. Top sellers right now (sort by sales)
{"page": {"page": 1, "pageSize": 10, "orders": [{"field": "sales", "direction": "DESC"}]}}
2. Blue-ocean products — high sales, low price band
{"page": {"page": 1, "pageSize": 20, "orders": [{"field": "sales", "direction": "DESC"}]}, "monthlySales": {"min": 5000}, "price": {"max": 500}}
3. Best-sellers in a category, FBO fulfillment
{"page": {"page": 1, "pageSize": 20, "orders": [{"field": "revenue", "direction": "DESC"}]}, "categoryIds": ["15621031_200000933_93182"], "fulfillment": ["FBO"], "labels": [2]}
4. New listings from the last 30 days, sorted by growth
{"page": {"page": 1, "pageSize": 20, "orders": [{"field": "salesRate", "direction": "DESC"}]}, "creationDate": 1}
5. Look up specific SKUs
{"page": {"page": 1, "pageSize": 10}, "skus": [2107989735]}
How to Build Queries
- Lead with
page.orders: the dataset is huge (tens of millions of products) — always sort by the metric you care about (sales DESC for best-sellers, salesRate DESC for rising products, price ASC for cheap volume, reviewRating DESC for well-reviewed).
- Stack range filters to find opportunities: combine a
monthlySales floor with a price ceiling, or a convToCartPdp floor with a low returnCancellationRate, to qualify demand-vs-risk.
- Scope with
categoryIds / brand / sellerName: narrow to a niche before sorting, so the top rows are relevant.
- Use
creationDate + labels for fresh demand: creationDate: 1 (new listings) paired with labels: [2] (best-seller badge) finds breakout products.
- Pick the right
searchDate: omit for current trends (last 30 days); pass an explicit date for month-over-month comparison.
Display Rules
- Present data only: show product metrics in a clear table without subjective advice.
- Lead with product columns:
title, sku, price (₽), sales, revenue, rating, reviewCount, then brand / sellerName / fulfillment.
- Currency:
price/revenue/missedRevenue are in Russian rubles (₽); show the currency so scale is not misread.
- Unified/raw aliases: prefer the unified fields (
productId, monthlySalesUnits, monthlySalesRevenue, rating, brand, productPageUrl) or note they equal the raw ones — do not present both as if independent.
- Large result sets: when
total is large, show the top rows and remind the user they can persist the full response via the large-response pattern below, or page further with page.page.
- Error handling: when
code is not 200 (or errcode is not 200), explain the reason from msg / errmsg and suggest adjusting filters or retrying (rate-limit 1003).
Important Limitations
page is required: a payload without page is rejected.
skus cap: at most 10 SKUs per request.
- Category IDs are opaque:
categoryIds requires Seerfar category IDs (from a category search), not human-readable names.
- Duplicate alias pairs: six fields are duplicated under raw + unified keys (see Core Concepts) — same value, two keys.
total is the full match count: with no filter it can reach tens of millions; always sort and page rather than iterating blindly.
- Rate limiting:
errcode 1003 ("request too frequent, please retry later") means throttle — wait and retry rather than lowering pageSize.
- Sort fields: valid
orders[].field values are the response metric fields (e.g. sales, revenue, price, reviewRating, reviewCount, salesRate); the columns array marks which are sortable.
User Expression & Scenario Quick Reference
Applicable — Ozon product-level screening:
| User Says |
Scenario |
| "Ozon product selection / filter by sales & revenue" |
Product screener (range filters + sort) |
| "Ozon best-selling / hot products" |
Best-seller mining (labels:[2] or sort sales DESC) |
| "Ozon rising products / new bestsellers" |
Rising/new products (creationDate:1, sort salesRate DESC) |
| "Ozon high-conversion, low-return products" |
Conversion-quality screen (convToCartPdp min, returnCancellationRate max) |
| "Ozon brand/seller product performance" |
Brand/seller filter + sort |
| "Check report for these SKUs" |
skus lookup |
Not applicable — Needs beyond product-level reports:
- Keyword market data (search terms, search volume) → market-keyword-search.
- Keyword expansion around a seed term → keyword-mining.
- A specific shop's full catalog → shop-search.
- A category's products with category-level aggregates → category-search.
- Reverse keyword lookup for a product → keyword-back-search.
- Non-Ozon marketplaces → not covered here.
Boundary judgment: if the user wants to screen Ozon products by metrics and read product-level report rows, start here. If they want keyword-level market data, a single shop's catalog, or a category aggregate, route to the corresponding Seerfar Ozon data source.
1---2name: ecommerce-ozon-product-report-search3description: Search and filter Ozon marketplace product reports by category, brand, seller, sales, revenue, price, rating, stock, and related metrics. Use for product research, competitor analysis, assortment planning, or opportunity screening.4---56# Seerfar Ozon Product Report Search78This skill searches the Seerfar Ozon product database and filters products by rich performance metrics — monthly sales, revenue, growth, cart/order conversion, price, rating, reviews, brand, seller, fulfillment model, listing age, gross margin, and more. Each returned row is a full product-report record, making this the starting point for Ozon product selection (product selection), competitor product analysis, best-seller mining, and price/conversion-band screening.910## Core Concepts1112**Unit of data is the product, not the keyword**: this endpoint returns product-level rows (one per SKU), each enriched with full report metrics. You discover *which products* match your criteria — unlike the market-keyword endpoint, which returns search terms.1314**This is a product screener / product report**: filter the Ozon product database by metric ranges (`{min, max}`), not only by keyword/brand/seller. Stack a high `monthlySales` floor with a low `price` ceiling to surface affordable high-volume products, or qualify conversion quality with a high `convToCartPdp` floor and a low `returnCancellationRate` ceiling; sort by `sales` DESC to mine best-sellers.1516**Unified vs raw duplicate fields**: the response carries six alias pairs that hold the same value under two keys — `sku`/`productId`, `sales`/`monthlySalesUnits`, `revenue`/`monthlySalesRevenue`, `reviewRating`/`rating`, `brandName`/`brand`, `productUrl`/`productPageUrl`. Read either; do not expect them to differ.1718**Date semantics**: `searchDate` selects the data month. Pass `2026-04-01` for March 2026 data; omit it for the last 30 days. Sales/revenue figures are relative to the selected period.1920**`data` and `products` are identical**: both top-level arrays carry the same product rows. `total` is the total matching count (e.g. ~27.8M with no filter, 1 when filtering to a single SKU).2122**Ozon only**: `sourceType` is fixed to `ozon`. `fulfillment` values are `OZON`, `FBO`, `FBS`, `RFBS`, `FBP`.2324## Parameters2526| Parameter | Type | Required | Description |27|-----------|------|----------|-------------|28| page | object | yes | Pagination + sort: `{page, pageSize, orders[]}`. `page` from 1 (default 1), `pageSize` default 20. `orders[]` = `{field, direction}` with `direction` `DESC`/`ASC`. |29| skus | array<int> | no | SKU list to restrict to (max 10). |30| keywords | array<string> | no | Keyword list to filter product titles. |31| categoryIds | array<string> | no | Seerfar category ID list. |32| sellerName | array<string> | no | Seller name list. |33| brand | object | no | `{brandName: array<string>, type: int}`. `type`: `0` include, `1` exclude, `2` no brand. |34| fulfillment | array<string> | no | Fulfillment filter: `OZON`/`FBO`/`FBS`/`RFBS`/`FBP`. |35| labels | array<int> | no | Badge filter: `0` new, `1` authentic, `2` best-seller. |36| creationDate | integer | no | Listing-age filter (months): `1`/`3`/`6`/`12`/`24`. |37| variationsMerge | integer | no | Merge variants: `0` no, `1` yes. |38| searchDate | string | no | Data date `yyyy-MM-dd`; default last 30 days. `2026-04-01` → March 2026. |39| tag | string | no | Tag word. |40| monthlySales | {min,max} | no | Monthly sales range. |41| monthlySalesRate | {min,max} | no | Sales growth-rate range (filters `salesRate`). |42| monthlyRevenue | {min,max} | no | Monthly revenue range. |43| price | {min,max} | no | Price range (RUB). |44| convToCartPdp | {min,max} | no | Cart conversion rate range. |45| reviewRating | {min,max} | no | Rating range. |46| reviewCount | {min,max} | no | Review count range. |47| questionsAndAnswers | {min,max} | no | Q&A count range. |48| variants | {min,max} | no | Variant count range. |49| drr | {min,max} | no | Ad-cost share range. |50| grossMargin | {min,max} | no | Gross margin range. |51| returnCancellationRate | {min,max} | no | Return/cancellation rate range. |52| weight | {min,max} | no | Weight range (g). |53| volume | {min,max} | no | Volume range (L). |54| uId / memberId | string | no | User / member ID (data attribution). |5556All range filters are `{min, max}` objects; supply either or both bounds. Only `page` is required.5758## Calling the Tool5960- **API Endpoint**: `/seerfar/ozon/productReportSearch` (full parameters/responses/error codes in `references/api.md`)61- **Python Script**: `python scripts/ozon_product_report_search.py '<JSON params>' [--inline]`62- **Cost constraint**: This tool consumes credits. Within the same session and same parameter combination, it defaults to a single call with a 24-hour local cache. Do not automatically retry with different keywords, pagination, or parameters on failure/empty results. Inform the user of additional credit consumption before continuing retrieval.6364**Output strategy (script default behavior)**:65- **Always** write the full response to `<cwd>/nexscope/<YYYY-MM-DD>/<session>/data/ecommerce-ozon-product-report-search-<timestamp>.json` (`<cwd>` is the working directory when the script executes, which in Claude Code is the current project directory; `<session>` is taken from the `SESSION_ID` environment variable, automatically grouped by user task; **do not write to /tmp**; error if the current directory is not writable)66- Response body <= 8 KB: write to disk then print full JSON to stdout67- Response body > 8 KB: write to disk then print only a summary to stdout (top-level fields, common counts like `total`/`costToken`, length of the largest list field + first 3 samples)68- Add `--inline` to force full output to stdout (still writes to disk)6970**Reading data**: Check the summary first to determine if it is sufficient. When specific fields are needed, use `jq` or `ConvertFrom-Json` to extract from the saved JSON file as needed, avoiding loading the entire JSON into context.71## Authentication & Credits7273If you encounter authentication or credit issues:7475### Error conditions76- **API Key not configured**: The `NEXSCOPE_API_KEY` environment variable is not set.77- **HTTP 401 or 402 status code**78- **Insufficient credits/balance**: Response message indicates credit balance exhausted, quota exceeded, subscription expired, or recharge required.7980### Resolution steps811. Set the `NEXSCOPE_API_KEY` environment variable with a valid API key.822. If credits are insufficient, visit https://www.nexscope.ai/pricing?co-from=skillNS to top up your balance.833. For onboarding and setup guidance, refer to https://www.nexscope.ai/help/skills-external-access?co-from=skillNS84## Usage Examples8586**1. Top sellers right now (sort by sales)**87```json88{"page": {"page": 1, "pageSize": 10, "orders": [{"field": "sales", "direction": "DESC"}]}}89```9091**2. Blue-ocean products — high sales, low price band**92```json93{"page": {"page": 1, "pageSize": 20, "orders": [{"field": "sales", "direction": "DESC"}]}, "monthlySales": {"min": 5000}, "price": {"max": 500}}94```9596**3. Best-sellers in a category, FBO fulfillment**97```json98{"page": {"page": 1, "pageSize": 20, "orders": [{"field": "revenue", "direction": "DESC"}]}, "categoryIds": ["15621031_200000933_93182"], "fulfillment": ["FBO"], "labels": [2]}99```100101**4. New listings from the last 30 days, sorted by growth**102```json103{"page": {"page": 1, "pageSize": 20, "orders": [{"field": "salesRate", "direction": "DESC"}]}, "creationDate": 1}104```105106**5. Look up specific SKUs**107```json108{"page": {"page": 1, "pageSize": 10}, "skus": [2107989735]}109```110111## How to Build Queries1121131. **Lead with `page.orders`**: the dataset is huge (tens of millions of products) — always sort by the metric you care about (`sales` DESC for best-sellers, `salesRate` DESC for rising products, `price` ASC for cheap volume, `reviewRating` DESC for well-reviewed).1142. **Stack range filters to find opportunities**: combine a `monthlySales` floor with a `price` ceiling, or a `convToCartPdp` floor with a low `returnCancellationRate`, to qualify demand-vs-risk.1153. **Scope with `categoryIds` / `brand` / `sellerName`**: narrow to a niche before sorting, so the top rows are relevant.1164. **Use `creationDate` + `labels` for fresh demand**: `creationDate: 1` (new listings) paired with `labels: [2]` (best-seller badge) finds breakout products.1175. **Pick the right `searchDate`**: omit for current trends (last 30 days); pass an explicit date for month-over-month comparison.118119## Display Rules1201211. **Present data only**: show product metrics in a clear table without subjective advice.1222. **Lead with product columns**: `title`, `sku`, `price` (₽), `sales`, `revenue`, `rating`, `reviewCount`, then `brand` / `sellerName` / `fulfillment`.1233. **Currency**: `price`/`revenue`/`missedRevenue` are in Russian rubles (₽); show the currency so scale is not misread.1244. **Unified/raw aliases**: prefer the unified fields (`productId`, `monthlySalesUnits`, `monthlySalesRevenue`, `rating`, `brand`, `productPageUrl`) or note they equal the raw ones — do not present both as if independent.1255. **Large result sets**: when `total` is large, show the top rows and remind the user they can persist the full response via the large-response pattern below, or page further with `page.page`.1266. **Error handling**: when `code` is not `200` (or `errcode` is not `200`), explain the reason from `msg` / `errmsg` and suggest adjusting filters or retrying (rate-limit `1003`).127128## Important Limitations129130- **`page` is required**: a payload without `page` is rejected.131- **`skus` cap**: at most 10 SKUs per request.132- **Category IDs are opaque**: `categoryIds` requires Seerfar category IDs (from a category search), not human-readable names.133- **Duplicate alias pairs**: six fields are duplicated under raw + unified keys (see Core Concepts) — same value, two keys.134- **`total` is the full match count**: with no filter it can reach tens of millions; always sort and page rather than iterating blindly.135- **Rate limiting**: `errcode 1003` ("request too frequent, please retry later") means throttle — wait and retry rather than lowering `pageSize`.136- **Sort fields**: valid `orders[].field` values are the response metric fields (e.g. `sales`, `revenue`, `price`, `reviewRating`, `reviewCount`, `salesRate`); the `columns` array marks which are sortable.137138## User Expression & Scenario Quick Reference139140**Applicable** — Ozon product-level screening:141142| User Says | Scenario |143|-----------|----------|144| "Ozon product selection / filter by sales & revenue" | Product screener (range filters + sort) |145| "Ozon best-selling / hot products" | Best-seller mining (`labels:[2]` or sort `sales` DESC) |146| "Ozon rising products / new bestsellers" | Rising/new products (`creationDate:1`, sort `salesRate` DESC) |147| "Ozon high-conversion, low-return products" | Conversion-quality screen (`convToCartPdp` min, `returnCancellationRate` max) |148| "Ozon brand/seller product performance" | Brand/seller filter + sort |149| "Check report for these SKUs" | `skus` lookup |150151**Not applicable** — Needs beyond product-level reports:152- Keyword market data (search terms, search volume) → market-keyword-search.153- Keyword expansion around a seed term → keyword-mining.154- A specific shop's full catalog → shop-search.155- A category's products with category-level aggregates → category-search.156- Reverse keyword lookup for a product → keyword-back-search.157- Non-Ozon marketplaces → not covered here.158159**Boundary judgment**: if the user wants to **screen Ozon products by metrics and read product-level report rows**, start here. If they want keyword-level market data, a single shop's catalog, or a category aggregate, route to the corresponding Seerfar Ozon data source.