# Ceneo Reviews Scraper (`reviewscraper/ceneo-pl-product-reviews-scraper`) Actor

Scraper for ceneo.pl which allows you to download all reviews from any ceneo.pl product using ID of product or by using search with keywords

- **URL**: https://apify.com/reviewscraper/ceneo-pl-product-reviews-scraper.md
- **Developed by:** [Review Scraper](https://apify.com/reviewscraper) (community)
- **Categories:** E-commerce, Other
- **Stats:** 1 total users, 0 monthly users, 0.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $8.00 / 1,000 results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## Advanced Ceneo Reviews Scraper

A high-performance Playwright-based (headless Chromium) scraper for [Ceneo.pl](https://www.ceneo.pl/). Safely extracts comprehensive product reviews, ratings, timestamps, pros/cons, verified purchase transaction details, and key business metadata. It supports two operations: direct URL/ID entry or automated keyword-based discovery.

---

### ✨ Features

- 🔍 **Dual Extraction Modes**: Target specific products via ID/URL or discover items automatically using search phrases.
- 📄 **Smart Pagination**: Automatically crawls through all review pages seamlessly.
- 📅 **Date Filtering**: Limit extraction to reviews published after a specific date to optimize proxy data usage.
- ⚙️ **Flexible Sorting**: Supports 5 distinct sorting options (Newest, Oldest, Usefulness, Highest Rating, Lowest Rating).
- 🚀 **High Concurrency**: Utilizes multi-context parallel browser processing to scrape multiple products simultaneously.
- 🛡️ **Advanced Anti-Bot Bypass**: Smart asset blocking (CSS/Images), randomized human-like behavior, and proxy rotation.
- 📸 **Automated Debugging**: Captures UI screenshots into the Key-Value Store instantly upon detecting CAPTCHAs or blocks.

---

### 📥 Input Configuration

#### Scraping Mode

| Field | Type | Description | Default |
|------|-----|------|-----------|
| `mode` | `string` | `direct` – Input specific product IDs/URLs; `keyword` – Automatically search for products by phrase. | `direct` |

#### Mode: Direct IDs / URLs

| Field | Type | Description |
|------|-----|------|
| `direct_list` | `array` | A list of Ceneo product IDs (e.g., `179521260`) or full product URLs. One entry per line. |

**Example:**
```text
179521260
[https://www.ceneo.pl/179521260](https://www.ceneo.pl/179521260)
Mode: Keyword SearchFieldTypeDescriptionkeywords_listarrayA list of search phrases. The scraper will discover matching products and extract their reviews.Example:Plaintextsamsung s25
iphone 16 pro
Filters & LimitsFieldTypeDescriptionDefaultminDatestringOnly extract reviews published on or after this date (Format: YYYY-MM-DD). Leave blank for full history.""maxReviewsPerProductintegerMaximum number of reviews to extract from a single product page.100sortBystringReview display order: newest, oldest, usefulness, highest_rating, lowest_rating.newest💡 Pro Tip: Combining sortBy: newest with a minDate allows the scraper to exit gracefully early. The moment it hits a review older than your threshold, it stops loading further pages—saving your proxy budget.Advanced SettingsFieldTypeDescriptionDefaultmaxConcurrencyintegerMaximum number of parallel browser contexts. Recommended: 2–3 to optimize memory.2maxRequestsPerCrawlintegerGlobal HTTP request safety limit for the entire run.100proxyConfigurationobjectProxy server configuration. Required. Recommended: Apify Residential Proxy (PL).–📤 Output Data StructureDataset – Reviews (results)Each extracted review is saved as a structured JSON object inside the default dataset:JSON{
  "review_id": "8361234",
  "product_id": "179521260",
  "source_url": "[https://www.ceneo.pl/179521260;0160-1#tab=reviews](https://www.ceneo.pl/179521260;0160-1#tab=reviews)",
  "author": "jan****",
  "score": 5,
  "max_score": 5,
  "useful_votes": 12,
  "useless_votes": 1,
  "recommendation": "Polecam",
  "text": "Świetny produkt, bardzo dobra jakość wykonania...",
  "date_published": "2025-03-15 10:22:00",
  "date_usage": "2024-12-01 00:00:00",
  "pros": ["Dobra jakość", "Szybka dostawa"],
  "cons": ["Wysoka cena"],
  "purchase_details": {
    "shop": "x-kom.pl",
    "price": 3299.0
  }
}
FieldDescriptionreview_idUnique review identifier from Ceneo.product_idTarget Ceneo product ID.source_urlFull URL of the processed review page.authorAuthor's username (partially masked by Ceneo).scoreNumerical rating given by the user.max_scoreMaximum possible scale score (usually 5).useful_votesTotal upvotes marking the review as helpful.useless_votesTotal downvotes marking the review as unhelpful.recommendationUser sentiment status (e.g., "Polecam" / "Nie polecam").textCleaned text content of the review.date_publishedStandardized date and time when the review was published.date_usageDate indicating when the user purchased/used the item (if available).prosArray of advantages mentioned by the user.consArray of disadvantages mentioned by the user.purchase_details.shopVerified merchant/shop where the product was bought (Value-add feature!).purchase_details.priceExact transaction price of the item.Key-Value Store – Debug Screenshots (debugScreenshots)If the scraper encounters an unexpected UI state or a CAPTCHA challenge, it automatically saves a visual JPEG screenshot into the default Key-Value Store named as: BLOKADA_UI_{product_id}_str{page_number}.⚙️ Proxy RequirementsCeneo.pl enforces strict anti-bot mechanisms. A valid proxy configuration is mandatory.Highly Recommended: Use Apify Residential Proxies filtered to the country code: PL.If no proxy group is provided, the Actor will automatically attempt a fallback to available Polish residential layers.🔧 Performance & Tuning GuidelinesJob Size / ScenarioRecommended ConfigurationQuick Extraction (1–5 products)maxConcurrency: 2, maxRequestsPerCrawl: 50Medium Batch (10–20 products)maxConcurrency: 3, maxRequestsPerCrawl: 200Large Scale Data (50+ products)maxConcurrency: 3–5, maxRequestsPerCrawl: 500+⚠️ Note: Higher concurrency scales memory consumption and proxy data transfer. Avoid exceeding a value of 5 without prior isolated performance testing.🛠️ Need a Custom Scraper or Advanced Integration?Do you need data from a different website or a tailored enterprise workflow? I build custom, bulletproof web scrapers and Apify Actors optimized for speed and low proxy costs. Whether it is bypassing Cloudflare, dealing with complex AI agent integrations (x402/Skyfire), or syncing data directly into your CRM, Make.com, or custom APIs—I can deploy it for you.📩 Get in touch for custom data projects:Email: [Your Developer Email]Telegram / Discord: [Your Handle]

# Actor input Schema

## `mode` (type: `string`):

Select 'Direct' to scrape specific products by ID/URL, or 'Keyword' to discover products via search phrase.
## `direct_list` (type: `array`):

Enter Ceneo product IDs (e.g., 179521260) or full Ceneo URLs. One per line.
## `keywords_list` (type: `array`):

The search phrase used to automatically discover products and extract their reviews (Active only in 'keyword' mode).
## `minDate` (type: `string`):

Only extract reviews published after this date. Leave empty to pull the entire history.
## `maxReviewsPerProduct` (type: `integer`):

Limit of reviews to extract from a single product page.
## `sortBy` (type: `string`):

How Ceneo should sort the reviews. 'Newest' helps when using the date filter to stop scraping earlier.
## `maxConcurrency` (type: `integer`):

Maximum number of parallel browser contexts. Recommended: 2 or 3 to maintain healthy proxy usage and optimize memory.
## `maxRequestsPerCrawl` (type: `integer`):

Maximum total number of network requests performed globally to prevent over-usage.
## `proxyConfiguration` (type: `object`):

Select the proxy to use. Apify Residential Proxy is recommended for Ceneo to prevent blocking.

## Actor input object example

```json
{
  "mode": "direct",
  "direct_list": [
    "179521260"
  ],
  "keywords_list": [
    "samsung s25"
  ],
  "minDate": "2024-01-01",
  "maxReviewsPerProduct": 10,
  "sortBy": "newest",
  "maxConcurrency": 2,
  "maxRequestsPerCrawl": 200
}
````

# Actor output Schema

## `results` (type: `string`):

All collected product reviews from Ceneo.pl. Each item contains fields such as review\_id, product\_id, author, score, text, pros, cons, date\_published, and purchase\_details.

## `debugScreenshots` (type: `string`):

JPEG screenshots captured when the scraper detects a block or CAPTCHA page (keys prefixed with BLOKADA\_UI\_). Useful for diagnosing anti-bot issues.

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "direct_list": [
        "179521260"
    ],
    "keywords_list": [
        "samsung s25"
    ],
    "minDate": "2024-01-01"
};

// Run the Actor and wait for it to finish
const run = await client.actor("reviewscraper/ceneo-pl-product-reviews-scraper").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "direct_list": ["179521260"],
    "keywords_list": ["samsung s25"],
    "minDate": "2024-01-01",
}

# Run the Actor and wait for it to finish
run = client.actor("reviewscraper/ceneo-pl-product-reviews-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "direct_list": [
    "179521260"
  ],
  "keywords_list": [
    "samsung s25"
  ],
  "minDate": "2024-01-01"
}' |
apify call reviewscraper/ceneo-pl-product-reviews-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=reviewscraper/ceneo-pl-product-reviews-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Ceneo Reviews Scraper",
        "description": "Scraper for ceneo.pl which allows you to download all reviews from any ceneo.pl product using ID of product or by using search with keywords",
        "version": "0.0",
        "x-build-id": "6G151nXU2eyNkCgcI"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/reviewscraper~ceneo-pl-product-reviews-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-reviewscraper-ceneo-pl-product-reviews-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/reviewscraper~ceneo-pl-product-reviews-scraper/runs": {
            "post": {
                "operationId": "runs-sync-reviewscraper-ceneo-pl-product-reviews-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/reviewscraper~ceneo-pl-product-reviews-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-reviewscraper-ceneo-pl-product-reviews-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "required": [
                    "mode",
                    "proxyConfiguration"
                ],
                "properties": {
                    "mode": {
                        "title": "Scraping Mode",
                        "enum": [
                            "keyword",
                            "direct"
                        ],
                        "type": "string",
                        "description": "Select 'Direct' to scrape specific products by ID/URL, or 'Keyword' to discover products via search phrase.",
                        "default": "direct"
                    },
                    "direct_list": {
                        "title": "Product IDs or URLs",
                        "type": "array",
                        "description": "Enter Ceneo product IDs (e.g., 179521260) or full Ceneo URLs. One per line.",
                        "items": {
                            "type": "string"
                        },
                        "default": []
                    },
                    "keywords_list": {
                        "title": "Search Keyword",
                        "type": "array",
                        "description": "The search phrase used to automatically discover products and extract their reviews (Active only in 'keyword' mode).",
                        "items": {
                            "type": "string"
                        },
                        "default": []
                    },
                    "minDate": {
                        "title": "Scrape Reviews Since",
                        "type": "string",
                        "description": "Only extract reviews published after this date. Leave empty to pull the entire history.",
                        "default": ""
                    },
                    "maxReviewsPerProduct": {
                        "title": "Max Reviews per Product",
                        "type": "integer",
                        "description": "Limit of reviews to extract from a single product page.",
                        "default": 10
                    },
                    "sortBy": {
                        "title": "Sort Reviews By",
                        "enum": [
                            "newest",
                            "oldest",
                            "usefulness",
                            "highest_rating",
                            "lowest_rating"
                        ],
                        "type": "string",
                        "description": "How Ceneo should sort the reviews. 'Newest' helps when using the date filter to stop scraping earlier.",
                        "default": "newest"
                    },
                    "maxConcurrency": {
                        "title": "Max Concurrency",
                        "type": "integer",
                        "description": "Maximum number of parallel browser contexts. Recommended: 2 or 3 to maintain healthy proxy usage and optimize memory.",
                        "default": 2
                    },
                    "maxRequestsPerCrawl": {
                        "title": "Max Requests Per Crawl",
                        "type": "integer",
                        "description": "Maximum total number of network requests performed globally to prevent over-usage.",
                        "default": 200
                    },
                    "proxyConfiguration": {
                        "title": "Proxy Configuration",
                        "type": "object",
                        "description": "Select the proxy to use. Apify Residential Proxy is recommended for Ceneo to prevent blocking."
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
