# G2 Reviews Scraper — Ratings, Pros & Cons (`blackfalcondata/g2-reviews-scraper`) Actor

Scrape G2.com product review pages for star ratings, pros and cons, reviewer role, company size, and publish dates. Supports incremental monitoring so recurring runs return only new and updated reviews — fast, lightweight results ready for AI agents and no-code workflows.

- **URL**: https://apify.com/blackfalcondata/g2-reviews-scraper.md
- **Developed by:** [Black Falcon Data](https://apify.com/blackfalcondata) (community)
- **Categories:** Lead generation, Automation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.00 / 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/docs.md):

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

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

### What does G2 Reviews Scraper do?

G2 Reviews Scraper extracts structured product reviews from [g2.com](https://g2.com) — star rating, written pros and cons, reviewer role and company size, and publish date, one row per review. Point it at product slugs or review-page URLs, cap reviews per product, and run incrementally so recurring runs return only new and updated reviews.

**New to Apify?** [Sign up free](https://console.apify.com/sign-up?fpr=1h3gvi&fp_sid=ctaplain) and use the included $5 monthly platform credit to test this actor.

### Key features

<!-- KEY_FEATURES:START -->
- **🔗 Paste-mode** — paste any g2.com product or review-page URL straight from your browser, or supply bare product slugs directly — mix both freely in the same run; results dedupe by review ID.
- **📦 Compact mode** — compact mode — core fields only, ideal when you're feeding an LLM or building a comparison sheet across many companies.
- **🧹 Empty-field stripping** — drop null, empty-string, and empty-array fields from each record before push. Smaller payloads for AI agents and dashboards that already handle missing fields gracefully.
- **📌 Change classification** — each record carries a `changeType` of NEW / UPDATED / UNCHANGED / REAPPEARED / EXPIRED. Default emits NEW + UPDATED + REAPPEARED; opt into the others with `emitUnchanged` / `emitExpired`. REAPPEARED covers a review that drops out of the fetched window and later comes back (e.g. a temporarily hidden review reinstated by the source).
- **♻️ Incremental mode** — recurring runs emit only listings whose ratings, reviews, or metadata changed — track reputation movement over time without re-processing the universe. Saves 80–95% on monitoring runs.
- **📤 Export anywhere** — Download the dataset as JSON, CSV, or Excel from the Apify Console, or stream live via the Apify API and integrations (Make, Zapier, Google Sheets, n8n, …).
- **🔌 MCP connectors** — export your results into Notion via Apify's MCP connectors — a clean run-summary page, no glue code. Opt-in via the App connector field; deterministic field-mapping, no AI. Built on Apify's connector framework, so more destinations open up as their catalog grows.
- **🔔 Notifications** — Telegram, Slack, Discord, WhatsApp Cloud API, and generic webhook out of the box. Pair with incremental for daily new-listing alerts without pipeline glue.
<!-- KEY_FEATURES:END -->

### What data can you extract from g2.com?

Each result includes Core review fields (`reviewId`, `reviewUrl`, `portalUrl`, `productSlug`, `productName`, `reviewTitle`, `publishedAt`, and `rating`, and more), extended fields (`reviewerRole`), and company metadata (`companySize`). In standard mode, all fields are always present — unavailable data points are returned as `null`, never omitted. In compact mode, only core fields are returned.

### Input

Configure the actor through the input schema in Apify Console.

Key parameters:

- **`startUrls`** — Paste G2 product or review-page URLs, e.g. https://www.g2.com/products/apify or https://www.g2.com/products/apify/reviews. Each URL becomes one product. Required if no productSlugs provided. (default: `[]`)
- **`productSlugs`** — Bare G2 product slugs (the part after /products/ in the URL), e.g. "apify", "slack". Required if no startUrls provided. (default: `[]`)
- **`maxReviewsPerProduct`** — Maximum reviews to fetch per product (newest first). The source caps this at 5000 regardless of the value entered. (default: `500`)
- **`compact`** — Core fields only (for AI-agent/MCP workflows). (default: `false`)
- **`excludeEmptyFields`** — Drop null, empty-string, and empty-array fields from each record before push. Smaller payloads for AI agents and dashboards. (default: `false`)
- **`incrementalMode`** — Compare against previous run state. stateKey is optional — defaults to an identifier derived from the resolved product set so different product selections never share state. (default: `false`)
- **`stateKey`** — Optional. Stable identifier for the tracked product set. Leave empty to auto-generate from the resolved products.
- **`emitUnchanged`** — When Incremental Mode is on, also emit reviews that haven't changed since the last run (default: only NEW/UPDATED are emitted). (default: `false`)
- **`emitExpired`** — When Incremental Mode is on, also emit reviews that were previously tracked but no longer appear in the fetched window. (default: `false`)
- **`telegramToken`** — Telegram bot token (from @BotFather). Required for Telegram notifications.
- **`telegramChatId`** — Telegram chat or channel ID (e.g. "-100123456789"). Required when telegramToken is set.
- **`discordWebhookUrl`** — Discord incoming webhook URL. Server Settings → Integrations → Webhooks → New Webhook.
- ...and 10 more parameters

### Input examples

**Basic search** — Targeted run scoped to a specific productSlugs.

→ Full payload per result — all standard fields populated where the source provides them.

```json
{
  "productSlugs": [
    "apify"
  ]
}
````

**Incremental tracking** — Only emit reviews that changed since the previous run with this `stateKey`.

→ First run builds the baseline state. Subsequent runs emit only records that are new or whose tracked content changed. Set `emitUnchanged: true` to include unchanged records as well.

```json
{
  "productSlugs": [
    "apify"
  ],
  "incrementalMode": true,
  "stateKey": "g2-tracker"
}
```

**Compact output for AI agents** — Return only core fields for AI-agent and MCP workflows.

→ Small payload with the most important fields — ideal for piping into LLMs without token overhead.

```json
{
  "productSlugs": [
    "apify"
  ],
  "compact": true
}
```

### Output

Each run produces a dataset of structured review records. Results can be downloaded as JSON, CSV, or Excel from the Dataset tab in Apify Console.

### Example review record

```json
{
  "reviewId": "apify-review-13120226",
  "reviewUrl": "https://www.g2.com/products/apify/reviews/apify-review-13120226",
  "portalUrl": "https://www.g2.com/products/apify/reviews",
  "productSlug": "apify",
  "productName": "Apify",
  "reviewTitle": "Delivers What It Promises: Easy MCP Integration and Accessible Documentation",
  "publishedAt": "2026-07-16T20:53:23.000Z",
  "rating": 5,
  "reviewerName": "VISHAL R.",
  "reviewerRole": "User",
  "companySize": "Myself Only",
  "likeBest": "It just does whats promised, for using the actors, integrating over mcp, documentations for easy access and learning, all does its best, i would say actors publised few sometimes feel below average or...",
  "dislike": "The quality of actors are sometimes not that great, need to have better actors or support",
  "problemsSolved": "It solves the biggest headache of automation of scrapping datas from various sites, i am using actors to scrap job postings and find postings to apply as im searching phase",
  "source": "g2.com",
  "contentHash": "3bbeed2778b252640e78286b861be4b34de40126808f29bfa5a53467d717b8f6",
  "scrapedAt": "2026-07-17T17:58:24.885Z"
}
```

### Incremental fields

When incremental mode is on, each record also carries:

- `changeType` — one of `NEW`, `UPDATED`, `UNCHANGED`, `REAPPEARED`, `EXPIRED`. Default output covers `NEW` / `UPDATED` / `REAPPEARED`; set `emitUnchanged: true` or `emitExpired: true` to opt into the others.

### How to scrape g2.com

1. Go to [G2 Reviews Scraper](https://apify.com/blackfalcondata/g2-reviews-scraper?fpr=1h3gvi) in Apify Console.
2. Configure the input.
3. Set `maxReviewsPerProduct` to control how many results you need.
4. Click **Start** and wait for the run to finish.
5. Export the dataset as JSON, CSV, or Excel.

### Use cases

- Extract review data from g2.com for market research and competitive analysis.
- Monitor new and changed reviews on scheduled runs without processing the full dataset every time.
- Feed structured data into AI agents, MCP tools, and automated pipelines using compact mode.
- Export clean, structured data to dashboards, spreadsheets, or data warehouses.
- Benchmark reputation and guest satisfaction using rating and review fields.

### How much does it cost to scrape g2.com?

G2 Reviews Scraper uses [pay-per-event](https://docs.apify.com/platform/actors/paid-actors/pay-per-event) pricing. You pay a small fee when the run starts and then for each result that is actually produced.

- **Run start:** $0.005 per run
- **Per result:** $0.001 per review record

Example costs:

- 10 results: **$0.015**
- 25 results: **$0.03**
- 100 results: **$0.11**
- 200 results: **$0.21**
- 500 results: **$0.51**

#### Example: recurring monitoring savings

These examples compare full re-scrapes with incremental runs at different churn rates. Churn is the share of reviews that are new or whose tracked content changed since the previous run. Actual churn depends on your query breadth, source activity, and polling frequency — the scenarios below are examples, not predictions.

Example setup: 250 results per run, daily polling (30 runs/month). Event-pricing examples scale linearly with result count.

| Churn rate | Full re-scrape run cost | Incremental run cost | Savings vs full re-scrape | Monthly cost after baseline |
|---|---:|---:|---:|---:|
| 5% — stable niche query | $0.26 | $0.02 | $0.24 (93%) | $0.53 |
| 15% — moderate broad query | $0.26 | $0.04 | $0.21 (83%) | $1.27 |
| 30% — high-volume aggregator | $0.26 | $0.08 | $0.17 (69%) | $2.40 |

Full re-scrape monthly cost at daily polling: $7.65. First month with incremental costs $0.76 / $1.49 / $2.57 for the 5% / 15% / 30% scenarios because the first run builds baseline state at full cost before incremental savings apply.

Platform usage is included in the per-result fee shown above.

### FAQ

#### How many results can I get from g2.com?

The number of results depends on the search query and available reviews on g2.com. Use the `maxReviewsPerProduct` parameter to control how many results are returned per run.

#### Does G2 Reviews Scraper support recurring monitoring?

Yes. Enable incremental mode to only receive new or changed reviews on subsequent runs. This is ideal for scheduled monitoring where you want to track changes over time without re-processing the full dataset.

#### Can I integrate G2 Reviews Scraper with other apps?

Yes. G2 Reviews Scraper works with Apify's [integrations](https://apify.com/integrations?fpr=1h3gvi) to connect with tools like Zapier, Make, Google Sheets, Slack, and more. You can also use webhooks to trigger actions when a run completes.

#### Can I use G2 Reviews Scraper with the Apify API?

Yes. You can start runs, manage inputs, and retrieve results programmatically through the [Apify API](https://docs.apify.com/api/v2). Client libraries are available for JavaScript, Python, and other languages.

#### Can I use G2 Reviews Scraper through an MCP Server?

Yes. Apify provides an [MCP Server](https://apify.com/apify/actors-mcp-server?fpr=1h3gvi) that lets AI assistants and agents call this actor directly. Use compact mode and `excludeEmptyFields` to keep payloads manageable for LLM context windows.

#### Is it legal to scrape g2.com?

This actor extracts publicly available data from g2.com. Web scraping of public information is generally considered legal, but you should always review the target site's terms of service and ensure your use case complies with applicable laws and regulations, including GDPR where relevant.

#### Your feedback

If you have questions, need a feature, or found a bug, please [open an issue](https://apify.com/blackfalcondata/g2-reviews-scraper/issues?fpr=1h3gvi) on the actor's page in Apify Console. Your feedback helps us improve.

### You might also like

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- [Airbnb Reviews Scraper — Text, Rating, Date & Host Reply](https://apify.com/blackfalcondata/airbnb-reviews-scraper?fpr=1h3gvi) — Scrape Airbnb reviews as flat rows — review text, star rating, date, reviewer name & location,.
- [Clutch Scraper — B2B Agency Ratings & Reviews](https://apify.com/blackfalcondata/clutch-scraper?fpr=1h3gvi) — Scrape B2B service providers from Clutch — ratings, review counts, service lines, hourly rates,.
- [Kununu Scraper - Company Ratings & Employer Reviews (DACH)](https://apify.com/blackfalcondata/kununu-scraper?fpr=1h3gvi) — Scrape kununu.com across DACH — company ratings with 4-bucket distribution, 24-month score trends,.
- [ReclameAqui Scraper - Complaints, Reputation & Company Intel BR](https://apify.com/blackfalcondata/reclameaqui-scraper?fpr=1h3gvi) — Scrape ReclameAqui (Brazil): the full company reply thread, reputation scores, and company intel —.
- [Trustpilot $0.69💰 Reviews/Ratings/Replies/Bypass 200 Limit](https://apify.com/blackfalcondata/trustpilot-reviews-scraper?fpr=1h3gvi) — 💰 $0.69 per 1,000 reviews. Scrape full Trustpilot history for any company — bypass the 200-review.
- [Whatnot Scraper — Listings, Sellers & Shop Inventory](https://apify.com/blackfalcondata/whatnot-scraper?fpr=1h3gvi) — Scrape Whatnot listings and sellers — prices, bids, conditions, card attributes (Set, Grade, Year),.
- [Yelp Business Scraper - Ratings, Reviews, Phone & Menus](https://apify.com/blackfalcondata/yelp-business-scraper?fpr=1h3gvi) — Scrape yelp.com business listings by search term or location. Get complete business profiles,.

### Getting started with Apify

New to Apify? [Create a free account with $5 credit](https://console.apify.com/sign-up?fpr=1h3gvi\&fp_sid=ctaplain) — no credit card required.

1. Sign up — $5 platform credit included
2. Open this actor and configure your input
3. Click **Start** — export results as JSON, CSV, or Excel

Need more later? [See Apify pricing](https://apify.com/pricing?fpr=1h3gvi).

# Actor input Schema

## `startUrls` (type: `array`):

Paste G2 product or review-page URLs, e.g. https://www.g2.com/products/apify or https://www.g2.com/products/apify/reviews. Each URL becomes one product. Required if no productSlugs provided.

## `productSlugs` (type: `array`):

Bare G2 product slugs (the part after /products/ in the URL), e.g. "apify", "slack". Required if no startUrls provided.

## `maxReviewsPerProduct` (type: `integer`):

Maximum reviews to fetch per product (newest first). The source caps this at 5000 regardless of the value entered.

## `compact` (type: `boolean`):

Core fields only (for AI-agent/MCP workflows).

## `excludeEmptyFields` (type: `boolean`):

Drop null, empty-string, and empty-array fields from each record before push. Smaller payloads for AI agents and dashboards.

## `incrementalMode` (type: `boolean`):

Compare against previous run state. stateKey is optional — defaults to an identifier derived from the resolved product set so different product selections never share state.

## `stateKey` (type: `string`):

Optional. Stable identifier for the tracked product set. Leave empty to auto-generate from the resolved products.

## `emitUnchanged` (type: `boolean`):

When Incremental Mode is on, also emit reviews that haven't changed since the last run (default: only NEW/UPDATED are emitted).

## `emitExpired` (type: `boolean`):

When Incremental Mode is on, also emit reviews that were previously tracked but no longer appear in the fetched window.

## `telegramToken` (type: `string`):

Telegram bot token (from @BotFather). Required for Telegram notifications.

## `telegramChatId` (type: `string`):

Telegram chat or channel ID (e.g. "-100123456789"). Required when telegramToken is set.

## `discordWebhookUrl` (type: `string`):

Discord incoming webhook URL. Server Settings → Integrations → Webhooks → New Webhook.

## `slackWebhookUrl` (type: `string`):

Slack incoming webhook URL. api.slack.com/messaging/webhooks.

## `notificationLimit` (type: `integer`):

Maximum number of reviews included in each notification message (1–20).

## `notifyOnlyChanges` (type: `boolean`):

When Incremental Mode is on, only send notifications for NEW and UPDATED reviews. Has no effect outside incremental mode.

## `whatsappAccessToken` (type: `string`):

WhatsApp Cloud API permanent access token (System User token from Meta Business). Recipient must have messaged the business number within the last 24h (service-conversation window — free since Nov 2024).

## `whatsappPhoneNumberId` (type: `string`):

Your WhatsApp Business phone-number ID (numeric, from Meta dashboard). Required when whatsappAccessToken is set.

## `whatsappTo` (type: `string`):

Recipient phone in E.164 format without + (e.g. "436641234567"). Recipient must have messaged your business number within last 24h.

## `webhookUrl` (type: `string`):

Receives a JSON POST with {metadata, items} after each run. Universal escape hatch for n8n / Make / Zapier / custom backends.

## `webhookHeaders` (type: `object`):

Optional JSON object of custom headers (e.g. {"Authorization":"Bearer ..."}).

## `appConnector` (type: `string`):

Optional. Pick a connected app under Settings → API & Integrations to receive your results. Best-effort across MCP connectors as Apify expands its catalog.

## `mcpIssueTeam` (type: `string`):

Only when the connected app is an issue tracker: the team (name or ID) the summary issue is created under, if that app requires one.

## Actor input object example

```json
{
  "startUrls": [],
  "productSlugs": [
    "apify"
  ],
  "maxReviewsPerProduct": 25,
  "compact": false,
  "excludeEmptyFields": false,
  "incrementalMode": false,
  "emitUnchanged": false,
  "emitExpired": false,
  "notificationLimit": 5,
  "notifyOnlyChanges": false
}
```

# Actor output Schema

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

No description

# 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 = {
    "productSlugs": [
        "apify"
    ],
    "maxReviewsPerProduct": 25,
    "excludeEmptyFields": false
};

// Run the Actor and wait for it to finish
const run = await client.actor("blackfalcondata/g2-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 = {
    "productSlugs": ["apify"],
    "maxReviewsPerProduct": 25,
    "excludeEmptyFields": False,
}

# Run the Actor and wait for it to finish
run = client.actor("blackfalcondata/g2-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 '{
  "productSlugs": [
    "apify"
  ],
  "maxReviewsPerProduct": 25,
  "excludeEmptyFields": false
}' |
apify call blackfalcondata/g2-reviews-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=blackfalcondata/g2-reviews-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "G2 Reviews Scraper — Ratings, Pros & Cons",
        "description": "Scrape G2.com product review pages for star ratings, pros and cons, reviewer role, company size, and publish dates. Supports incremental monitoring so recurring runs return only new and updated reviews — fast, lightweight results ready for AI agents and no-code workflows.",
        "version": "0.1",
        "x-build-id": "GNZEYRb0hbIQTGaHs"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/blackfalcondata~g2-reviews-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-blackfalcondata-g2-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/blackfalcondata~g2-reviews-scraper/runs": {
            "post": {
                "operationId": "runs-sync-blackfalcondata-g2-reviews-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/blackfalcondata~g2-reviews-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-blackfalcondata-g2-reviews-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "properties": {
                    "startUrls": {
                        "title": "🔗 Product URLs",
                        "type": "array",
                        "description": "Paste G2 product or review-page URLs, e.g. https://www.g2.com/products/apify or https://www.g2.com/products/apify/reviews. Each URL becomes one product. Required if no productSlugs provided.",
                        "items": {
                            "type": "string"
                        },
                        "default": []
                    },
                    "productSlugs": {
                        "title": "🏷️ Product Slugs",
                        "type": "array",
                        "description": "Bare G2 product slugs (the part after /products/ in the URL), e.g. \"apify\", \"slack\". Required if no startUrls provided.",
                        "items": {
                            "type": "string"
                        },
                        "default": []
                    },
                    "maxReviewsPerProduct": {
                        "title": "💯 Max Reviews Per Product",
                        "minimum": 1,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Maximum reviews to fetch per product (newest first). The source caps this at 5000 regardless of the value entered.",
                        "default": 500
                    },
                    "compact": {
                        "title": "📦 Compact Output",
                        "type": "boolean",
                        "description": "Core fields only (for AI-agent/MCP workflows).",
                        "default": false
                    },
                    "excludeEmptyFields": {
                        "title": "Exclude empty fields from output",
                        "type": "boolean",
                        "description": "Drop null, empty-string, and empty-array fields from each record before push. Smaller payloads for AI agents and dashboards.",
                        "default": false
                    },
                    "incrementalMode": {
                        "title": "♻️ Incremental Mode",
                        "type": "boolean",
                        "description": "Compare against previous run state. stateKey is optional — defaults to an identifier derived from the resolved product set so different product selections never share state.",
                        "default": false
                    },
                    "stateKey": {
                        "title": "🔑 State Key",
                        "type": "string",
                        "description": "Optional. Stable identifier for the tracked product set. Leave empty to auto-generate from the resolved products."
                    },
                    "emitUnchanged": {
                        "title": "🔁 Emit Unchanged Reviews",
                        "type": "boolean",
                        "description": "When Incremental Mode is on, also emit reviews that haven't changed since the last run (default: only NEW/UPDATED are emitted).",
                        "default": false
                    },
                    "emitExpired": {
                        "title": "🗑️ Emit Expired Reviews",
                        "type": "boolean",
                        "description": "When Incremental Mode is on, also emit reviews that were previously tracked but no longer appear in the fetched window.",
                        "default": false
                    },
                    "telegramToken": {
                        "title": "🔑 Telegram Bot Token",
                        "type": "string",
                        "description": "Telegram bot token (from @BotFather). Required for Telegram notifications."
                    },
                    "telegramChatId": {
                        "title": "💬 Telegram Chat ID",
                        "type": "string",
                        "description": "Telegram chat or channel ID (e.g. \"-100123456789\"). Required when telegramToken is set."
                    },
                    "discordWebhookUrl": {
                        "title": "🎮 Discord Webhook URL",
                        "type": "string",
                        "description": "Discord incoming webhook URL. Server Settings → Integrations → Webhooks → New Webhook."
                    },
                    "slackWebhookUrl": {
                        "title": "💼 Slack Webhook URL",
                        "type": "string",
                        "description": "Slack incoming webhook URL. api.slack.com/messaging/webhooks."
                    },
                    "notificationLimit": {
                        "title": "📊 Max Reviews Per Notification",
                        "minimum": 1,
                        "maximum": 20,
                        "type": "integer",
                        "description": "Maximum number of reviews included in each notification message (1–20).",
                        "default": 5
                    },
                    "notifyOnlyChanges": {
                        "title": "🔄 Notify Only New/Updated",
                        "type": "boolean",
                        "description": "When Incremental Mode is on, only send notifications for NEW and UPDATED reviews. Has no effect outside incremental mode.",
                        "default": false
                    },
                    "whatsappAccessToken": {
                        "title": "📱 WhatsApp Access Token",
                        "type": "string",
                        "description": "WhatsApp Cloud API permanent access token (System User token from Meta Business). Recipient must have messaged the business number within the last 24h (service-conversation window — free since Nov 2024)."
                    },
                    "whatsappPhoneNumberId": {
                        "title": "📞 WhatsApp Phone Number ID",
                        "type": "string",
                        "description": "Your WhatsApp Business phone-number ID (numeric, from Meta dashboard). Required when whatsappAccessToken is set."
                    },
                    "whatsappTo": {
                        "title": "📲 WhatsApp Recipient",
                        "type": "string",
                        "description": "Recipient phone in E.164 format without + (e.g. \"436641234567\"). Recipient must have messaged your business number within last 24h."
                    },
                    "webhookUrl": {
                        "title": "🪝 Generic Webhook URL",
                        "type": "string",
                        "description": "Receives a JSON POST with {metadata, items} after each run. Universal escape hatch for n8n / Make / Zapier / custom backends."
                    },
                    "webhookHeaders": {
                        "title": "📋 Webhook Headers",
                        "type": "object",
                        "description": "Optional JSON object of custom headers (e.g. {\"Authorization\":\"Bearer ...\"})."
                    },
                    "appConnector": {
                        "title": "Send results to a connected app",
                        "type": "string",
                        "description": "Optional. Pick a connected app under Settings → API & Integrations to receive your results. Best-effort across MCP connectors as Apify expands its catalog."
                    },
                    "mcpIssueTeam": {
                        "title": "Issue tracker team",
                        "type": "string",
                        "description": "Only when the connected app is an issue tracker: the team (name or ID) the summary issue is created under, if that app requires one."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```