# Analyze Product Launch Feedback on Instagram

**Use case:** 

Analyze real customer sentiment, recurring bug reports, and UX friction across recent product announcements. Pull top comment discussions and reply threads mapped directly to each update post in a single run without logging in. Ideal for product managers, QA triage, and feeding clean feedback into LLMs.

## Input

```json
{
  "profiles": [
    "https://www.instagram.com/figma"
  ],
  "resultsPerProfile": 3,
  "includeComments": true,
  "commentsSortOrder": "recent",
  "commentsLimit": 50
}
```

## Output

```json
{
  "thumbnail_url": {
    "label": "🖼️ Thumbnail",
    "format": "string"
  },
  "url": {
    "label": "🌐 Post URL",
    "format": "string"
  },
  "author_username": {
    "label": "👤 Account",
    "format": "string"
  },
  "caption_text": {
    "label": "📝 Post / Announcement",
    "format": "string"
  },
  "like_count": {
    "label": "❤️ Likes",
    "format": "integer"
  },
  "comment_count": {
    "label": "💬 Total Comments",
    "format": "integer"
  },
  "comments": {
    "label": "🗣️ Extracted Comments",
    "format": "array"
  }
}
```

## How it works

### 1. Sign up on Apify or log in

The Instagram Profile Posts Scraper | No cookies Actor is ready to run with the inputs already set for "Analyze Product Launch Feedback on Instagram". [Sign up or log in](https://console.apify.com/create-task-from-example/iNzZIP2qt4bgsy8Gt) and you'll land in Apify Console with a copy of this exact task.

### 2. Start the "Analyze Product Launch Feedback on Instagram" task

The Instagram Profile Posts Scraper | No cookies Actor will start running based on the input automatically. You can also change all the input fields, like profile urls or usernames, results per profile, and more, to match your specific use case.

### 3. Receive the "Analyze Product Launch Feedback on Instagram" output

Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as 🖼️ thumbnail, 🌐 post url, 👤 account, and more.

### 4. Integrate into your workflow

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also [run the "Analyze Product Launch Feedback on Instagram" task via API](https://apify.com/krazee_kaushik/instagram-profile-posts-and-comments-scraper.md).

## About this Actor

This example demonstrates how to use [Instagram Profile Posts Scraper | No cookies](https://apify.com/krazee_kaushik/instagram-profile-posts-and-comments-scraper.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/krazee_kaushik/instagram-profile-posts-and-comments-scraper.md) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

This Task's input is already configured above. Use it as-is rather than inventing a new one.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/krazee_kaushik/instagram-profile-posts-and-comments-scraper.md

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).