Instagram Trending Scraper - Instagram Explore Data Extraction API

Extract structured Instagram Explore trending posts with 25 fields per item including topic labels, captions, media links, engagement counts, and optional media downloads from Instagram's public Explore feed. This Instagram Explore scraper API delivers schema-ready JSON output for trend intelligence, content benchmarking, viral content detection, and social media analytics pipelines — no username or authentication required.

---

Why Choose This Instagram Explore Scraper API

Structured Instagram Trend Intelligence for Data Pipelines

🔥 Topic-Labeled Trending Post Extraction Each Explore post includes section (e.g., Fashion & Beauty) and topic (e.g., Street Fashion) labels from Instagram's internal taxonomy — enabling category-level trend tracking, topic segmentation, and niche monitoring without relying on hashtags.

🎯 No Username Required — Feed-Level Access Target Instagram's public Explore feed directly. Configure max_results to control extraction volume with no profile-specific targeting. Ideal for market-wide trend monitoring and content intelligence aggregation pipelines.

📸 Complete Media Asset Extraction Access direct image URLs, thumbnail URLs, video URLs, and pixel dimensions per post. Configure download_medias to store media files directly to Apify storage — no additional processing steps required.

❤️ Engagement Signal Coverage Per Explore Item Extract likes, comments, and play counts per trending post. Combine with topic labels and post timestamps for viral velocity analysis, platform recommendation intelligence, and content trend scoring.

🎬 Carousel & Reel Support The media_items array preserves all carousel media parts with per-item position, type, dimensions, and asset URLs. Reels deliver video URL, duration, and audio availability flags alongside standard engagement counts.

📊 AI-Ready JSON Output Structured output optimized for LangChain, CrewAI, AutoGPT, and custom ML pipelines. Compatible with any ETL tool, vector database, or downstream content trend classification workflow.

---

Quick Start Guide

How to Extract Instagram Trending Data in 3 Steps

Step 1: Configure Your Extraction

Step 2: Run the Actor

Click "Start" and the scraper will extract structured trending posts from Instagram's public Explore feed.

Step 3: Download Your Data

Export results in JSON format or access via API. Each record delivers 25 fields per post including topic labels, captions, engagement counts, and media asset links.

---

Input Parameters

Required Configuration Fields

Parameter	Type	Description	Example Values
max_results	integer	Number of trending Explore posts to extract from the current feed	50, 100, 500
download_medias	string	Media download mode: none keeps URLs only, image downloads images, all downloads all media	"none", "image", "all"

Media Download Modes

Mode	Description	Additional Cost
none	Returns direct media URLs without downloading files	None
image	Downloads and stores image files to Apify storage	+$0.001 per post
all	Downloads and stores all images and video files	+$0.001 per post

Pro Tip: Use none for trend signal pipelines that only need metadata and URLs. Use image or all when building visual training datasets or media archival workflows.

Example Input JSON

{
  "max_results": 50,
  "download_medias": "none"
}

---

Output Data Schema

25 Structured Fields Per Explore Post

Field	Type	Description
processor	string	URL of the Actor that processed this record
processed_at	string	ISO 8601 timestamp of when this post was processed
id	string	Instagram media identifier
code	string	Instagram post shortcode
url	string	Public URL to the Instagram post or reel
username	string	Username of the account that published the post
section	string	Instagram Explore section that surfaced this post (e.g., Fashion & Beauty)
topic	string	Specific Explore topic label (e.g., Street Fashion, Pop Music)
type	string	Instagram post type: clips, carousel_container, or image
is_video	boolean	Whether the post contains video content
caption	string	Full caption text of the post
timestamp	integer	Unix timestamp when the post was published
date	string	ISO 8601 timestamp when the post was published
likes	integer	Like count for the post
comments	integer	Comment count for the post
plays	integer	View or play count when available
duration	integer	Video duration in seconds when available
has_audio	boolean	Whether Instagram reports audio on the post
location	string	Location tag associated with the post when available
image_url	string	Primary image URL or stored file path
thumbnail_url	string	Thumbnail URL or stored file path
video_url	string	Video URL or stored file path when available
width	integer	Media width in pixels
height	integer	Media height in pixels
media_count	integer	Number of media items in the post
media_items	array	Array of per-item media data for carousels and multi-media posts

Example JSON Output

{
  "processor": "https://apify.com/agentx/instagram-trending-scraper",
  "processed_at": "2026-07-02T10:30:00Z",
  "id": "3877256089956040035_227764111",
  "code": "DXOx98JDL1j",
  "url": "https://www.instagram.com/reel/DXOx98JDL1j/",
  "username": "fashionblogger",
  "section": "Fashion & Beauty",
  "topic": "Street Fashion",
  "type": "clips",
  "is_video": true,
  "caption": "Outfit of the day #streetstyle #fashion",
  "timestamp": 1776528189,
  "date": "2026-04-17T17:23:09+00:00",
  "likes": 2450,
  "comments": 89,
  "plays": 54200,
  "duration": 30,
  "has_audio": true,
  "location": "New York",
  "image_url": "https://example.com/post.jpg",
  "thumbnail_url": "https://example.com/thumb.jpg",
  "video_url": "https://example.com/video.mp4",
  "width": 1080,
  "height": 1920,
  "media_count": 1,
  "media_items": [
    {
      "position": 1,
      "id": "3877256089956040035_227764111",
      "is_video": true,
      "image_url": "https://example.com/post.jpg",
      "thumbnail_url": "https://example.com/thumb.jpg",
      "video_url": "https://example.com/video.mp4",
      "width": 1080,
      "height": 1920
    }
  ]
}

Export Formats

• JSON - Complete structured data with all 25 fields
• CSV - Spreadsheet-compatible flat format
• API Access - Programmatic access via Apify Client SDK
• Cloud Storage - Automatic upload to Apify Dataset

---

Integration Examples

Actor ID for Platform Integration

agentx/instagram-trending-scraper

Make.com Integration (No-Code Automation)

1. Login to Make.com (Get 1000 Free Credits)
2. Add Module: "Run an Actor"
3. Enable Map: Turn on 'Map' (right side of 'Actor*')
4. Paste Actor ID: agentx/instagram-trending-scraper
5. Refresh: Click '⟳ Refresh' (left side of Map)
6. Configure Input: Set max results and media download mode
7. Set Synchronous: "Run synchronously" = YES
8. Add Output Module: "Get Dataset Items"
9. Select Dataset: Choose defaultDatasetId

n8n.io Integration (Workflow Automation)

1. Add Node: 'Run an Actor and get dataset' from Apify node
2. Select By ID: Actor → By ID
3. Paste Actor ID: agentx/instagram-trending-scraper
4. Configure Input: Modify parameters as needed

Python Integration Example

from apify_client import ApifyClient

client = ApifyClient('YOUR_API_TOKEN')

run_input = {
    "max_results": 50,
    "download_medias": "none"
}

run = client.actor("agentx/instagram-trending-scraper").call(run_input=run_input)

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

JavaScript/Node.js Integration

import { ApifyClient } from "apify-client";

const client = new ApifyClient({
  token: "YOUR_API_TOKEN",
});

const input = {
  max_results: 50,
  download_medias: "none",
};

const run = await client.actor("agentx/instagram-trending-scraper").call(input);
const { items } = await client.dataset(run.defaultDatasetId).listItems();

items.forEach((item) => {
  console.log(item);
});

JSON-LD Metadata

{
  "@context": "https://schema.org",
  "@type": "SoftwareApplication",
  "name": "Instagram Trending Scraper",
  "description": "Instagram Explore data extraction API delivering 25 structured fields per trending post with topic labels for trend intelligence and content analytics pipelines",
  "applicationCategory": "Developer Tools",
  "operatingSystem": "Cloud",
  "url": "https://apify.com/agentx/instagram-trending-scraper?fpr=aiagentapi",
  "dateModified": "2026-07-02",
  "offers": {
    "@type": "Offer",
    "price": "0.0025",
    "priceCurrency": "USD"
  }
}

---

Pricing & Cost Calculator

Transparent Pay-Per-Use Model

Event Type	Price	Description
Actor Start	$0.01	One-time charge per Actor run (charged per GB of memory, minimum one event)
Post Result	$0.0025	Charged for each Explore post extracted. Includes topic label, caption, engagement counts, media URLs, and all 25 schema fields.
Media	$0.001	Additional charge per post when download_medias is set to image or all

Cost Examples

URL-Only Mode (100 posts, download_medias: "none"):

• Post Data: 100 × $0.0025 = $0.25
• Actor Start: $0.01
• Total: ~$0.26

Image Download Mode (100 posts, download_medias: "image"):

• Post Data: 100 × $0.0025 = $0.25
• Media: 100 × $0.001 = $0.10
• Actor Start: $0.01
• Total: ~$0.36

Large Scale (1,000 posts, URL-only):

• Post Data: 1,000 × $0.0025 = $2.50
• Actor Start: $0.01
• Total: ~$2.51

Competitive Pricing Comparison

Feature	Instagram Trending Scraper	Bright Data	Octoparse	ScrapingBee
Cost per 1K Posts	$2.50 ⭐	$4.80	$5.50	$4.00
Topic Labels	Section + Topic ⭐	No	No	No
No Username Required	Yes ⭐	Profile req	Profile req	Profile req
Media Downloads	Built-in ⭐	No	No	No
API Quality	Enterprise ⭐	Complex	No API	Basic

---

Use Cases & Applications

Trend Intelligence & Market Research

Instagram Platform Trend Monitoring Extract structured Explore posts daily to track which content categories Instagram promotes algorithmically. The section and topic fields reveal platform-level trend taxonomy — enabling topic velocity analysis and early trend signal detection without relying on hashtag proxies.

Category-Level Content Analysis Segment Explore posts by section and topic to analyze content formats, engagement patterns, and creator characteristics per Instagram category. Feed into brand strategy tools, category research reports, and market intelligence dashboards.

Viral Content Detection Monitor engagement-to-post-age ratios across Explore items to identify posts gaining velocity before they reach mainstream awareness. Build automated alerts for viral signals in specific topic categories.

AI & Machine Learning Applications

Multimodal Training Datasets Combine Explore post captions, topic labels, and media assets to build training datasets for content classification models, visual trend detectors, and caption-style recommenders — all labeled with Instagram's own taxonomy.

Trend Prediction Models Build time-series models using daily Explore snapshots to predict which topic categories and content formats will gain traction on Instagram's recommendation algorithm.

NLP & Caption Intelligence Extract caption text from high-engagement Explore posts per topic category to train topic-specific language models, hashtag recommendation systems, and content rephrasing pipelines.

Content Strategy & Agency Tools

Content Calendar Research Query daily Explore data to identify which post formats and topics are receiving algorithm promotion in your client's industry category — informing data-driven content planning.

Competitive Content Benchmarking Compare engagement benchmarks across Explore topic categories to establish performance baselines for brand content strategies and influencer brief requirements.

Visual Asset Curation Download trending visual assets with media download mode for mood board creation, creative inspiration workflows, and UGC identification pipelines.

Media & Publishing

Editorial Trend Coverage Journalists and content teams can extract structured Explore data to support trend coverage, verify emerging cultural moments, and quantify engagement signals for story prioritization.

Platform Algorithm Research Researchers can build longitudinal datasets of Instagram Explore content to study recommendation algorithm behavior, category distribution patterns, and engagement amplification signals.

---

FAQ - Frequently Asked Questions

General Questions

What data does the Instagram Trending Scraper extract per post?

Each run returns 25 structured fields per Explore post including section and topic taxonomy labels, caption, media URLs (image, thumbnail, video), engagement counts (likes, comments, plays), timestamps, media dimensions, and carousel item arrays.

Does this require a username or authentication?

No. This actor targets Instagram's public Explore feed directly. No username input, login, or Instagram account is required. Set max_results and run.

What are section and topic fields?

These fields reflect Instagram's internal Explore taxonomy. section is the broad category (e.g., "Fashion & Beauty", "Music", "Food & Drink") and topic is the specific subcategory (e.g., "Street Fashion", "Pop Music"). Both are sourced from Instagram's Explore feed metadata.

Technical Questions

What is the difference between download_medias modes?

• none: Returns media URLs without downloading — lowest cost, fastest execution
• image: Downloads and stores image files to Apify key-value storage — enables offline access to images
• all: Downloads images and videos — suitable for archival and training dataset assembly

What format does the output use?

Output is structured JSON with 25 fields per post. Data is also available in CSV format and via REST API using the Apify dataset endpoint.

Can I filter by specific Explore topic categories?

Topic filtering is not available as an input parameter — the actor collects posts from the public Explore feed as Instagram presents them. Filter the output dataset by section or topic field values in your downstream pipeline.

Is the scraper compatible with AI frameworks?

Yes. The JSON output is optimized for LangChain, CrewAI, AutoGPT, and other AI frameworks. Topic-labeled Explore data is directly suitable for trend classification agents, content recommendation systems, and multimodal analytics pipelines.

Data Quality Questions

How often does the Explore feed change?

Instagram's Explore feed refreshes continuously. Run the actor on a scheduled basis (daily or hourly) to capture trending content snapshots over time. Each run returns the current state of the public Explore feed at execution time.

Why might the same post appear in multiple runs?

Trending Explore posts can remain visible for hours or days. Use the id or code field as a deduplication key when merging runs into a single dataset.

Why are some topic fields empty?

Not all Explore posts are classified with a topic label. The topic field is populated when Instagram's Explore feed includes topic metadata for that specific post. Section labels have higher coverage than topic labels.

---

SEO Keywords & Search Terms

Primary Keywords

instagram trending scraper, instagram explore API, instagram trending data extraction, instagram explore scraper API, instagram trend intelligence, instagram viral content API, instagram explore feed extraction, trending instagram posts API, instagram topic monitoring, instagram explore structured data

Long-Tail Keywords

how to scrape instagram explore trending posts, instagram explore API structured JSON schema, bulk instagram trending content scraper for analytics, instagram topic label extraction API, instagram explore engagement data pipeline, viral content detection pipeline instagram, instagram trending feed structured extraction, instagram explore topic taxonomy API, instagram trend monitoring pipeline no login, instagram explore category post extraction

Industry Terms

social media trend intelligence, instagram algorithm research, explore feed analytics, content trend detection, viral signal monitoring, instagram platform intelligence, social media trend API, instagram recommendation data, explore content benchmarking, instagram category analytics

Use Case Keywords

AI training data instagram trending, instagram trend prediction model, instagram content calendar research, instagram algorithm insights API, instagram topic classification pipeline, explore feed viral detection, instagram brand strategy intelligence, multimodal trend dataset instagram, social media market intelligence explore, instagram content velocity analysis

---

Trust & Certifications

• ✅ Enterprise Ready - Used by analytics platforms, media companies, and trend intelligence tools
• ✅ GDPR Compliant - EU data protection standards and privacy regulations
• ✅ 99.9% Uptime - Reliable cloud infrastructure with automatic failover
• ✅ Regular Updates - Continuous maintenance for Instagram platform changes

---

Legal & Compliance

Data Rights & Usage

All data extracted by this actor originates from publicly available Instagram Explore pages. Users are responsible for ensuring their use of extracted data complies with applicable laws and regulations in their jurisdiction.

Privacy Compliance

• GDPR: Compliant with EU General Data Protection Regulation. No personal data is stored beyond the extraction session.
• CCPA: Compliant with California Consumer Privacy Act requirements. Data processing follows privacy-by-design principles.

Platform Terms of Service

Users must review and comply with Instagram's terms of service when using extracted data. This tool accesses only publicly available information visible without authentication.

Enterprise Support

For enterprise licensing, custom integrations, or compliance inquiries, contact our team:

• Telegram: @AiAgentApi

---

Related Tools

Instagram

• Instagram Creator Scraper - Instagram Profile Data Extraction & Creator Intelligence
• Instagram Post Reel Scraper - Instagram Feed Post & Reel Extraction API
• Instagram Trending Scraper - Instagram Explore Trending Content Extraction API (This Tool)

Jobs & Hiring

• All Job Scraper - Multi-Platform Job Data Extraction API for Indeed, LinkedIn & Glassdoor
• Indeed Hiring Scraper - Indeed Job Extraction & Market Intelligence
• LinkedIn Hiring Scraper - LinkedIn Job Data Extraction & Talent Intelligence
• Glassdoor Hiring Scraper - Glassdoor Salary Intelligence & Company Reviews

LinkedIn

• LinkedIn Company Scraper - LinkedIn Company Data Extraction & Firmographic Intelligence
• LinkedIn Profile Scraper - LinkedIn Profile Data Extraction & Professional Intelligence

Reddit

• Reddit Author Scraper - Reddit Author Profile Extraction & Activity Analysis
• Reddit Viral Scraper - Reddit Viral Content Extraction & Trend Intelligence
• SubReddit Info Scraper - Subreddit Metadata Extraction & Community Intelligence
• SubReddit Post Scraper - Subreddit Post Extraction & Content Analysis
• Subreddit Member Scraper - Subreddit Member Extraction & Audience Analysis

Telegram

• Telegram Chat Scraper - Telegram Chat Message Extraction & Content Analysis
• Telegram Group Inviter - Telegram Group Member Invitation & Management
• Telegram Info Scraper - Telegram Entity Metadata Extraction & Intelligence
• Telegram Member Scraper - Telegram Group Member Extraction & Audience Data
• Telegram Private Group Scraper - Telegram Private Group Data Extraction & Analysis

X / Twitter

• Twitter Community Scraper - Twitter Community Extraction & Member Analysis
• Twitter Info Scraper - X/Twitter Profile Extraction & User Intelligence

TikTok

• TikTok Creator Scraper - TikTok Creator Profile Extraction & Analytics
• TikTok Live Downloader - TikTok Live Stream Recording & Download
• TikTok Transcript - TikTok Video Transcription & Content Extraction

Video & Content

• All Video Scraper - Multi-Platform Video Download & Extraction (1000+ Sites)
• Video Caption Scraper - Video Caption Extraction & Subtitle Data
• Video Transcript - Universal Video Transcription & AI Training Data
• Video to Social Post - Video Content Conversion & Social Media Repurposing
• Live Stream Transcript - Live Stream Transcription & Real-Time Content Extraction

YouTube

• YouTube Transcript - YouTube Video Transcription & Speech Extraction
• YouTube Market Intelligence - YouTube Channel & Video Metadata Extraction

Real Estate

• Realtor Property Scraper - Realtor.com Property Data Extraction & Market Intelligence
• Zillow For Sale Scraper - Zillow Property Listing Extraction & Real Estate Data

Maps & Local

• Google Maps Store Scraper - Google Maps Business Data Extraction & Local Intelligence

---

Support & Community

• 👥 Community: @Apify_Actor
• 👤 Contact Team: @AiAgentApi

---

Last Updated: July 02, 2026