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Instagram Post Like Scraper Bulk Scraper API

XCrawl's Instagram Post Like Scraper Bulk Scraper API empowers developers to scrape instagram posts, profiles, and likes effortlessly. Our instagram scraper API handles complex rate limits and anti-bot measures, delivering structured JSON data for instagram scraping projects. Perfect for python instagram scraper integrations and bulk instagram data extraction without IP blocks.

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What Can You Build With Instagram Post Like Scraper Bulk Scraper API Scraper?

Build powerful apps with our instagram scraper API: track competitor engagement by scraping instagram likes and metrics for sentiment analysis; monitor instagram profiles for bio changes and follower growth; perform bulk extraction of instagram posts data for datasets in market research or content curation strategies.

XCrawl

Instant JSON Datasets

Receive clean, structured instagram data in JSON format from our instagram scraping API, ready for python instagram api processing or database ingestion without manual parsing.

XCrawl

Python SDK Integration

Seamlessly integrate with instagram scraper python libraries; our endpoints support async requests for high-volume scraping instagram data extraction in Node.js or Python environments.

XCrawl

Bulk Like Extraction

Download instagram likes and post engagement metrics at scale using our instagram post scraper, ideal for real-time analytics and large instagram datasets.

XCrawl

Rate Limit Bypass

Our instagram scraping tool rotates proxies to avoid blocks, ensuring reliable access to scrape instagram posts and profiles with 99.9% uptime.

Trusted by Data-Driven Teams Worldwide

Used by teams across analytics, research, monitoring, and growth workflows.

XCrawl

Available Instagram Post Like Scraper Bulk Scraper API Scrapers

Access the most commonly used Instagram Post Like Scraper Bulk Scraper API data types — fully structured, consistently formatted, and production-ready.

instagram post scraper

Scrape instagram posts for captions, media, and full engagement data via simple API calls.

Scraping method:
  • post_id
  • caption
  • media_urls
  • likes_count
  • comments_count
  • timestamp
  • hashtags
  • location

instagram profile scraper

Extract user profiles including bios, follower counts, and post history from instagram.

Scraping method:
  • user_id
  • username
  • bio
  • followers_count
  • following_count
  • profile_pic_url
  • posts_count
  • is_private

download instagram likes

Bulk download likes and likers data for specific instagram posts and reels.

Scraping method:
  • post_id
  • like_count
  • liker_usernames
  • liker_ids
  • timestamp
  • total_likes

instagram scraper api

Core API for scraping instagram search results, posts, and user info in JSON.

Scraping method:
  • query
  • results_count
  • post_ids
  • user_profiles
  • engagement_metrics
  • media_types
  • publish_dates

scrape instagram posts

Targeted endpoint to scrape instagram posts by hashtag, user, or location filters.

Scraping method:
  • post_url
  • thumbnail_url
  • video_url
  • caption_text
  • user_mention
  • view_count
  • share_count

instagram scraper python

Optimized for python instagram scraper scripts with SDK for bulk instagram data scraping.

Scraping method:
  • session_id
  • scraped_count
  • success_rate
  • error_log
  • data_batch
  • rate_limit_status
  • proxy_used

Instagram Post Like Scraper Bulk Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Integrate our RESTful instagram scraper API directly into your python instagram api or Node.js apps for programmatic instagram data scraping.

  • XCrawl
    Python Client SDK
    Use pre-built instagram scraper python wrappers for async bulk requests and seamless data handling.
  • XCrawl
    Custom Endpoints
    Tailor calls to scrape instagram posts or profiles with parameters for pagination and filters.
  • XCrawl
    Webhook Callbacks
    Receive real-time notifications for completed instagram scraping api jobs and datasets.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Leverage our dashboard for no-code instagram scraping tool usage, scheduling bulk jobs without writing code.

  • XCrawl
    Visual Query Builder
    Select instagram posts, profiles, or likes via intuitive UI for instant scraping instagram data.
  • XCrawl
    Automated Scheduling
    Set cron jobs for recurring instagram profile scraper or post data extraction tasks.
  • XCrawl
    CSV/JSON Exports
    Download scraped instagram datasets directly in Excel, CSV, or JSON for easy analysis.

Code examples

Retrieve Instagram Post Like Scraper Bulk Scraper API posts and author information in seconds with a simple API call.

Input
Shell
curl -X POST https://xcrawl.com -H "Authorization: YOU_TOKEN" -H "Content-Type: application/json" -d "{\"geo\":\"US\",\"context\":{\"keyword_list\":[{\"keyword\":\"Apple\"}],\"start_page\":1,\"pages\":1},\"source\":\"amazon_search\"}"
Output
Json
{
"result":[
{
"content":{
"url":"https://www.amazon.com/s?k=Apple&page=1"
"page":1
"query":"Apple"
"results":{
"organic":[
{
"pos":1
"url":"https://www.amazon.com/sspa/click?ie=UTF8&spc=MTo1NTU4MDIyNzE4MTQ0NDk1OjE3NjM0NDg1NjM6c3BfYXRmOjMwMDg0MTIyMDE1MTYwMjo6MDo6&url=%2FApple-11-inch-Intelligence-Display-All-Day%2Fdp%2FB0DZ73HCJZ%2Fref%3Dsr_1_1_sspa%3Fdib%3DeyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs%26dib_tag%3Dse%26keywords%3DApple%26qid%3D1763448563%26sr%3D8-1-spons%26sp_csd%3Dd2lkZ2V0TmFtZT1zcF9hdGY%26psc%3D1"
"asin":"B0DZ73HCJZ"
"price":499.99
"title":"SponsoredSponsored You’re seeing this ad based on the product’s relevance to your search query.Leave ad feedback AppleiPad Air 11-inch with M3 chip Built for Apple Intelligence, Liquid Retina Display, 128GB, 12MP Front/Back Camera, Wi-Fi 6E, Touch ID, All-Day Battery Life — Purple"
"rating":4.8
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/71b-vc2xzlL._AC_UY218_.jpg"
"best_seller":false
"price_upper":499.99
"is_sponsored":false
"sales_volume":"1K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":599
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":2
"url":"https://www.amazon.com/sspa/click?ie=UTF8&spc=MTo1NTU4MDIyNzE4MTQ0NDk1OjE3NjM0NDg1NjM6c3BfYXRmOjMwMDg0MTI5NzA2MjkwMjo6MDo6&url=%2FApple-Bluetooth-Headphones-Personalized-Effortless%2Fdp%2FB0DGHMNQ5Z%2Fref%3Dsr_1_2_sspa%3Fdib%3DeyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs%26dib_tag%3Dse%26keywords%3DApple%26qid%3D1763448563%26sr%3D8-2-spons%26sp_csd%3Dd2lkZ2V0TmFtZT1zcF9hdGY%26psc%3D1"
"asin":"B0DGHMNQ5Z"
"price":117
"title":"SponsoredSponsored You’re seeing this ad based on the product’s relevance to your search query.Leave ad feedback AppleAirPods 4 Wireless Earbuds, Bluetooth Headphones, Personalized Spatial Audio, Sweat and Water Resistant, USB-C Charging Case, H2 Chip, Up to 30 Hours of Battery Life, Effortless Setup for iPhone"
"rating":4.5
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61iBtxCUabL._AC_UY218_.jpg"
"best_seller":false
"price_upper":117
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":129
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":3
"url":"https://www.amazon.com/Apple-MX542LL-A-AirTag-Pack/dp/B0D54JZTHY/ref=sr_1_3?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-3"
"asin":"B0D54JZTHY"
"price":79.98
"title":"AppleAirTag 4 Pack. Keep Track of and find Your Keys, Wallet, Luggage, Backpack, and More. Simple one-tap Set up with iPhone or iPad"
"rating":4.7
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61bMNCeAUAL._AC_UY218_.jpg"
"best_seller":false
"price_upper":79.98
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":99
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":4
"url":"https://www.amazon.com/Apple-MX532LL-A-AirTag/dp/B0CWXNS552/ref=sr_1_4?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-4"
"asin":"B0CWXNS552"
"price":17.97
"title":"AppleAirTag. Keep Track of and find Your Keys, Wallet, Luggage, Backpack, and More. Simple one-tap Set up with iPhone or iPad"
"rating":4.7
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/71rP7f78eFL._AC_UY218_.jpg"
"best_seller":false
"price_upper":17.97
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":29
"shipping_information":"FREE delivery Sun, Nov 23 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Nov 19"
},
{
"pos":5
"url":"https://www.amazon.com/Apple-iPad-Pro-13-inch-M5/dp/B0FWCXMR3W/ref=sr_1_5?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-5"
"asin":"B0FWCXMR3W"
"price":2499
"title":"AppleiPad Pro 13-inch (M5): Ultra Retina XDR Display, 2TB, 12MP Front/Back Camera, LiDAR Scanner, Wi-Fi 7 with Apple N1 + 5G Cellular with C1X chip, Face ID, All-Day Battery Life — Space Black"
"rating":4.6
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/715V3wbnD6L._AC_UY218_.jpg"
"best_seller":false
"price_upper":2499
"is_sponsored":false
"sales_volume":null
"pricing_count":1
"reviews_count":16
"is_amazons_choice":false
"price_strikethrough":""
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Thu, Nov 20"
},
{
"pos":6
"url":"https://www.amazon.com/Apple-Cancellation-Translation-Headphones-High-Fidelity/dp/B0FQFB8FMG/ref=sr_1_6?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-6"
"asin":"B0FQFB8FMG"
"price":249
"title":"AppleAirPods Pro 3 Wireless Earbuds, Active Noise Cancellation, Live Translation, Heart Rate Sensing, Hearing Aid Feature, Bluetooth Headphones, Spatial Audio, High-Fidelity Sound, USB-C Charging"
"rating":4.4
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61solmQSSlL._AC_UY218_.jpg"
"best_seller":false
"price_upper":249
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":""
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":7
"url":"https://www.amazon.com/Apple-2025-MacBook-13-inch-Laptop/dp/B0DZD9S5GC/ref=sr_1_7?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-7"
"asin":"B0DZD9S5GC"
"price":749.99
"title":"Apple2025 MacBook Air 13-inch Laptop with M4 chip: Built for Apple Intelligence, 13.6-inch Liquid Retina Display, 16GB Unified Memory, 256GB SSD Storage, 12MP Center Stage Camera, Touch ID; Midnight"
"rating":4.8
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/71cWZUr9SVL._AC_UY218_.jpg"
"best_seller":false
"price_upper":749.99
"is_sponsored":false
"sales_volume":null
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":999
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
{
"pos":8
"url":"https://www.amazon.com/Apple-Headphones-Cancellation-Transparency-Personalized/dp/B0DGJ7HYG1/ref=sr_1_8?dib=eyJ2IjoiMSJ9.34Y5eLJt-Syg--Dpi7ueLQwL3ml5AvPfvC0eh7LK2pKhXumC_HQT9LBvkLBiFSrOLyabiwA1DN0qC4nDUFqkGrn5VUhsdLQFYgZ3L8DIPuzIgdPdKtqxJq8diyjiiuXTCDm8kcQmj2lflrdB1g_13fvuEjweGI5mAVZVfJ83S_reyt11VBul7Fga7znbDIGVuFDGhy2lICifAICisiNT88x1w5OOasbBiPs42bcbX0Y.sYUV92XFy8V256YhUSF1FPnMdd_kkjo8lMeGBX4Y2Rs&dib_tag=se&keywords=Apple&qid=1763448563&sr=8-8"
"asin":"B0DGJ7HYG1"
"price":148.99
"title":"AppleAirPods 4 Wireless Earbuds, Bluetooth Headphones, with Active Noise Cancellation, Adaptive Audio, Transparency Mode, Personalized Spatial Audio, USB-C Charging Case, Wireless Charging, H2 Chip"
"rating":4.5
"currency":"USD"
"is_prime":false
"url_image":"https://m.media-amazon.com/images/I/61iBtxCUabL._AC_UY218_.jpg"
"best_seller":false
"price_upper":148.99
"is_sponsored":false
"sales_volume":"10K+ bought in past month"
"pricing_count":1
"reviews_count":null
"is_amazons_choice":false
"price_strikethrough":179
"shipping_information":"FREE delivery Sun, Nov 23Or fastest delivery Tomorrow, Nov 19"
},
],
"amazons_choices":[
],
},
},
},
],
},

How the Instagram Post Like Scraper Bulk Scraper API Scraper API works?

  • XCrawlIntelligent IP rotation
  • XCrawlAutomatic CAPTCHA recognition
  • XCrawlHTTP headers
  • XCrawlAutomatic webpage parsing
  • XCrawlCustomizable support

What can our API do for you?

XCrawl

Proxy management

ML-driven proxy selection and rotation using our premium proxy pool from 190 countries.

XCrawl

AI-driven fingerprinting

Unique HTTP headers, JavaScript, and browser fingerprints ensure resilience to dynamic content.

XCrawl

CAPTCHA bypass

Automatic retries and CAPTCHA bypassing for uninterrupted data retrieval.

XCrawl

Bulk data extraction

Extract data from several pages at the same time with up to 10K URLs per batch.

XCrawl

Multiple delivery options

Receive data via cloud storage such as SFTP or AWSS3, or retrieve results through APIs.

XCrawl

Scheduled scraping

Set your preferred frequency for automated, custom-timed data collection, with results delivered directly to your cloud storage.

XCrawl

Maintenance-free infrastructure

Eliminate proxy maintenance and infrastructure hassle. No need to build crawler systems.

XCrawl

Highly scalable

Easy to integrate with support for customization.

XCrawl

24/7 support

Receive professional support in case of anyquestions or issues.

XCrawl Transparent

Flexible Pricing

Transparent web scraping pricing with flexible API subscription plans. Compare data extraction costs, purchase crawler access, and start free — then scale as you grow.

Monthly
Yearly Hot

Scale Plans

High-volume plans for teams that need more power and dedicated support.

Enjoy higher rate limits, more concurrent browsers, and priority support.

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We Provide Enterprise-Level Customization

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What do our customers say?

★★★★★
5.0

This instagram scraper python tool transformed our data pipeline; bulk download instagram likes is lightning-fast and accurate.

Alex Rivera
Alex Rivera
Data Engineer
★★★★★
4.9

Perfect for scraping instagram posts—easy integration and high-quality datasets for competitor analysis.

Sarah Kim
Sarah Kim
Growth Hacker
★★★★★
5.0

Instagram profile scraper delivers JSON perfection; no more manual parsing headaches.

Mike Chen
Mike Chen
Full-Stack Developer
★★★★★
4.8

Bulk extraction of instagram data has supercharged our campaigns with real engagement metrics.

Luna Patel
Luna Patel
Marketing Analyst
★★★★★
4.9

Reliable instagram scraper api for python instagram scraper projects; dataset quality is unmatched.

David Ortiz
David Ortiz
AI Researcher
★★★★★
5.0

Download instagram likes effortlessly—saved weeks of development time.

Emma Wong
Emma Wong
Product Manager
★★★★★
4.7

Instagram scraping tool handles scale perfectly; fast and proxy-smart.

Raj Singh
Raj Singh
Backend Dev
★★★★★
5.0

Scrape instagram data for keyword insights—integration was a breeze.

Olivia Grant
Olivia Grant
SEO Specialist
★★★★★
4.9

Best instagram post scraper for building ML models on social datasets.

Tom Harris
Tom Harris
Data Scientist
★★★★★
5.0

Instagram scraper api revolutionized our influencer tracking with precise like counts.

Nina Lopez
Nina Lopez
Founder
★★★★★
5.0

This instagram scraper python tool transformed our data pipeline; bulk download instagram likes is lightning-fast and accurate.

Alex Rivera
Alex Rivera
Data Engineer
★★★★★
4.9

Perfect for scraping instagram posts—easy integration and high-quality datasets for competitor analysis.

Sarah Kim
Sarah Kim
Growth Hacker
★★★★★
5.0

Instagram profile scraper delivers JSON perfection; no more manual parsing headaches.

Mike Chen
Mike Chen
Full-Stack Developer
★★★★★
4.8

Bulk extraction of instagram data has supercharged our campaigns with real engagement metrics.

Luna Patel
Luna Patel
Marketing Analyst
★★★★★
4.9

Reliable instagram scraper api for python instagram scraper projects; dataset quality is unmatched.

David Ortiz
David Ortiz
AI Researcher
★★★★★
5.0

Download instagram likes effortlessly—saved weeks of development time.

Emma Wong
Emma Wong
Product Manager
★★★★★
4.7

Instagram scraping tool handles scale perfectly; fast and proxy-smart.

Raj Singh
Raj Singh
Backend Dev
★★★★★
5.0

Scrape instagram data for keyword insights—integration was a breeze.

Olivia Grant
Olivia Grant
SEO Specialist
★★★★★
4.9

Best instagram post scraper for building ML models on social datasets.

Tom Harris
Tom Harris
Data Scientist
★★★★★
5.0

Instagram scraper api revolutionized our influencer tracking with precise like counts.

Nina Lopez
Nina Lopez
Founder
★★★★★
5.0

This instagram scraper python tool transformed our data pipeline; bulk download instagram likes is lightning-fast and accurate.

Alex Rivera
Alex Rivera
Data Engineer
★★★★★
4.9

Perfect for scraping instagram posts—easy integration and high-quality datasets for competitor analysis.

Sarah Kim
Sarah Kim
Growth Hacker
★★★★★
5.0

Instagram profile scraper delivers JSON perfection; no more manual parsing headaches.

Mike Chen
Mike Chen
Full-Stack Developer
★★★★★
4.8

Bulk extraction of instagram data has supercharged our campaigns with real engagement metrics.

Luna Patel
Luna Patel
Marketing Analyst
★★★★★
4.9

Reliable instagram scraper api for python instagram scraper projects; dataset quality is unmatched.

David Ortiz
David Ortiz
AI Researcher
★★★★★
5.0

Download instagram likes effortlessly—saved weeks of development time.

Emma Wong
Emma Wong
Product Manager
★★★★★
4.7

Instagram scraping tool handles scale perfectly; fast and proxy-smart.

Raj Singh
Raj Singh
Backend Dev
★★★★★
5.0

Scrape instagram data for keyword insights—integration was a breeze.

Olivia Grant
Olivia Grant
SEO Specialist
★★★★★
4.9

Best instagram post scraper for building ML models on social datasets.

Tom Harris
Tom Harris
Data Scientist
★★★★★
5.0

Instagram scraper api revolutionized our influencer tracking with precise like counts.

Nina Lopez
Nina Lopez
Founder
★★★★★
5.0

This instagram scraper python tool transformed our data pipeline; bulk download instagram likes is lightning-fast and accurate.

Alex Rivera
Alex Rivera
Data Engineer
★★★★★
4.9

Perfect for scraping instagram posts—easy integration and high-quality datasets for competitor analysis.

Sarah Kim
Sarah Kim
Growth Hacker
★★★★★
5.0

Instagram profile scraper delivers JSON perfection; no more manual parsing headaches.

Mike Chen
Mike Chen
Full-Stack Developer
★★★★★
4.8

Bulk extraction of instagram data has supercharged our campaigns with real engagement metrics.

Luna Patel
Luna Patel
Marketing Analyst
★★★★★
4.9

Reliable instagram scraper api for python instagram scraper projects; dataset quality is unmatched.

David Ortiz
David Ortiz
AI Researcher
★★★★★
5.0

Download instagram likes effortlessly—saved weeks of development time.

Emma Wong
Emma Wong
Product Manager
★★★★★
4.7

Instagram scraping tool handles scale perfectly; fast and proxy-smart.

Raj Singh
Raj Singh
Backend Dev
★★★★★
5.0

Scrape instagram data for keyword insights—integration was a breeze.

Olivia Grant
Olivia Grant
SEO Specialist
★★★★★
4.9

Best instagram post scraper for building ML models on social datasets.

Tom Harris
Tom Harris
Data Scientist
★★★★★
5.0

Instagram scraper api revolutionized our influencer tracking with precise like counts.

Nina Lopez
Nina Lopez
Founder
ISO 27001
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CDPR
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Top-Rated by Users
XCrawlTop-Rated by Users
Leader
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Easiest To Use
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Best Value Award
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Frequently asked questions

Everything you need to know about XCrawl.

How does the Instagram Post Like Scraper Bulk Scraper API work?
Send REST API requests with post URLs or usernames; our servers handle proxy rotation, parsing, and return structured JSON with likes, posts, and profile data.
What factors determine pricing?
Pricing scales by API credits consumed: based on data volume scraped, endpoint type (posts vs profiles), and frequency of bulk instagram scraping jobs.
What Instagram data is covered and any limitations?
Covers public posts, profiles, likes, comments, and media; private accounts excluded. Updates follow Instagram UI changes for 95%+ coverage.
Is this compliant and legal for Instagram scraping?
We scrape only public data accessible without login, adhering to terms for non-commercial research; always consult legal for your use case.
What integration support is available?
Full docs, Python/Node SDKs, and 24/7 support for instagram scraper api setup; sample code for python instagram scraper included.

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