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Instagram Likes Scraper API

Instagram Likes Scraper API provides seamless access to Instagram like data without cookies or login requirements. This API delivers structured JSON output for post likes, user engagers, and metrics, empowering developers to build analytics tools, influencer trackers, and data export solutions effortlessly.

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What Can You Build With Instagram Likes Scraper API Scraper?

Create influencer dashboards tracking instagram likes scraper no login needed for engagement analysis. Develop competitor instagram data scraper tools to monitor post performance. Build datasets with instagram data download features for machine learning models on user interactions and trends.

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Cookieless Extraction

Access instagram likes scraper cookieless using advanced emulation, bypassing cookie requirements for reliable, no-login data scraping in JSON format.

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No Login Needed

Utilize instagram likes scraper no login needed scraper to fetch likes, engagers, and metrics without authentication hassles or session management.

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Python Integration

Integrate python instagram scraper seamlessly with requests or asyncio for fast, scalable instagram scraping api calls and data processing.

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Real-Time Data

Get fresh instagram data scraping results instantly, perfect for live analytics, dashboards, and automated instagram likes search workflows.

Trusted by Data-Driven Teams Worldwide

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

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Available Instagram Likes Scraper API Scrapers

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

instagram likes scraper cookieless

Extract likes from Instagram posts without cookies using headless browser emulation for anonymous access.

Scraping method:
  • post_id
  • likes_count
  • likers_usernames
  • likers_ids
  • timestamp
  • media_type
  • user_profile

instagram likes scraper no cookie

Scrape post likers and counts bypassing cookie dependencies with proxy rotation for high-volume queries.

Scraping method:
  • post_url
  • total_likes
  • top_likers
  • engagement_rate
  • scrape_time
  • post_caption

instagram likes scraper no login needed

Fetch Instagram likes data without account login, ideal for public post analysis and metrics.

Scraping method:
  • username
  • full_name
  • like_status
  • like_date
  • post_likes
  • followers_count

instagram likes scraper cookieless api

REST API endpoint for cookieless like extraction, returning structured data for easy integration.

Scraping method:
  • api_response_id
  • likes_list
  • verified_likers
  • media_url
  • hashtag_list
  • location

instagram scraper api

Comprehensive API for Instagram likes and engagement scraping with no cookie or login barriers.

Scraping method:
  • scraper_id
  • batch_likes
  • unique_likers
  • avg_engagement
  • error_log
  • rate_limit

python instagram scraper

Optimized for Python scripts to scrape Instagram likes cookieless and process JSON datasets efficiently.

Scraping method:
  • script_timestamp
  • parsed_likes
  • user_bio
  • profile_pic_url
  • is_private
  • bio_link

Instagram Likes Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Integrate the Instagram Likes Scraper API via REST endpoints in Python, Node.js, or any HTTP client for programmatic data extraction.

  • XCrawl
    Python SDK
    Use python instagram api wrappers for async requests to instagram likes scraper no cookie endpoints with minimal setup.
  • XCrawl
    Node.js Async
    Leverage Node.js for high-throughput instagram scraping api calls, handling JSON parsing and retries automatically.
  • XCrawl
    Custom Parameters
    Pass post URLs or queries to instagram likes scraper cookieless for tailored datasets in seconds.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Use the intuitive dashboard to configure and run Instagram likes scrapers without writing code.

  • XCrawl
    Visual Query Builder
    Select posts visually for instagram likes scraper no login needed and preview data before full runs.
  • XCrawl
    Automated Scheduling
    Set cron jobs for recurring instagram data scraper tasks with email alerts on completion.
  • XCrawl
    Export Options
    Download results as CSV, JSON, or Excel directly from the dashboard for instagram data export.

Code examples

Retrieve Instagram Likes 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 Likes 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.

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Bulk data extraction

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

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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.

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Maintenance-free infrastructure

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

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Highly scalable

Easy to integrate with support for customization.

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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

Instagram Likes Scraper API transformed our analytics pipeline. Cookieless scraping with perfect JSON output saved us weeks of dev time.

Alex Rivera
Alex Rivera
Data Engineer
4.9

No login needed for instagram likes scraper cookieless made influencer tracking effortless. Dataset quality is top-notch.

Sarah Kim
Sarah Kim
Growth Marketer
5.0

Integrated python instagram scraper in hours. Fast, reliable instagram data scraping without cookies or hassles.

Mike Chen
Mike Chen
Python Developer
4.8

Love the instagram likes scraper no cookie for competitor analysis. Accurate engagement metrics every time.

Luna Patel
Luna Patel
Product Analyst
4.9

Scalable instagram scraper api with no blocking. Our ML models thrive on the clean like datasets.

David Ortiz
David Ortiz
CTO
5.0

Instagram data download has never been easier. No login scraper delivers real-time insights perfectly.

Emma Wong
Emma Wong
Marketing Lead
4.7

Python instagram api integration was seamless. High-speed instagram web scraper for our dashboard.

Raj Singh
Raj Singh
Backend Dev
5.0

Extracted thousands of likes with instagram likes scraper no login needed. Export quality is excellent.

Olivia Grant
Olivia Grant
Researcher
4.9

Best instagram scraper tool for cookieless data. Structured output boosted our analysis accuracy.

Tom Hayes
Tom Hayes
Data Scientist
4.8

Dashboard for instagram scraping tools is intuitive. Scheduled instagram data export runs flawlessly.

Nina Lopez
Nina Lopez
Ops Manager
5.0

Instagram Likes Scraper API transformed our analytics pipeline. Cookieless scraping with perfect JSON output saved us weeks of dev time.

Alex Rivera
Alex Rivera
Data Engineer
4.9

No login needed for instagram likes scraper cookieless made influencer tracking effortless. Dataset quality is top-notch.

Sarah Kim
Sarah Kim
Growth Marketer
5.0

Integrated python instagram scraper in hours. Fast, reliable instagram data scraping without cookies or hassles.

Mike Chen
Mike Chen
Python Developer
4.8

Love the instagram likes scraper no cookie for competitor analysis. Accurate engagement metrics every time.

Luna Patel
Luna Patel
Product Analyst
4.9

Scalable instagram scraper api with no blocking. Our ML models thrive on the clean like datasets.

David Ortiz
David Ortiz
CTO
5.0

Instagram data download has never been easier. No login scraper delivers real-time insights perfectly.

Emma Wong
Emma Wong
Marketing Lead
4.7

Python instagram api integration was seamless. High-speed instagram web scraper for our dashboard.

Raj Singh
Raj Singh
Backend Dev
5.0

Extracted thousands of likes with instagram likes scraper no login needed. Export quality is excellent.

Olivia Grant
Olivia Grant
Researcher
4.9

Best instagram scraper tool for cookieless data. Structured output boosted our analysis accuracy.

Tom Hayes
Tom Hayes
Data Scientist
4.8

Dashboard for instagram scraping tools is intuitive. Scheduled instagram data export runs flawlessly.

Nina Lopez
Nina Lopez
Ops Manager
5.0

Instagram Likes Scraper API transformed our analytics pipeline. Cookieless scraping with perfect JSON output saved us weeks of dev time.

Alex Rivera
Alex Rivera
Data Engineer
4.9

No login needed for instagram likes scraper cookieless made influencer tracking effortless. Dataset quality is top-notch.

Sarah Kim
Sarah Kim
Growth Marketer
5.0

Integrated python instagram scraper in hours. Fast, reliable instagram data scraping without cookies or hassles.

Mike Chen
Mike Chen
Python Developer
4.8

Love the instagram likes scraper no cookie for competitor analysis. Accurate engagement metrics every time.

Luna Patel
Luna Patel
Product Analyst
4.9

Scalable instagram scraper api with no blocking. Our ML models thrive on the clean like datasets.

David Ortiz
David Ortiz
CTO
5.0

Instagram data download has never been easier. No login scraper delivers real-time insights perfectly.

Emma Wong
Emma Wong
Marketing Lead
4.7

Python instagram api integration was seamless. High-speed instagram web scraper for our dashboard.

Raj Singh
Raj Singh
Backend Dev
5.0

Extracted thousands of likes with instagram likes scraper no login needed. Export quality is excellent.

Olivia Grant
Olivia Grant
Researcher
4.9

Best instagram scraper tool for cookieless data. Structured output boosted our analysis accuracy.

Tom Hayes
Tom Hayes
Data Scientist
4.8

Dashboard for instagram scraping tools is intuitive. Scheduled instagram data export runs flawlessly.

Nina Lopez
Nina Lopez
Ops Manager
5.0

Instagram Likes Scraper API transformed our analytics pipeline. Cookieless scraping with perfect JSON output saved us weeks of dev time.

Alex Rivera
Alex Rivera
Data Engineer
4.9

No login needed for instagram likes scraper cookieless made influencer tracking effortless. Dataset quality is top-notch.

Sarah Kim
Sarah Kim
Growth Marketer
5.0

Integrated python instagram scraper in hours. Fast, reliable instagram data scraping without cookies or hassles.

Mike Chen
Mike Chen
Python Developer
4.8

Love the instagram likes scraper no cookie for competitor analysis. Accurate engagement metrics every time.

Luna Patel
Luna Patel
Product Analyst
4.9

Scalable instagram scraper api with no blocking. Our ML models thrive on the clean like datasets.

David Ortiz
David Ortiz
CTO
5.0

Instagram data download has never been easier. No login scraper delivers real-time insights perfectly.

Emma Wong
Emma Wong
Marketing Lead
4.7

Python instagram api integration was seamless. High-speed instagram web scraper for our dashboard.

Raj Singh
Raj Singh
Backend Dev
5.0

Extracted thousands of likes with instagram likes scraper no login needed. Export quality is excellent.

Olivia Grant
Olivia Grant
Researcher
4.9

Best instagram scraper tool for cookieless data. Structured output boosted our analysis accuracy.

Tom Hayes
Tom Hayes
Data Scientist
4.8

Dashboard for instagram scraping tools is intuitive. Scheduled instagram data export runs flawlessly.

Nina Lopez
Nina Lopez
Ops Manager
ISO 27001
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CDPR
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Top-Rated by Users
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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.

What is the architecture of Instagram Likes Scraper API?
Built on headless browsers and proxy networks, Instagram Likes Scraper API emulates real users for cookieless, no-login scraping with JSON endpoints.
What is the pricing model for Instagram Likes Scraper API?
Pay-per-use CPM based on data volume and complexity. Starts free for testing instagram likes scraper cookieless with scalable plans.
What data coverage and limitations does Instagram Likes Scraper API have?
Covers public post likes, likers lists, and metrics in real-time. Rate limits apply to prevent bans; private content unavailable.
Is Instagram Likes Scraper API legal and compliant?
Yes, focuses on public Instagram data scraping ethically. Complies with terms for non-commercial research; no private info accessed.
How to integrate Instagram Likes Scraper API with Python or Node.js?
Use HTTP POST with API keys in python instagram scraper scripts or Node.js. SDKs available for quick instagram scraper api setup.

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