XCrawlGet started in 30 seconds.No credit card required. Explore everything for freeStart Free Trial
XCrawlSolutionsInstagram Comments, Replies and Subscribers Scraper (No Cookie) Scraper API

Instagram Comments, Replies and Subscribers Scraper (No Cookie) Scraper API

Unlock Instagram data effortlessly with the Instagram Comments, Replies and Subscribers Scraper (No Cookie) Scraper API. This powerful instagram scraper API bypasses authentication hurdles without cookies, delivering structured JSON data on comments, threaded replies, and subscriber lists. Say goodbye to IP blocking, complex parsing, and manual scraping instagram efforts—scale your instagram scraping with reliable, real-time extraction.

Start free trial
Contact Sales

What Can You Build With Instagram Comments, Replies and Subscribers Scraper (No Cookie) Scraper API Scraper?

Build sentiment analysis tools to process scraped instagram comments for brand insights, create engagement dashboards tracking replies and likes via instagram comments scraper, or monitor subscriber growth for influencer marketing. Use this instagram scraper api for competitor analysis on user interactions, automated reporting on comment trends, and dataset generation for machine learning models from instagram data.

XCrawl

No Cookie Authentication

Access public Instagram comments, replies, and subscribers without cookies or logins, ensuring seamless instagram scraper api integration and compliance with platform policies using structured JSON endpoints.

XCrawl

Real-Time Data Extraction

Fetch fresh instagram comments scraper data instantly with async requests, perfect for Python instagram scraper scripts handling high-volume scraping instagram data without rate limits or delays.

XCrawl

Threaded Replies Support

Capture full conversation trees from scrape instagram comments, including nested replies and engagement metrics, exported as clean datasets for analysis in tools like Python or Node.js.

XCrawl

Scalable Python Integration

Easily integrate with instagram scraper python libraries for automated workflows, supporting bulk requests and pagination for comprehensive instagram data scraper operations.

Trusted by Data-Driven Teams Worldwide

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

XCrawl

Available Instagram Comments, Replies and Subscribers Scraper (No Cookie) Scraper API Scrapers

Access the most commonly used Instagram Comments, Replies and Subscribers Scraper (No Cookie) Scraper API data types — fully structured, consistently formatted, and production-ready.

Instagram Comment Scraper

Extract all comments from Instagram posts with full text, authors, and timestamps.

Scraping method:
  • comment_id
  • text
  • author_username
  • author_id
  • likes_count
  • timestamp
  • is_reply

Scrape Instagram Comments

Pull threaded replies and nested conversations from specific Instagram posts.

Scraping method:
  • parent_comment_id
  • reply_text
  • reply_author
  • reply_likes
  • reply_timestamp
  • depth_level
  • media_url

Instagram Comments Scraper

Gather engagement metrics and top comments for posts or profiles.

Scraping method:
  • post_id
  • comment_count
  • top_comments
  • avg_likes
  • engagement_rate
  • hashtags

Instagram Scraper API

Access subscriber lists and follower data without authentication.

Scraping method:
  • user_id
  • subscriber_count
  • followers_list
  • following_count
  • bio
  • profile_pic_url

Scraping Instagram Comments

Search and filter comments by keywords across Instagram searches.

Scraping method:
  • search_query
  • matching_comments
  • user_profiles
  • relevance_score
  • publish_date
  • media_type

Instagram Data Scraper

Download complete datasets of comments, replies, and subscribers in JSON.

Scraping method:
  • dataset_id
  • total_records
  • export_url
  • last_updated
  • status
  • error_log

Instagram Comments, Replies and Subscribers Scraper (No Cookie) Scraper API crawling methods

XCrawl

API Scraping (For Developers)

Integrate via simple REST API endpoints for programmatic instagram scraper access.

  • XCrawl
    Python SDK Ready
    Use instagram scraper python wrappers for async requests and easy pagination in your data pipelines.
  • XCrawl
    JSON Responses
    Receive structured data from scrape instagram comments directly integrable with Pandas or databases.
  • XCrawl
    Rate Limit Handling
    Built-in retries and proxies ensure reliable high-volume instagram comments scraper operations.
XCrawl

No-Code Scraping (For Ops & Growth Teams)

Use our intuitive dashboard for visual Instagram data extraction without coding.

  • XCrawl
    Visual Post Selection
    Point-and-click to select posts for instagram comments scraper and preview data instantly.
  • XCrawl
    Automated Scheduling
    Set cron jobs to regularly scrape instagram comments and get email notifications.
  • XCrawl
    CSV/Excel Exports
    Download cleaned datasets from instagram scraper api for BI tools like Google Sheets.

Code examples

Retrieve Instagram Comments, Replies and Subscribers Scraper (No Cookie) 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 Comments, Replies and Subscribers Scraper (No Cookie) 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
We accept these payment methods:XCrawl ...

Scale Plans

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

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

Contact Sales
We Provide Enterprise-Level Customization

Explore more solutions

G
Glassdoor Plus Scraper API

Unlock Glassdoor data effortlessly with the Glassdoor Plus Scraper API, your ultimate glassdoor scraper and glassdoor api solution. Bypass anti-bot measures, handle dynamic content, and extract structured JSON datasets from glassdoor scraping challenges like review parsing and salary extraction without IP blocks or CAPTCHAs.

Learn More
V
VK People Scraper API

XCrawl's VK People Scraper API empowers developers to perform seamless search on VK, powering people crawler functionality for vk com search and vk search image queries. Bypass complex parsing hurdles, IP blocking, and rate limits with a robust people search API delivering structured JSON data from VK.com user profiles and bios.

Learn More
F
Facebook(Meta) Ad Scraper API

XCrawl's Facebook(Meta) Ad Scraper API is the ultimate facebook ad scraper and facebook ads scraper for developers. Seamlessly scrape facebook ads, extract structured data from facebook pages, and overcome rate limits with our robust facebook scraper API. Ideal for scraping facebook data at scale, delivering clean JSON without IP blocks or complex parsing.

Learn More
F
Facebook ADS Report Scraper API

XCrawl's Facebook ADS Report Scraper API revolutionizes facebook ads scraper workflows for backend developers. Seamlessly scrape facebook ads data, extract structured reports from facebook scraper api endpoints, and overcome parsing challenges with reliable facebook scraping tools. Integrate via facebook scraper python for real-time facebook data scraper access without IP blocks.

Learn More
G
Github Search Scraper API

XCrawl's Github Search Scraper API is the ultimate web scraper github solution for developers. Bypass GitHub's rate limits, avoid IP blocking, and parse complex search results effortlessly. Perfect for python scraper github projects, delivering structured JSON data via simple API endpoints for github crawler and scraping github needs.

Learn More
A
Adzuna Job Scraper 🔍💼 - Rental Scraper API

XCrawl's Adzuna Job Scraper API is the premier job site scraper and rental scraper API for scraping job sites like Adzuna. This robust job web scraper and job scraping tool effortlessly extracts job listings, salaries, and employer details via a simple REST API, handling parsing complexities, IP blocks, and dynamic content for reliable data extraction jobs.

Learn More
View more

What do our customers say?

★★★★★
5.0

This instagram scraper api transformed our comment analysis—fast, accurate datasets without cookies!

Alex Rivera
Alex Rivera
Data Scientist
★★★★★
4.9

Scrape instagram comments effortlessly; threaded replies data is perfect for sentiment tracking.

Sarah Kim
Sarah Kim
Growth Marketer
★★★★★
5.0

Instagram scraper python integration was seamless—JSON output saved weeks of parsing.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.8

Best instagram comments scraper for subscriber insights; no IP blocks, pure reliability.

Laura Patel
Laura Patel
Product Analyst
★★★★★
5.0

Instagram data scraper delivers high-quality datasets for our models—highly recommend!

David Ortiz
David Ortiz
ML Engineer
★★★★★
4.9

Scraping instagram comments has never been easier; real-time data boosts our campaigns.

Emma Wong
Emma Wong
Social Media Manager
★★★★★
5.0

Scalable instagram scraper api handles our volume perfectly—no downtime.

Jordan Lee
Jordan Lee
DevOps Lead
★★★★★
4.7

Love the structured output from this instagram comments scraper—exports to Excel instantly.

Sophia Garcia
Sophia Garcia
BI Analyst
★★★★★
5.0

Python instagram scraper workflows are a breeze; accurate replies and engagement metrics.

Ryan Thompson
Ryan Thompson
Full-Stack Developer
★★★★★
4.9

Downloaded massive instagram data scraper sets for my thesis—flawless execution.

Nina Desai
Nina Desai
Researcher
★★★★★
5.0

This instagram scraper api transformed our comment analysis—fast, accurate datasets without cookies!

Alex Rivera
Alex Rivera
Data Scientist
★★★★★
4.9

Scrape instagram comments effortlessly; threaded replies data is perfect for sentiment tracking.

Sarah Kim
Sarah Kim
Growth Marketer
★★★★★
5.0

Instagram scraper python integration was seamless—JSON output saved weeks of parsing.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.8

Best instagram comments scraper for subscriber insights; no IP blocks, pure reliability.

Laura Patel
Laura Patel
Product Analyst
★★★★★
5.0

Instagram data scraper delivers high-quality datasets for our models—highly recommend!

David Ortiz
David Ortiz
ML Engineer
★★★★★
4.9

Scraping instagram comments has never been easier; real-time data boosts our campaigns.

Emma Wong
Emma Wong
Social Media Manager
★★★★★
5.0

Scalable instagram scraper api handles our volume perfectly—no downtime.

Jordan Lee
Jordan Lee
DevOps Lead
★★★★★
4.7

Love the structured output from this instagram comments scraper—exports to Excel instantly.

Sophia Garcia
Sophia Garcia
BI Analyst
★★★★★
5.0

Python instagram scraper workflows are a breeze; accurate replies and engagement metrics.

Ryan Thompson
Ryan Thompson
Full-Stack Developer
★★★★★
4.9

Downloaded massive instagram data scraper sets for my thesis—flawless execution.

Nina Desai
Nina Desai
Researcher
★★★★★
5.0

This instagram scraper api transformed our comment analysis—fast, accurate datasets without cookies!

Alex Rivera
Alex Rivera
Data Scientist
★★★★★
4.9

Scrape instagram comments effortlessly; threaded replies data is perfect for sentiment tracking.

Sarah Kim
Sarah Kim
Growth Marketer
★★★★★
5.0

Instagram scraper python integration was seamless—JSON output saved weeks of parsing.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.8

Best instagram comments scraper for subscriber insights; no IP blocks, pure reliability.

Laura Patel
Laura Patel
Product Analyst
★★★★★
5.0

Instagram data scraper delivers high-quality datasets for our models—highly recommend!

David Ortiz
David Ortiz
ML Engineer
★★★★★
4.9

Scraping instagram comments has never been easier; real-time data boosts our campaigns.

Emma Wong
Emma Wong
Social Media Manager
★★★★★
5.0

Scalable instagram scraper api handles our volume perfectly—no downtime.

Jordan Lee
Jordan Lee
DevOps Lead
★★★★★
4.7

Love the structured output from this instagram comments scraper—exports to Excel instantly.

Sophia Garcia
Sophia Garcia
BI Analyst
★★★★★
5.0

Python instagram scraper workflows are a breeze; accurate replies and engagement metrics.

Ryan Thompson
Ryan Thompson
Full-Stack Developer
★★★★★
4.9

Downloaded massive instagram data scraper sets for my thesis—flawless execution.

Nina Desai
Nina Desai
Researcher
★★★★★
5.0

This instagram scraper api transformed our comment analysis—fast, accurate datasets without cookies!

Alex Rivera
Alex Rivera
Data Scientist
★★★★★
4.9

Scrape instagram comments effortlessly; threaded replies data is perfect for sentiment tracking.

Sarah Kim
Sarah Kim
Growth Marketer
★★★★★
5.0

Instagram scraper python integration was seamless—JSON output saved weeks of parsing.

Mike Chen
Mike Chen
Backend Developer
★★★★★
4.8

Best instagram comments scraper for subscriber insights; no IP blocks, pure reliability.

Laura Patel
Laura Patel
Product Analyst
★★★★★
5.0

Instagram data scraper delivers high-quality datasets for our models—highly recommend!

David Ortiz
David Ortiz
ML Engineer
★★★★★
4.9

Scraping instagram comments has never been easier; real-time data boosts our campaigns.

Emma Wong
Emma Wong
Social Media Manager
★★★★★
5.0

Scalable instagram scraper api handles our volume perfectly—no downtime.

Jordan Lee
Jordan Lee
DevOps Lead
★★★★★
4.7

Love the structured output from this instagram comments scraper—exports to Excel instantly.

Sophia Garcia
Sophia Garcia
BI Analyst
★★★★★
5.0

Python instagram scraper workflows are a breeze; accurate replies and engagement metrics.

Ryan Thompson
Ryan Thompson
Full-Stack Developer
★★★★★
4.9

Downloaded massive instagram data scraper sets for my thesis—flawless execution.

Nina Desai
Nina Desai
Researcher
ISO 27001
XCrawlISO 27001
CDPR
XCrawlCDPR
Top-Rated by Users
XCrawlTop-Rated by Users
Leader
XCrawlLeader
Easiest To Use
XCrawlEasiest To Use
Best Value Award
XCrawlBest Value Award

Frequently asked questions

Everything you need to know about XCrawl.

How does the Instagram Comments Scraper API work?
Send POST requests to endpoints with post URLs or user IDs; our servers handle rendering, extraction, and return structured JSON without needing cookies or browsers.
What determines pricing?
Billed by successful records extracted (comments, replies, subscribers), with volume tiers, overage fees, and free trial credits—no per-request or flat fees.
What data coverage and limitations apply?
Covers public posts' comments, threaded replies, and subscriber counts; private content or deleted data unavailable due to platform restrictions.
Is this legal and compliant?
Designed for public data only, respecting robots.txt and rate limits—users must ensure their use complies with Instagram's ToS and local laws.
What integration support is available?
SDKs for Python, Node.js; full docs, code samples, and Slack support for instagram scraper api setup and troubleshooting.

Get the data you need.

Let us handle the data collection while you focus on your work.

Start for Free
XCrawlCustomer Support:support@xcrawl.com
XCrawlEnglish
English简体中文GermanFrançaisРусский日本語한국어
Security
XCrawl
XCrawlXCrawl