Tutorial · Twitch

📊 R Step-by-step

How to scrape Twitch videos
with R.

Extract videos data from Twitch. Real code, real responses, real production patterns — paste it into your project and ship.

All tutorials Twitch API ~15 min read

Overview

Learn how to scrape Twitch videos using R. This comprehensive guide will walk you through the entire process, from setup to implementation.

What You'll Learn

  • • Setting up your development environment
  • • Installing the required HTTP client
  • • Authenticating with the ScrapeCreators API
  • • Making requests to Twitch
  • • Handling responses and errors
  • • Best practices for production use

What You'll Get

  • • Access to videos data
  • • JSON formatted responses
  • • Real-time data access
  • • Scalable solution
  • • Error handling patterns
  • • Performance optimization tips

Prerequisites

1. API Key

First, you'll need a ScrapeCreators API key to authenticate your requests.

Sign up at app.scrapecreators.com to get your free API key with 100 requests.

2. Development Environment

Make sure you have the following installed:

  • • R and its dependencies
  • • A code editor (VS Code, Sublime, etc.)
  • • Basic understanding of API requests
  • • Command line interface access

Step 1: Install HTTP Client

httr is a user-friendly HTTP client for R

R
install.packages("httr")

Step 2: API Implementation

Now let's make a request to the Twitch API using R. Replace YOUR_API_KEY with your actual API key.

R
library(httr)
library(jsonlite)

API_KEY <- "YOUR_API_KEY"
BASE_URL <- "https://api.scrapecreators.com"
ENDPOINT_PATH <- "/v1/twitch/user/videos"

scrape <- function() {
  # Build query parameters
  params <- list(
    "handle" = "ishowspeed",
    "filter_by" = "example_value",
    "sort_by" = "example_value"
  )
  
  tryCatch({
    response <- GET(
      url = paste0(BASE_URL, ENDPOINT_PATH),
      add_headers(
        "x-api-key" = API_KEY,
        "Content-Type" = "application/json"
      ),
      query = params
    )
    
    if (status_code(response) == 200) {
      data <- fromJSON(rawToChar(response$content))
      cat("Response:
")
      print(data)
      return(data)
    } else {
      stop(paste("HTTP", status_code(response), ":", rawToChar(response$content)))
    }
  }, error = function(e) {
    cat("Error:", e$message, "
")
    return(NULL)
  })
}

# Usage
result <- scrape()

Step 3: Testing Your Code

API Parameters

This endpoint accepts the following parameters:

handleRequired(string)

Twitch handle

Example: ishowspeed

filter_byOptional(select)

Filter by

sort_byOptional(select)

Sort by

Run Your Code

Execute your script to test the API connection. You should see a JSON response with Twitch videos data.

✅ Success: You should receive a structured JSON response containing the requested data.

Expected Response

Here's an example of the JSON response you'll receive:

Sample Response
{
  "success": true,
  "credits_remaining": 49998363426,
  "id": "51496027",
  "isLive": true,
  "currentViewersCount": 2740,
  "stream": {
    "id": "319166855259",
    "createdAt": "2026-05-01T16:44:37Z",
    "game": {
      "id": "21779",
      "displayName": "League of Legends",
      "__typename": "Game"
    },
    "type": "live",
    "viewersCount": 2740,
    "__typename": "Stream",
    "tags": [
      {
        "id": "fft:CHANNEL:51496027:0",
        "name": "English",
        "__typename": "FreeformTag"
      },
      {
        "id": "fft:CHANNEL:51496027:1",
        "name": "loltyler1",
        "__typename": "FreeformTag"
      },
      {
        "id": "fft:CHANNEL:51496027:2",
        "name": "tyler1",
        "__typename": "FreeformTag"
      }
    ]
  },
  "handle": "loltyler1",
  "displayName": "loltyler1",
  "profileImageURL": "https://static-cdn.jtvnw.net/jtv_user_pictures/f3591dbe4ee3d94b-profile_image-150x150.png",
  "bannerImageURL": "https://static-cdn.jtvnw.net/jtv_user_pictures/303b0767-0fb4-4a9f-b8a1-2d8b99f24630-profile_banner-480.png",
  "description": "Season 6 Challenger | Most REFORMED Player NA | #1 Draven World ",
  "followers": 5469372,
  "x": "https://x.com/loltyler1?mx=2",
  "instagram": "https://www.instagram.com/tyler1_alpha/#",
  "youtube": "https://www.youtube.com/channel/UCwV_0HmQkRrTcrReaMxPeDw",
  "tiktok": "https://www.tiktok.com/@loltyler1",
  "isPartner": true,
  "allVideos": [
    {
      "animatedPreviewURL": "https://d1m7jfoe9zdc1j.cloudfront.net/f2ca91ee909630bdb3df_loltyler1_319166855259_1777653877/storyboards/2761630321-strip-0.jpg",
      "game": {
        "boxArtURL": "https://static-cdn.jtvnw.net/ttv-boxart/21779-40x56.jpg",
        "id": "21779",
        "slug": "league-of-legends",
        "displayName": "League of Legends",
        "name": "League of Legends",
        "__typename": "Game"
      },
      "id": "2761630321",
      "lengthSeconds": 931,
      "owner": {
        "displayName": "loltyler1",
        "id": "51496027",
        "login": "loltyler1",
        "profileImageURL": "https://static-cdn.jtvnw.net/jtv_user_pictures/f3591dbe4ee3d94b-profile_image-50x50.png",
        "primaryColorHex": null,
        "roles": {
          "isPartner": true,
          "__typename": "UserRoles"
        },
        "__typename": "User"
      },
      "previewThumbnailURL": "https://vod-secure.twitch.tv/_404/404_processing_320x180.png",
      "publishedAt": "2026-05-01T16:44:42Z",
      "self": {
        "isRestricted": false,
        "viewingHistory": null,
        "__typename": "VideoSelfEdge"
      },
      "title": "TRY MIGHT ! give NEVER ! BACKS NOT DOWN !! held high for MOMENT WAIT !!! tick ticks ticks ... CLOCK BY PATIENT THIN WAITER !! tick ... NOW !",
      "viewCount": 0,
      "resourceRestriction": null,
      "contentTags": [],
      "__typename": "Video"
    },
    {
      "animatedPreviewURL": "https://d1m7jfoe9zdc1j.cloudfront.net/1f14cd10a4a4ed168c39_loltyler1_319156969051_1777592967/storyboards/2761107582-strip-0.jpg",
      "game": {
        "boxArtURL": "https://static-cdn.jtvnw.net/ttv-boxart/509658-40x56.jpg",
        "id": "509658",
        "slug": "just-chatting",
        "displayName": "Just Chatting",
        "name": "Just Chatting",
        "__typename": "Game"
      },
      "id": "2761107582",
      "lengthSeconds": 10880,
      "owner": {
        "displayName": "loltyler1",
        "id": "51496027",
        "login": "loltyler1",
        "profileImageURL": "https://static-cdn.jtvnw.net/jtv_user_pictures/f3591dbe4ee3d94b-profile_image-50x50.png",
        "primaryColorHex": null,
        "roles": {
          "isPartner": true,
          "__typename": "UserRoles"
        },
        "__typename": "User"
      },
      "previewThumbnailURL": "https://static-cdn.jtvnw.net/cf_vods/d1m7jfoe9zdc1j/1f14cd10a4a4ed168c39_loltyler1_319156969051_1777592967//thumb/thumb0-320x180.jpg",
      "publishedAt": "2026-04-30T23:49:32Z",
      "self": {
        "isRestricted": false,
        "viewingHistory": null,
        "__typename": "VideoSelfEdge"
      },
      "title": "AT&T Annihilator Cup DRAFT !! 270K PRIZE POOL !!! PICKING MY TEAM ! WILL DOMINATE !",
      "viewCount": 63633,
      "resourceRestriction": null,
      "contentTags": [],
      "__typename": "Video"
    },
    {
      "animatedPreviewURL": "https://d2vi6trrdongqn.cloudfront.net/5d5e1e108e49dbfa2f1d_loltyler1_318378430300_1777589112/storyboards/2761061656-strip-0.jpg",
      "game": {
        "boxArtURL": "https://static-cdn.jtvnw.net/ttv-boxart/509658-40x56.jpg",
        "id": "509658",
        "slug": "just-chatting",
        "displayName": "Just Chatting",
        "name": "Just Chatting",
        "__typename": "Game"
      },
      "id": "2761061656",
      "lengthSeconds": 3734,
      "owner": {
        "displayName": "loltyler1",
        "id": "51496027",
        "login": "loltyler1",
        "profileImageURL": "https://static-cdn.jtvnw.net/jtv_user_pictures/f3591dbe4ee3d94b-profile_image-50x50.png",
        "primaryColorHex": null,
        "roles": {
          "isPartner": true,
          "__typename": "UserRoles"
        },
        "__typename": "User"
      },
      "previewThumbnailURL": "https://static-cdn.jtvnw.net/cf_vods/d2vi6trrdongqn/5d5e1e108e49dbfa2f1d_loltyler1_318378430300_1777589112//thumb/thumb0-320x180.jpg",
      "publishedAt": "2026-04-30T22:45:16Z",
      "self": {
        "isRestricted": false,
        "viewingHistory": null,
        "__typename": "VideoSelfEdge"
      },
      "title": "AT&T Annihilator Cup DRAFT !! 270K PRIZE POOL !!! PICKING MY TEAM ! WILL DOMINATE !",
      "viewCount": 41156,
      "resourceRestriction": null,
      "contentTags": [],
      "__typename": "Video"
    },
    {
      "animatedPreviewURL": "https://d1m7jfoe9zdc1j.cloudfront.net/b138062491d7a3e95bac_loltyler1_318982936921_1777565515/storyboards/2760767137-strip-0.jpg",
      "game": {
        "boxArtURL": "https://static-cdn.jtvnw.net/ttv-boxart/21779-40x56.jpg",
        "id": "21779",
        "slug": "league-of-legends",
        "displayName": "League of Legends",
        "name": "League of Legends",
        "__typename": "Game"
      },
      "id": "2760767137",
      "lengthSeconds": 21410,
      "owner": {
        "displayName": "loltyler1",
        "id": "51496027",
        "login": "loltyler1",
        "profileImageURL": "https://static-cdn.jtvnw.net/jtv_user_pictures/f3591dbe4ee3d94b-profile_image-50x50.png",
        "primaryColorHex": null,
        "roles": {
          "isPartner": true,
          "__typename": "UserRoles"
        },
        "__typename": "User"
      },
      "previewThumbnailURL": "https://static-cdn.jtvnw.net/cf_vods/d1m7jfoe9zdc1j/b138062491d7a3e95bac_loltyler1_318982936921_1777565515//thumb/thumb0-320x180.jpg",
      "publishedAt": "2026-04-30T16:12:00Z",
      "self": {
        "isRestricted": false,
        "viewingHistory": null,
        "__typename": "VideoSelfEdge"
      },
      "title": "DESTINE GREATER BEYOND ! stars tree sky bird PLANE AIR WIND !! FREAK NATURE !! NOT EQUALED ME EVER BE BUD !!! better makes mind matter ME !!",
      "viewCount": 127671,
      "resourceRestriction": null,
      "contentTags": [],
      "__typename": "Video"
    },
    {
      "animatedPreviewURL": "https://d1m7jfoe9zdc1j.cloudfront.net/12d3067f4cc9350a86d8_loltyler1_319027750618_1777473066/storyboards/2759919128-strip-0.jpg",
      "game": {
        "boxArtURL": "https://static-cdn.jtvnw.net/ttv-boxart/21779-40x56.jpg",
        "id": "21779",
        "slug": "league-of-legends",
        "displayName": "League of Legends",
        "name": "League of Legends",
        "__typename": "Game"
      },
      "id": "2759919128",
      "lengthSeconds": 53470,
      "owner": {
        "displayName": "loltyler1",
        "id": "51496027",
        "login": "loltyler1",
        "profileImageURL": "https://static-cdn.jtvnw.net/jtv_user_pictures/f3591dbe4ee3d94b-profile_image-50x50.png",
        "primaryColorHex": null,
        "roles": {
          "isPartner": true,
          "__typename": "UserRoles"
        },
        "__typename": "User"
      },
      "previewThumbnailURL": "https://static-cdn.jtvnw.net/cf_vods/d1m7jfoe9zdc1j/12d3067f4cc9350a86d8_loltyler1_319027750618_1777473066//thumb/thumb0-320x180.jpg",
      "publishedAt": "2026-04-29T14:31:11Z",
      "self": {
        "isRestricted": false,
        "viewingHistory": null,
        "__typename": "VideoSelfEdge"
      },
      "title": "FINAL ! FRESHNESS !  EQUALED SWAGGER STYLE HANDSOMER ! TALKS NOT THAT BUT GAME RESET BACK TIME BEFORE THAN DINO STORM BRIDGE GOOOOOO ! peak",
      "viewCount": 304043,
      "resourceRestriction": null,
      "contentTags": [],
      "__typename": "Video"
    },
    {
      "animatedPreviewURL": "https://d1m7jfoe9zdc1j.cloudfront.net/c7cd1a2f37c7a60a1591_loltyler1_318959926233_1777423137/storyboards/2759541264-strip-0.jpg",
      "game": {
        "boxArtURL": "https://static-cdn.jtvnw.net/ttv-boxart/12924-40x56.jpg",
        "id": "12924",
        "slug": "warcraft-iii",
        "displayName": "Warcraft III",
        "name": "Warcraft III",
        "__typename": "Game"
      },
      "id": "2759541264",
      "lengthSeconds": 10760,
      "owner": {
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        "login": "loltyler1",
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        "primaryColorHex": null,
        "roles": {
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          "__typename": "UserRoles"
        },
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      },
      "previewThumbnailURL": "https://static-cdn.jtvnw.net/cf_vods/d1m7jfoe9zdc1j/c7cd1a2f37c7a60a1591_loltyler1_318959926233_1777423137//thumb/thumb0-320x180.jpg",
      "publishedAt": "2026-04-29T00:39:02Z",
      "self": {
        "isRestricted": false,
        "viewingHistory": null,
        "__typename": "VideoSelfEdge"
      },
      "title": "GRIND GRIND GRIDNER GRIND HAHASAHHA NEVER NOT STOPS WANT GIVENS WORLD LUCKY MAKE OWNED !! way ONLY KNOW ! go T1 GOOOOOOOOO !! am calm he be",
      "viewCount": 60444,
      "resourceRestriction": null,
      "contentTags": [],
      "__typename": "Video"
    },
    {
      "animatedPreviewURL": "https://d3fi1amfgojobc.cloudfront.net/6d3d5927c9a5d9ca6122_loltyler1_317112336997_1777391301/storyboards/2759165151-strip-0.jpg",
      "game": {
        "boxArtURL": "https://static-cdn.jtvnw.net/ttv-boxart/21779-40x56.jpg",
        "id": "21779",
        "slug": "league-of-legends",
        "displayName": "League of Legends",
        "name": "League of Legends",
        "__typename": "Game"
      },
      "id": "2759165151",
      "lengthSeconds": 17292,
      "owner": {
        "displayName": "loltyler1",
        "id": "51496027",
        "login": "loltyler1",
        "profileImageURL": "https://static-cdn.jtvnw.net/jtv_user_pictures/f3591dbe4ee3d94b-profile_image-50x50.png",
        "primaryColorHex": null,
        "roles": {
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          "__typename": "UserRoles"
        },
        "__typename": "User"
      },
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      "self": {
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      },
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      "viewCount": 248019,
      "resourceRestriction": null,
      "contentTags": [],
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    {
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        "name": "League of Legends",
        "__typename": "Game"
      },
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        "primaryColorHex": null,
        "roles": {
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          "__typename": "UserRoles"
        },
        "__typename": "User"
      },
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      },
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      "viewCount": 230755,
      "resourceRestriction": null,
      "contentTags": [],
      "__typename": "Video"
    },
    {
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        "id": "21779",
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        "name": "League of Legends",
        "__typename": "Game"
      },
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      "owner": {
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      },
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      "viewCount": 306116,
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    },
    {
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        "id": "21779",
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        "name": "League of Legends",
        "__typename": "Game"
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        },
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      },
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        "__typename": "VideoSelfEdge"
      },
      "title": "LOCK LOAD GOOOO ! NO STOP FREIGHT TRAIN PAIN DELIVER POWER HERE ! WAY ONE DIRECTION TRAVELED STORMER !!! UNLEASH !! boom boom POW ! winner",
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      "contentTags": [],
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    },
    {
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      "game": {
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        "name": "Street Fighter 6",
        "__typename": "Game"
      },
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      "owner": {
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        "primaryColorHex": null,
        "roles": {
          "isPartner": true,
          "__typename": "UserRoles"
        },
        "__typename": "User"
      },
      "previewThumbnailURL": "https://static-cdn.jtvnw.net/cf_vods/d1m7jfoe9zdc1j/16ceba5ec34a17f14025_loltyler1_318927479642_1776972007//thumb/thumb0-320x180.jpg",
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      "self": {
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      },
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      "viewCount": 114616,
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}

Verify Response Structure

Check that your response includes the expected fields:

  • ✓success(boolean)
  • ✓credits_remaining(number)
  • ✓id(string)
  • ✓isLive(boolean)
  • ✓currentViewersCount(number)
  • ... and 15 more fields

Best Practices

1

Error Handling

Implement comprehensive error handling and retry logic for failed requests. Log errors properly for debugging.

2

Caching

Cache responses when possible to reduce API calls and improve performance. Consider data freshness requirements.

3

Security

Never expose your API key in client-side code. Use environment variables and secure key management practices.

Performance Tips

Batch Requests

When scraping multiple videos, consider batching requests to maximize throughput while staying within rate limits.

Async Processing

Use asynchronous processing in R to handle multiple requests concurrently and improve overall performance.

Common Use Cases

Market Research

Analyze Twitch videos to understand market trends, competitor analysis, and audience insights.

Content Analytics

Track performance metrics, engagement rates, and content trends across Twitch videos.

Lead Generation

Identify potential customers and business opportunities throughTwitch data analysis.

Troubleshooting

Common Errors

401 Unauthorized

Check your API key is correct and properly formatted in the x-api-key header.

402 Payment Required

You ran out of credits and need to buy more.

404 Not Found

The resource might not exist or be private.

500 Server Error

Temporary server issue. Implement retry logic with exponential backoff.

Frequently Asked Questions

How much does it cost to scrape Twitch videos?

ScrapeCreators offers 100 free API calls to get started. After that, pricing starts at $10 for 5k requests with volume discounts available.

Is it legal to scrape Twitch data?

Scraping publicly available data is fair game, and we only collect public data. So anything that you can see in an incognito browser is what we collect.

How fast can I scrape Twitch videos?

There is no rate limit! So you can scrape as fast as you want!

What data format does the API return?

All API responses are returned in JSON format, making it easy to integrate with any programming language or application.

Can I use this with other R frameworks?

Yes! This tutorial focuses on core R HTTP concepts that work with any framework. The API calls remain the same regardless of your specific R setup.

How do I handle large datasets?

For large datasets, implement pagination, use streaming responses where available, and consider storing data in a database for efficient querying.

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