What You'll Learn
- • Setting up your development environment
- • Installing the required HTTP client
- • Authenticating with the ScrapeCreators API
- • Making requests to TikTok
- • Handling responses and errors
- • Best practices for production use
How to Scrape TikTok Keywords with R
Extract keyword data from TikTok
📊 Using R
Overview
Learn how to scrape TikTok keywords using R. This comprehensive guide will walk you through the entire process, from setup to implementation.
What You'll Get
- • Access to keywords 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 TikTok 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/tiktok/search/keyword"
scrape <- function() {
# Build query parameters
params <- list(
"query" = "example_value",
"date_posted" = "all-time",
"sort_by" = "relevance",
"region" = "example_value",
"cursor" = "10",
"trim" = "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:
queryRequired(string)Keyword to search for
date_postedOptional(select)Time Frame
Example: all-time
sort_byOptional(select)Sort by
Example: relevance
regionOptional(string)Note, this doesn't filter the tiktoks only in a specfic region, it puts the proxy there. Use it in case you want to scrape posts only available for some country. Use 2 letter country codes like US, GB, FR, etc
cursorOptional(number)Cursor to get more videos. Get 'cursor' from previous response.
Example: 10
trimOptional(boolean)Set to true to get a trimmed response
Run Your Code
Execute your script to test the API connection. You should see a JSON response with TikTok keywords 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
{
"cursor": 12,
"search_item_list": [
{
"aweme_info": {
"added_sound_music_info": {
"album": "Yeah! (feat. Lil Jon & Ludacris)",
"allow_offline_music_to_detail_page": false,
"artists": [
{
"avatar": {
"uri": "tos-maliva-avt-0068/122719f01f36ed8578e8299237f9cdce",
"url_list": [
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/122719f01f36ed8578e8299237f9cdce~tplv-tiktokx-cropcenter-q:168:168:q75.webp?dr=9604&idc=no1a&nonce=55741&ps=87d6e48a&refresh_token=da514b973402e5a0d5fcd41636b64929&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4",
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/122719f01f36ed8578e8299237f9cdce~tplv-tiktokx-cropcenter-q:168:168:q75.jpeg?dr=9604&idc=no1a&nonce=74470&ps=87d6e48a&refresh_token=98917cc387db6d79e33774c79a5da3ca&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4"
],
"url_prefix": null
},
"enter_type": 2,
"follow_status": 0,
"follower_status": 0,
"handle": "usher",
"is_block": false,
"is_blocked": false,
"is_private_account": false,
"is_verified": true,
"is_visible": false,
"nick_name": "Usher Raymond",
"sec_uid": "MS4wLjABAAAA2qFUyY878XlTp6vlLi2LWROamZKwkQfqRLMHo8O0UizXpnO-yXE2qR7QZKRCJJy_",
"status": 1,
"uid": "6779798771846431749"
},
{
"avatar": {
"uri": "tos-maliva-avt-0068/7316288117144485894",
"url_list": [
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/7316288117144485894~tplv-tiktokx-cropcenter-q:168:168:q75.webp?dr=9604&idc=no1a&nonce=79543&ps=87d6e48a&refresh_token=182adee6003a62a55372347a693e4934&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4",
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/7316288117144485894~tplv-tiktokx-cropcenter-q:168:168:q75.jpeg?dr=9604&idc=no1a&nonce=57038&ps=87d6e48a&refresh_token=83f0ce8a0342e43b0c79dc733d8e2cd5&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4"
],
"url_prefix": null
},
"enter_type": 2,
"follow_status": 0,
"follower_status": 0,
"handle": "liljon",
"is_block": false,
"is_blocked": false,
"is_private_account": false,
"is_verified": true,
"is_visible": false,
"nick_name": "Lil Jon",
"sec_uid": "MS4wLjABAAAAIijhe2POnJU-xRffTq5KyI2Q8tOHEPOKD1uNFL3IvjzIvuC5Lv401YQEgsTY_Fvi",
"status": 1,
"uid": "6533676606852961280"
}
],
"audition_duration": 60,
"author": "Usher",
"author_deleted": false,
"author_position": null,
"avatar_medium": {
"height": 720,
"uri": "tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d",
"url_list": [
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:720:720:q75.webp?dr=9607&idc=no1a&nonce=17377&ps=87d6e48a&refresh_token=77046454af816fde091c2cbfc94ae998&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4",
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:720:720:q75.jpeg?dr=9607&idc=no1a&nonce=68123&ps=87d6e48a&refresh_token=a3df0b591282b09d3672f88678bc0a4d&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4"
],
"url_prefix": null,
"width": 720
},
"avatar_thumb": {
"height": 720,
"uri": "tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d",
"url_list": [
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:100:100:q75.webp?dr=9606&idc=no1a&nonce=88621&ps=87d6e48a&refresh_token=a2a2bc1faf0d645ac7826709b90b86fe&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4",
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:100:100:q75.jpeg?dr=9606&idc=no1a&nonce=24693&ps=87d6e48a&refresh_token=31984de7c9ac6e195e32e8d579e7f701&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4"
],
"url_prefix": null,
"width": 720
},
"binded_challenge_id": 0,
"can_be_stitched": false,
"can_not_reuse": false,
"collect_stat": 0,
"commercial_right_type": 3,
"cover_large": {
"height": 720,
"uri": "tos-alisg-v-2774/385280e9815e440caa58a11fbeb04b6b",
"url_list": [
"https://p16-sg.tiktokcdn.com/aweme/720x720/tos-alisg-v-2774/385280e9815e440caa58a11fbeb04b6b.jpeg"
],
"url_prefix": null,
"width": 720
},
"cover_medium": {
"height": 720,
"uri": "tos-alisg-v-2774/385280e9815e440caa58a11fbeb04b6b",
"url_list": [
"https://p16-sg.tiktokcdn.com/aweme/200x200/tos-alisg-v-2774/385280e9815e440caa58a11fbeb04b6b.jpeg"
],
"url_prefix": null,
"width": 720
},
"cover_thumb": {
"height": 720,
"uri": "tos-alisg-v-2774/385280e9815e440caa58a11fbeb04b6b",
"url_list": [
"https://p16-sg.tiktokcdn.com/aweme/100x100/tos-alisg-v-2774/385280e9815e440caa58a11fbeb04b6b.jpeg"
],
"url_prefix": null,
"width": 720
},
"create_time": 1646767514,
"dmv_auto_show": false,
"duration": 60,
"duration_high_precision": {
"audition_duration_precision": 60,
"duration_precision": 60,
"shoot_duration_precision": 60,
"video_duration_precision": 60
},
"external_song_info": [],
"extra": "{\"amplitude_peak\":1.1201035,\"beats\":{\"audio_effect_onset\":\"https://sf77-ies-music-sg.tiktokcdn.com/obj/tos-alisg-v-2774/439648c9db134eeea4626f1441f4fd85\",\"beats_tracker\":\"https://sf16-ies-music-sg.tiktokcdn.com/obj/tos-alisg-v-2774/2f63338020c14f2ead895158393d1688\",\"energy_trace\":\"https://sf16-ies-music-sg.tiktokcdn.com/obj/tos-alisg-v-2774/fc7e1ef3c7ab4fc997b8f5e657f86cab\",\"merged_beats\":\"https://sf77-ies-music-sg.tiktokcdn.com/obj/tos-alisg-v-2774/a3f0715ab5304acdb93e0e44c2911884\"},\"can_read\":true,\"can_reuse\":true,\"erase_type\":0,\"erase_uid\":0,\"from_user_id\":7339876632230134816,\"full_song_beat_info\":{},\"full_song_beats\":{},\"has_edited\":0,\"is_batch_take_down_music\":false,\"is_ugc_mapping\":false,\"is_used\":0,\"loudness_lufs\":-9.173245,\"music_vid\":\"v10ad6g50000cc1h183c77u9c47ldr4g\",\"owner_id\":0,\"resource_status\":0,\"review_unshelve_reason\":0,\"reviewed\":1,\"schedule_search_time\":0}",
"has_commerce_right": false,
"id": 7072812562194106000,
"id_str": "7072812562194106370",
"is_audio_url_with_cookie": false,
"is_author_artist": true,
"is_commerce_music": true,
"is_matched_metadata": false,
"is_original": false,
"is_original_sound": false,
"is_pgc": true,
"is_play_music": true,
"is_shooting_allow": true,
"language": "English",
"log_extra": "{\"meta_song_matched_type\":\"pgc\",\"ttm_matched_type\":\"\",\"ttm_track_id\":\"\",\"matched_meta_song_id\":\"\",\"vid\":\"\",\"owner_id\":\"\"}",
"lyric_short_position": null,
"matched_song": {
"author": "Usher",
"chorus_info": {
"duration_ms": 27455,
"start_ms": 56064
},
"cover_medium": {
"height": 720,
"uri": "tos-alisg-v-2774/385280e9815e440caa58a11fbeb04b6b",
"url_list": [
"https://p16-sg.tiktokcdn.com/aweme/200x200/tos-alisg-v-2774/385280e9815e440caa58a11fbeb04b6b.jpeg"
],
"url_prefix": null,
"width": 720
},
"full_duration": 250420,
"h5_url": "",
"id": "7072812557722978305",
"performers": null,
"title": "Yeah! (feat. Lil Jon & Ludacris)"
},
"meme_song_info": {},
"mid": "7072812562194106370",
"multi_bit_rate_play_info": null,
"music_release_info": {
"group_release_date": 1075132800,
"is_new_release_song": false
},
"mute_share": false,
"offline_desc": "",
"owner_handle": "",
"owner_nickname": "",
"play_url": {
"height": 720,
"uri": "https://sf16-ies-music-sg.tiktokcdn.com/obj/tos-alisg-ve-2774/bfdf878344514bbcacec50e0475d3b52",
"url_list": [
"https://sf16-ies-music-sg.tiktokcdn.com/obj/tos-alisg-ve-2774/bfdf878344514bbcacec50e0475d3b52"
],
"url_prefix": null,
"width": 720
},
"position": null,
"prevent_download": false,
"preview_end_time": 0,
"preview_start_time": 0,
"recommend_status": 100,
"search_highlight": null,
"shoot_duration": 60,
"source_platform": 10033,
"status": 1,
"strong_beat_url": {
"height": 720,
"uri": "https://sf16-ies-music-sg.tiktokcdn.com/obj/tos-alisg-v-2774/okAAgIAuc7nCkm9BIpE1BFbtZAeDrgPDTIfDUG",
"url_list": [
"https://sf16-ies-music-sg.tiktokcdn.com/obj/tos-alisg-v-2774/okAAgIAuc7nCkm9BIpE1BFbtZAeDrgPDTIfDUG"
],
"url_prefix": null,
"width": 720
},
"style_value": [
152
],
"tag_list": null,
"theme_value": [
13
],
"title": "Yeah! (feat. Lil Jon & Ludacris)",
"tt_to_dsp_song_infos": null,
"uncert_artists": null,
"user_count": 807750,
"video_duration": 60
},
"aigc_info": {
"aigc_label_type": 0,
"created_by_ai": false
},
"anchors": [
{
"actions": [],
"anchor_strong": null,
"component_key": "anchor_poi",
"description": "Location",
"extra": "{\"Name\":\"Kansas City\",\"poi_id\":\"22535865206014961\",\"city_code\":\"4393217\",\"region_code\":\"6252001\",\"poi_backend_type\":\"Place and Address,Places,City|19a3a0\",\"poi_info_source\":\"unknown\",\"video_count\":1092703,\"collect_info\":\"{\\\"tt_type_code\\\":\\\"19a3a0\\\",\\\"is_tt_key_category\\\":0,\\\"tt_poi_type_name_level0\\\":\\\"Place and Address\\\",\\\"fake_mining_grade\\\":\\\"5\\\",\\\"tt_poi_type_name_level1\\\":\\\"Place and Address\\\",\\\"is_display_distance\\\":0,\\\"poi_detail_type\\\":\\\"regional\\\",\\\"is_bad_case\\\":0,\\\"has_product\\\":0,\\\"is_product_visible\\\":0,\\\"has_service\\\":0,\\\"is_service_visible\\\":0,\\\"is_shop_url_visible\\\":0,\\\"poi_bizline\\\":\\\"\\\",\\\"local_service_key_category\\\":\\\"Others\\\",\\\"poi_class_name\\\":\\\"Regional\\\",\\\"has_commodity_ref_g1\\\":\\\"0\\\"}\",\"poi_mapkit_collect\":false,\"location\":{\"lat\":\"39.099726\",\"lng\":\"-94.578567\",\"geohash\":\"9yuwrvcurtm1\"},\"fallback_address\":\"Missouri, United States\",\"type_level\":\"1\",\"have_region_discovery\":true,\"fav_cnt\":2949,\"is_tt_key_category\":0,\"is_ls_key_category\":0,\"category_name\":\"City\",\"formatted_address\":\"Missouri, United States\"}",
"general_type": 1,
"icon": {
"height": 720,
"uri": "tiktok-obj/Map_Pin.png",
"url_list": [
"https://p77-sg.tiktokcdn.com/tiktok-obj/Map_Pin.png~tplv-tiktokx-origin.image?biz_tag=anchor.poi&dr=10423&idc=no1a&nonce=26515&ps=933b5bde&refresh_token=1b05ac1dae3762a985a8222edce24881&shcp=d05b14bd&shp=45126217&t=4d5b0474",
"https://p77-sg.tiktokcdn.com/tiktok-obj/Map_Pin.png~tplv-tiktokx-origin.jpeg?biz_tag=anchor.poi&dr=10423&idc=no1a&nonce=46097&ps=933b5bde&refresh_token=e97bfa44ba68887bf8ff6431b588fa7e&shcp=d05b14bd&shp=45126217&t=4d5b0474"
],
"url_prefix": null,
"width": 720
},
"id": "22535865206014961",
"keyword": "Kansas City",
"log_extra": "{\"anchor_id\":\"22535865206014961\",\"anchor_name\":\"Kansas City\",\"anchor_type\":\"poi\",\"is_ad_signal\":\"0\"}",
"schema": "aweme://poi/detail",
"thumbnail": {
"height": 64,
"uri": "tiktok-obj/poi_thumbnail_3x.png",
"url_list": [
"https://p77-sg.tiktokcdn.com/tiktok-obj/poi_thumbnail_3x.png~tplv-tiktokx-origin.image?dr=10423&nonce=72192&refresh_token=e95167b677b457545ba01f65c85b3c85&idc=no1a&ps=933b5bde&shcp=d05b14bd&shp=45126217&t=4d5b0474",
"https://p77-sg.tiktokcdn.com/tiktok-obj/poi_thumbnail_3x.png~tplv-tiktokx-origin.jpeg?dr=10423&nonce=59635&refresh_token=8939cd1a37a7d33e5e946d8ee48ed06c&idc=no1a&ps=933b5bde&shcp=d05b14bd&shp=45126217&t=4d5b0474"
],
"url_prefix": null,
"width": 64
},
"type": 45
}
],
"anchors_extras": "",
"animated_image_info": {
"effect": 0,
"type": 0
},
"author": {
"accept_private_policy": false,
"account_labels": null,
"ad_cover_url": null,
"advance_feature_item_order": null,
"advanced_feature_info": null,
"authority_status": 0,
"avatar_168x168": {
"height": 720,
"uri": "tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d",
"url_list": [
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:168:168:q75.webp?dr=9604&idc=no1a&nonce=99229&ps=87d6e48a&refresh_token=dd4a296b31eaef0027111802d615157d&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4",
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:168:168:q75.jpeg?dr=9604&idc=no1a&nonce=3658&ps=87d6e48a&refresh_token=99f998816070b09fd7b32ceea012f360&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4"
],
"url_prefix": null,
"width": 720
},
"avatar_300x300": {
"height": 720,
"uri": "tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d",
"url_list": [
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:300:300:q75.webp?dr=9605&idc=no1a&nonce=8993&ps=87d6e48a&refresh_token=f09bfe350ccfdb7aa0ec0113a173402a&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4",
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:300:300:q75.jpeg?dr=9605&idc=no1a&nonce=91622&ps=87d6e48a&refresh_token=54dbe64fcc96583ee5a6b8a5023e9433&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4"
],
"url_prefix": null,
"width": 720
},
"avatar_larger": {
"height": 720,
"uri": "tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d",
"url_list": [
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:1080:1080:q75.webp?dr=9608&idc=no1a&nonce=25103&ps=87d6e48a&refresh_token=0a9eedb0f8fcb71ecaf4fe147294cc92&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4",
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:1080:1080:q75.jpeg?dr=9608&idc=no1a&nonce=44851&ps=87d6e48a&refresh_token=cdb6e401866b833e830f040e48f18685&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4"
],
"url_prefix": null,
"width": 720
},
"avatar_medium": {
"height": 720,
"uri": "tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d",
"url_list": [
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:720:720:q75.webp?dr=9607&idc=no1a&nonce=90575&ps=87d6e48a&refresh_token=278c1718b10c4c5a8090b1f0d56484de&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4",
"https://p16-amd-va.tiktokcdn.com/tos-maliva-avt-0068/43e401b82d50177d5869e4b00ef2505d~tplv-tiktokx-cropcenter-q:720:720:q75.jpeg?dr=9607&idc=no1a&nonce=36139&ps=87d6e48a&refresh_token=97e2e38dd8c7eb6a5b2919694ae1d9c1&s=SEARCH&sc=avatar&shcp=c1333099&shp=45126217&t=223449c4"
],
"url_prefix": null,
"width": 720
},
"avatar_thumb": {
"height": 720,
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"uri": "v12044gd0000cn4suufog65pkilpo7og",
"url_key": "v12044gd0000cn4suufog65pkilpo7og_h264_540p_1680200",
"url_list": [
"https://v45.tiktokcdn-eu.com/00a6a618bed56887cca393e2462d3f64/67954df3/video/tos/maliva/tos-maliva-ve-0068c799-us/oo0EifcT4gTRDphIgczEA5BSnDyFQJeVlP9Sl2/?a=1233&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&ch=0&cr=13&dr=0&er=0&lr=all&net=0&cd=0%7C0%7C0%7C&cv=1&br=3280&bt=1640&cs=0&ds=6&ft=pCXrRMVc8Zmo0lBScb4jV~Y.p31rKsd.&mime_type=video_mp4&qs=0&rc=NTc2ZDc3NzM7N2gzZjk7PEBpajpzbHM5cnh2cTMzZzczNEAtYzAzMS4tXy0xMV4tNDQ0YSNsbGloMmRjcjFgLS1kMS9zcw%3D%3D&vvpl=1&l=2025012420462477D7BDF0C82176619A80&btag=e00095000",
"https://v15m.tiktokcdn-eu.com/f9357f96d6fd336686305b98bcc055d0/67954df3/video/tos/maliva/tos-maliva-ve-0068c799-us/oo0EifcT4gTRDphIgczEA5BSnDyFQJeVlP9Sl2/?a=1233&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&ch=0&cr=13&dr=0&er=0&lr=all&net=0&cd=0%7C0%7C0%7C&cv=1&br=3280&bt=1640&cs=0&ds=6&ft=pCXrRMVc8Zmo0lBScb4jV~Y.p31rKsd.&mime_type=video_mp4&qs=0&rc=NTc2ZDc3NzM7N2gzZjk7PEBpajpzbHM5cnh2cTMzZzczNEAtYzAzMS4tXy0xMV4tNDQ0YSNsbGloMmRjcjFgLS1kMS9zcw%3D%3D&vvpl=1&l=2025012420462477D7BDF0C82176619A80&btag=e00090000",
"https://api16-normal-no1a.tiktokv.eu/aweme/v1/play/?faid=1233&file_id=7978760ca04e4408b00414446a33f402&is_play_url=1&item_id=7334621391758642478&line=0&signaturev3=dmlkZW9faWQ7ZmlsZV9pZDtpdGVtX2lkLjM1MjMwODg5NzUyNDIyYzY4YWM4ZTk5MmY1ZWMwM2Q0&source=SEARCH&video_id=v12044gd0000cn4suufog65pkilpo7og"
],
"url_prefix": null,
"width": 576
},
"play_addr_bytevc1": {
"data_size": 7551089,
"file_cs": "c:0-70516-ba01",
"file_hash": "097f81f42691eb4aa88a8c82b6a4fd17",
"height": 1024,
"uri": "v12044gd0000cn4suufog65pkilpo7og",
"url_key": "v12044gd0000cn4suufog65pkilpo7og_bytevc1_540p_720429",
"url_list": [
"https://v45.tiktokcdn-eu.com/2d6f54b76b0410de1fc746eb33927f56/67954df3/video/tos/maliva/tos-maliva-ve-0068c799-us/ooIE2ilpcBHHDuB9EfpIMSQgiAwKxy58c5eARn/?a=1233&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&ch=0&cr=13&dr=0&er=0&lr=all&net=0&cd=0%7C0%7C0%7C&cv=1&br=1406&bt=703&cs=2&ds=6&ft=pCXrRMVc8Zmo0lBScb4jV~Y.p31rKsd.&mime_type=video_mp4&qs=11&rc=Ojg8OzpmaDw0NjQ8PDs2Z0BpajpzbHM5cnh2cTMzZzczNEBfYy0zMDU0NjQxXjI2Li5eYSNsbGloMmRjcjFgLS1kMS9zcw%3D%3D&vvpl=1&l=2025012420462477D7BDF0C82176619A80&btag=e00095000",
"https://v15m.tiktokcdn-eu.com/be0584bbe52b4f0e09977622b389fb65/67954df3/video/tos/maliva/tos-maliva-ve-0068c799-us/ooIE2ilpcBHHDuB9EfpIMSQgiAwKxy58c5eARn/?a=1233&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&ch=0&cr=13&dr=0&er=0&lr=all&net=0&cd=0%7C0%7C0%7C&cv=1&br=1406&bt=703&cs=2&ds=6&ft=pCXrRMVc8Zmo0lBScb4jV~Y.p31rKsd.&mime_type=video_mp4&qs=11&rc=Ojg8OzpmaDw0NjQ8PDs2Z0BpajpzbHM5cnh2cTMzZzczNEBfYy0zMDU0NjQxXjI2Li5eYSNsbGloMmRjcjFgLS1kMS9zcw%3D%3D&vvpl=1&l=2025012420462477D7BDF0C82176619A80&btag=e00090000",
"https://api16-normal-no1a.tiktokv.eu/aweme/v1/play/?faid=1233&file_id=ad13189959a14371997e8c376809f5b7&is_play_url=1&item_id=7334621391758642478&line=0&signaturev3=dmlkZW9faWQ7ZmlsZV9pZDtpdGVtX2lkLmM5ZjlkNmE0YTljZTgzN2QzOTlmMmNlNGNlMGFlZjc3&source=SEARCH&video_id=v12044gd0000cn4suufog65pkilpo7og"
],
"url_prefix": null,
"width": 576
},
"play_addr_h264": {
"data_size": 17610810,
"file_cs": "c:0-68150-dd61",
"file_hash": "58594bea0fc2d2e561ab7a40ce45d591",
"height": 1024,
"uri": "v12044gd0000cn4suufog65pkilpo7og",
"url_key": "v12044gd0000cn4suufog65pkilpo7og_h264_540p_1680200",
"url_list": [
"https://v45.tiktokcdn-eu.com/00a6a618bed56887cca393e2462d3f64/67954df3/video/tos/maliva/tos-maliva-ve-0068c799-us/oo0EifcT4gTRDphIgczEA5BSnDyFQJeVlP9Sl2/?a=1233&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&ch=0&cr=13&dr=0&er=0&lr=all&net=0&cd=0%7C0%7C0%7C&cv=1&br=3280&bt=1640&cs=0&ds=6&ft=pCXrRMVc8Zmo0lBScb4jV~Y.p31rKsd.&mime_type=video_mp4&qs=0&rc=NTc2ZDc3NzM7N2gzZjk7PEBpajpzbHM5cnh2cTMzZzczNEAtYzAzMS4tXy0xMV4tNDQ0YSNsbGloMmRjcjFgLS1kMS9zcw%3D%3D&vvpl=1&l=2025012420462477D7BDF0C82176619A80&btag=e00095000",
"https://v15m.tiktokcdn-eu.com/f9357f96d6fd336686305b98bcc055d0/67954df3/video/tos/maliva/tos-maliva-ve-0068c799-us/oo0EifcT4gTRDphIgczEA5BSnDyFQJeVlP9Sl2/?a=1233&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&ch=0&cr=13&dr=0&er=0&lr=all&net=0&cd=0%7C0%7C0%7C&cv=1&br=3280&bt=1640&cs=0&ds=6&ft=pCXrRMVc8Zmo0lBScb4jV~Y.p31rKsd.&mime_type=video_mp4&qs=0&rc=NTc2ZDc3NzM7N2gzZjk7PEBpajpzbHM5cnh2cTMzZzczNEAtYzAzMS4tXy0xMV4tNDQ0YSNsbGloMmRjcjFgLS1kMS9zcw%3D%3D&vvpl=1&l=2025012420462477D7BDF0C82176619A80&btag=e00090000",
"https://api16-normal-no1a.tiktokv.eu/aweme/v1/play/?faid=1233&file_id=7978760ca04e4408b00414446a33f402&is_play_url=1&item_id=7334621391758642478&line=0&signaturev3=dmlkZW9faWQ7ZmlsZV9pZDtpdGVtX2lkLjM1MjMwODg5NzUyNDIyYzY4YWM4ZTk5MmY1ZWMwM2Q0&source=SEARCH&video_id=v12044gd0000cn4suufog65pkilpo7og"
],
"url_prefix": null,
"width": 576
},
"ratio": "540p",
"source_HDR_type": 0,
"tags": null,
"video_model": "",
"width": 576
},
"video_control": {
"allow_download": false,
"allow_duet": true,
"allow_dynamic_wallpaper": true,
"allow_music": true,
"allow_react": true,
"allow_stitch": true,
"draft_progress_bar": 1,
"prevent_download_type": 2,
"share_type": 0,
"show_progress_bar": 1,
"timer_status": 1
},
"video_labels": [],
"video_text": [],
"visual_search_info": {},
"voice_filter_ids": null,
"with_promotional_music": false,
"without_watermark": false,
"is_ad": false,
"is_eligible_for_commission": true,
"is_paid_partnership": false,
"create_time_utc": "2025-09-03T18:37:38.000Z",
"url": "https://www.tiktok.com/@branttakes/video/7545933721589910798",
"shop_product_url": "https://www.tiktok.com/shop/pdp/1729494515984797858"
},
"search_aweme_info": {
"has_creation_intention": false
}
}
]
}Verify Response Structure
Check that your response includes the expected fields:
- ✓
cursor(number) - ✓
search_item_list(object)
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 keywords, 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 TikTok keywords to understand market trends, competitor analysis, and audience insights.
Content Analytics
Track performance metrics, engagement rates, and content trends across TikTok keywords.
Lead Generation
Identify potential customers and business opportunities throughTikTok 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.
Need Help?
Frequently Asked Questions
How much does it cost to scrape TikTok keywords?
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 TikTok 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 TikTok keywords?
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.
Related Tutorials
Ready to Start Scraping?
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