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TikTok Hashtag Scraper V2

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from $1.57 / 1,000 hashtag video scrapeds

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TikTok Hashtag Scraper V2

TikTok Hashtag Scraper V2

Scrape TikTok hashtag feeds with guaranteed delivery. Returns video URL, description, plays, likes, comments, shares, saves, duration, author and music for every video under a hashtag. Deep pagination, no login.

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from $1.57 / 1,000 hashtag video scrapeds

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MYM

MYM

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TikTok Hashtag Scraper — scrape videos by hashtag with full metrics (No API Key, No Login)

Apify Actor No API Key required No Login needed No cookies needed Export formats MCP AI agents Pay per result

Scrape TikTok videos by hashtag — no login, no cookies, no TikTok for Developers app, no access token. Give the TikTok Hashtag Scraper one or more hashtags and it returns each matching video with caption, all hashtags, plays, likes, comments, shares, saves, duration, cover image, sound title and author, an ad flag, and the creator's handle, verified badge and follower count — so you can filter by creator size without a second run. Perfect for trend research, creator discovery, and campaign monitoring. Export to JSON, CSV, Excel, or XML.

Get your first hashtag results free in under 2 minutes — type a hashtag, click Start. No configuration, no credit card to try.


Table of contents


What can the TikTok Hashtag Scraper V2 do? {#what-can-it-do}

  • #️⃣ Scrape videos for any hashtag — one or many in the same run.
  • 📊 Full metrics per video — plays, likes, comments, shares, and saves.
  • 👤 Creator stats included — handle, display name, verified badge, and follower count.
  • 🎯 Filter by creator size downstream using authorFollowers, with no extra profile run.
  • 📢 Spot adsisAd marks branded content so you can separate organic from paid.
  • 🎵 See the sound behind each video to identify trending audio early.
  • ⏱️ Get duration to study which lengths win in a niche.
  • 🏷️ Every row carries the hashtag it came from, so multi-hashtag runs stay separable.
  • 🚚 Managed delivery — consistent results on every run.
  • 📤 Export to JSON, CSV, Excel, or XML, or pull live via API.

Go beyond the limits of the official TikTok API: no OAuth app, no app review, no quota juggling — paste your input and collect publicly available data.


Who uses the TikTok Hashtag Scraper V2? {#who-uses-it}

  • 🔍 Trend researchers — track which hashtags and sounds are accelerating.
  • 🤝 Creator scouts — discover mid-tier creators in a niche, filtered by follower count.
  • 📣 Campaign managers — monitor a branded hashtag and collect UGC as it appears.
  • 🛒 E-commerce & product hunters — spot rising products before they saturate.
  • 📊 Market researchers — build hashtag datasets to measure attention over time.

What data can I scrape? {#what-data}

FieldTypeDescription
hashtagstringThe hashtag this video was found under.
idstringVideo ID.
urlstringDirect link to the video.
textstringCaption.
hashtagsarrayAll hashtags in the caption.
playsnumberPlay count.
likesnumberLikes (hearts).
commentsnumberComment count.
sharesnumberShares.
savesnumberSaves / favourites.
durationnumberLength in seconds.
coverUrlstringCover image URL.
musicTitlestringSound title.
musicAuthorstringSound author.
authorstringCreator handle.
authorNamestringCreator display name.
authorIdstringCreator numeric ID.
authorVerifiedbooleanCreator verified badge.
authorFollowersnumberCreator's follower count — lets you filter by creator size without a second run.
isAdbooleanWhether TikTok marks the video as an ad / branded content.
createdAtstringPublish timestamp (ISO).
createdAtEpochnumberPublish timestamp as Unix epoch.

Fields reflect what TikTok exposes publicly for that item. Values that do not exist for a given item are returned as null rather than dropped, so your schema stays stable.


How to scrape hashtag videos {#how-to}

  1. Open the TikTok Hashtag Scraper on Apify.
  2. Add hashtags to Hashtags — with or without the #.
  3. (Optional) Set Max videos per hashtag.
  4. Click ▶ Start and export the dataset.

No login, no cookies, no proxy configuration. Start with one input to see the output shape, then scale the same run — the fields stay identical, so code written against a test run keeps working.


Input example {#input-example}

{
"hashtags": [
"cooking",
"fitness"
],
"resultsLimit": 500
}
  • hashtags — hashtags to scrape, # optional.
  • resultsLimit — hard cap on videos per hashtag.

Output example {#output-example}

{
"id": "7125823187908070661",
"url": "https://www.tiktok.com/@simplefood4you/video/7125823187908070661",
"isAd": false,
"text": "I LOVE GARLIC 🙊🧄 #garlic #recipe #cooking #foodie #foodtiktok #food #foryou #fyp",
"likes": 1500000,
"plays": 23500000,
"saves": 421400,
"author": "simplefood4you",
"shares": 63100,
"hashtag": "cooking",
"authorId": "309523380800585729",
"comments": 6660,
"coverUrl": "https://p16-common-sign.tiktokcdn-eu.com/tos-maliva-p-0068/d6b067679b524a399bb8e68f345882b6_1659110004~tplv-tiktokx-origin.image?dr=10395&x-expires=1785394800&x-signature=VuuReNgzNdhwUUITTX9F25NxQ2Q%3D&t=4d5b0474&ps=13740610&shp=81f88b70&shcp=43f4a2f9&idc=no1a",
"duration": 20,
"hashtags": [
"garlic",
"Recipe",
"cooking",
"Foodie",
"foodtiktok",
"food",
"foryou",
"fyp"
],
"createdAt": "2022-07-29T15:53:22.000Z",
"authorName": "simplefood4you",
"musicTitle": "Could You Be Loved",
"sourceType": "tiktok",
"musicAuthor": "Bob Marley & The Wailers",
"authorVerified": true,
"createdAtEpoch": 1659110002,
"authorFollowers": 2500000
}

Every run produces a clean dataset you can page through in the Apify Console or pull via API. Export to JSON, CSV, Excel, or XML in one click.


V2 = managed delivery. This is the V2 line: it runs on managed infrastructure for consistent, guaranteed delivery and a wider field set. If you only need best-effort data at the lowest price, the V1 actor of the same surface is also on the store profile.

How much will it cost? {#pricing}

Simple, predictable pay-per-result pricing — you pay for the videos you actually receive, not for compute time.

  • 💸 Pay per video — budget is just videos × rate, so you can estimate spend up front.
  • 📉 Volume discounts — Bronze, Silver, Gold, Platinum, and Diamond Apify plans get progressively lower rates.
  • 🆓 Free to try — new Apify accounts include monthly free usage, so your first run costs nothing.
  • 🚫 No hidden fees — no proxy add-on, no per-request API charge, no minimum spend.

See the live rate on the Apify store page.


Tips {#tips}

  • 🎯 Filter on authorFollowers to find creators in your budget band — under 50k is where most deals happen.
  • 📢 Exclude isAd: true when you want a picture of organic reach.
  • 🎵 Group by musicTitle to find the sound powering a hashtag right now.
  • 💾 Rank by saves, not likes, to find genuinely useful content in a niche.
  • 🏷️ Run related hashtags together and compare median plays to find the least saturated one.
  • Schedule daily runs on a campaign hashtag to chart its growth.

Want other TikTok data? {#want-other-data}

Building a multi-platform dataset? The same no-login, pay-per-result approach covers the other networks:

Browse everything on the myagizm store profile.


Use the data with AI agents (MCP) {#mcp}

The TikTok Hashtag Scraper V2 is available through the Apify MCP server, so AI assistants can call it as a tool and pull hashtag videos on demand.

  • 🧩 Claude — add the Apify MCP server and let Claude fetch and analyse the data.
  • 🤖 ChatGPT — use the actor as a tool inside research and reporting workflows.
  • 🖊️ Cursor — pull structured results straight into your coding sessions.

Common AI-agent recipes:

  • 🔍 Trend brief — "what themes and sounds dominate this hashtag this week?"
  • 🤝 Creator shortlist — "find creators under 100k followers posting in this niche."
  • 📢 Organic vs paid — "what share of these videos are marked as ads?"
  • 💡 Content angles — "suggest three video ideas based on the top performers."

Integrations & API {#integrations}

Connect the actor to the tools you already use: Make, Zapier, n8n, Slack, Airbyte, Gumloop, CrewAI, IFTTT, Lindy, GitHub, Google Sheets, and Google Drive — plus webhooks, Apify Schedules, and the MCP server.

Run synchronously and get the dataset (Apify API)

curl -X POST "https://api.apify.com/v2/acts/myagizm~tiktok-hashtag-scraper-v2/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
-H "Content-Type: application/json" \
-d '{"hashtags": ["cooking", "fitness"], "resultsLimit": 500}'

Start a run asynchronously

curl -X POST "https://api.apify.com/v2/acts/myagizm~tiktok-hashtag-scraper-v2/runs?token=YOUR_APIFY_TOKEN" \
-H "Content-Type: application/json" \
-d '{"hashtags": ["cooking", "fitness"], "resultsLimit": 500}'

Fetch dataset items later

$curl "https://api.apify.com/v2/acts/myagizm~tiktok-hashtag-scraper-v2/runs/last/dataset/items?token=YOUR_APIFY_TOKEN&format=csv"

Change format to json, csv, xlsx, or xml to export in your preferred format. The Apify Console also auto-generates ready-to-paste JavaScript, Python, and CLI snippets plus an OpenAPI spec for this actor.


Support {#support}

Questions, feature requests, or something not looking right? Open an issue on the actor's Issues tab. Please include the input you used so we can reproduce and fix it quickly.


FAQ {#faq}

Can I scrape several hashtags in one run?

Yes. Every row carries the hashtag field so results stay separable.

Why do some hashtags return fewer videos?

Very niche tags simply have fewer public videos, and TikTok gates some tags. Try a broader related hashtag.

Can I filter by creator follower count inside the actor?

Not inside the run, but authorFollowers is included in every row so you can filter instantly in your spreadsheet or query — without paying for a second profile run.

Does it include ads?

Yes, and isAd tells you which rows are branded content so you can include or exclude them.

Do I need a TikTok account, login, cookies, or API key?

No. There is no login, no cookies, no TikTok for Developers app, no app review, and no access token. Paste your input and run.

The actor collects only publicly available data — the same content any visitor can see without logging in. It never logs in and never accesses private accounts. You are responsible for compliant use: if the data contains personal data, follow GDPR, CCPA, and other applicable regulations, and respect TikTok's terms.

Can I scrape private accounts?

No. Private accounts are reported in the run log and skipped. The actor never bypasses access controls.

Do I need proxies?

No. Proxy handling is built in and managed for you.

Can I export the results to CSV, Excel, or JSON?

Yes — JSON, CSV, Excel, or XML from the Console, or the API format parameter.

Can I use it with the Apify API?

Yes, using the sync and async endpoints shown above.

Is there an MCP server for AI agents?

Yes. Claude, ChatGPT, and Cursor can call this actor as a tool through the Apify MCP server.

Can I schedule runs?

Yes. Use Apify Schedules or trigger runs via API and webhooks.

How fresh is the data?

There is no caching. Every run reads the current public page, so numbers are live at run time.

Media URLs stopped working — why?

TikTok signs its CDN links and they expire within hours. Download or re-host media in the same session you scrape it.


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Disclaimer {#disclaimer}

This is an independent tool and is not affiliated with, endorsed by, or sponsored by TikTok or ByteDance Ltd.. All product names, logos, and brands are property of their respective owners.

The actor collects only publicly available data — the same content any visitor can see without logging in. It never logs in, never bypasses access controls, and never touches private or protected content. You are responsible for how you use the data: if it contains personal data, follow GDPR, CCPA, and other applicable regulations, and respect the platform's terms.


Resources {#resources}


中文说明 —— TikTok 话题标签抓取工具(V2)

按话题标签抓取 TikTok 视频 —— 不需要登录、Cookie、开发者应用或 access token。填入一个或多个标签,每条视频返回文案、全部标签、播放、点赞、评论、分享、收藏、时长、封面、音乐名称与作者、广告标记,以及作者用户名、认证状态与粉丝数 —— 无需二次抓取即可按达人体量筛选。适合趋势研究、达人挖掘与活动监控。

两分钟内免费拿到第一批数据 —— 填入内容、点击 Start 即可。无需配置,试用不需要信用卡。

能做什么

  • #️⃣ 按标签抓取视频,一次可多个标签。
  • 📊 完整指标 —— 播放、点赞、评论、分享、收藏。
  • 👤 含作者数据 —— 用户名、显示名、认证状态、粉丝数
  • 🎯 可按达人体量二次筛选authorFollowers),不必再跑资料抓取。
  • 📢 识别广告isAd),区分自然内容与商业内容。
  • 🎵 每条视频的音乐信息,及早发现热门音频。
  • ⏱️ 时长,研究细分领域适合的长度。
  • 🏷️ 每行带来源 hashtag
  • 🚚 托管交付,结果稳定。
  • 📤 导出 JSON / CSV / Excel / XML。

无需 OAuth 应用、无需应用审核、无需配额管理 —— 填入内容即可采集公开数据。

谁在用

  • 🔍 趋势研究 —— 跟踪哪些标签与音频在加速。
  • 🤝 达人挖掘 —— 按粉丝数筛出细分领域的中腰部创作者。
  • 📣 活动运营 —— 监控品牌标签并收集 UGC。
  • 🛒 电商与选品 —— 在品类饱和前发现上升产品。
  • 📊 市场研究 —— 构建标签数据集衡量注意力变化。

可以抓取哪些数据

字段类型说明
hashtagstring该视频来自哪个标签
idstring视频 ID
urlstring视频链接
textstring文案
hashtagsarray文案中的全部标签
playsnumber播放量
likesnumber点赞数
commentsnumber评论数
sharesnumber分享数
savesnumber收藏数
durationnumber时长(秒)
coverUrlstring封面图
musicTitlestring音乐名称
musicAuthorstring音乐作者
authorstring作者用户名
authorNamestring作者显示名
authorIdstring作者数字 ID
authorVerifiedboolean作者是否认证
authorFollowersnumber作者粉丝数 —— 无需二次抓取即可按体量筛选
isAdboolean是否被平台标记为广告 / 商业内容
createdAtstring发布时间(ISO)
createdAtEpochnumber发布时间(Unix)

字段取决于平台对外公开了什么。某个条目没有的值会返回 null 而不是直接省略,因此你的数据结构始终稳定。

使用步骤

  1. 打开 TikTok 话题标签抓取工具
  2. Hashtags 填入标签(# 可省略)。
  3. (可选)设置 Max videos per hashtag
  4. 点击 ▶ Start 并导出数据。

输入示例

{
"hashtags": [
"cooking",
"fitness"
],
"resultsLimit": 500
}

输出示例

{
"id": "7125823187908070661",
"url": "https://www.tiktok.com/@simplefood4you/video/7125823187908070661",
"isAd": false,
"text": "I LOVE GARLIC 🙊🧄 #garlic #recipe #cooking #foodie #foodtiktok #food #foryou #fyp",
"likes": 1500000,
"plays": 23500000,
"saves": 421400,
"author": "simplefood4you",
"shares": 63100,
"hashtag": "cooking",
"authorId": "309523380800585729",
"comments": 6660,
"coverUrl": "https://p16-common-sign.tiktokcdn-eu.com/tos-maliva-p-0068/d6b067679b524a399bb8e68f345882b6_1659110004~tplv-tiktokx-origin.image?dr=10395&x-expires=1785394800&x-signature=VuuReNgzNdhwUUITTX9F25NxQ2Q%3D&t=4d5b0474&ps=13740610&shp=81f88b70&shcp=43f4a2f9&idc=no1a",
"duration": 20,
"hashtags": [
"garlic",
"Recipe",
"cooking",
"Foodie",
"foodtiktok",
"food",
"foryou",
"fyp"
],
"createdAt": "2022-07-29T15:53:22.000Z",
"authorName": "simplefood4you",
"musicTitle": "Could You Be Loved",
"sourceType": "tiktok",
"musicAuthor": "Bob Marley & The Wailers",
"authorVerified": true,
"createdAtEpoch": 1659110002,
"authorFollowers": 2500000
}

V2 = 托管交付。 这是 V2 产品线:运行在托管基础设施上,交付更稳定、字段更全。如果你只需要最低价的尽力而为版本,同一功能的 V1 Actor 也在商店主页

价格

采用按结果计费:只为真正拿到的数据付费,不按运行时间计费。

  • 💸 成本 = 结果数量 × 单价,预算可提前算清。
  • 📉 Apify 的 Bronze / Silver / Gold / Platinum / Diamond 套餐享阶梯折扣。
  • 🆓 新账号自带每月免费额度,第一次运行不花钱。
  • 🚫 无代理附加费、无单次请求费、无最低消费。

实时价格见 Apify 商店页面

使用建议

  • 🎯 用 authorFollowers 筛出预算内的达人,10 万以下通常最好谈。
  • 📢 想看自然流量时请排除 isAd: true
  • 🎵 按 musicTitle 分组,找出当前带动该标签的音频。
  • 💾 按 saves 排序而不是点赞,能找到真正有用的内容。
  • 🏷️ 一次跑多个相关标签,比较中位播放量,找竞争最小的那个。

其他 TikTok 数据

需要多平台数据?以下工具采用同样的免登录、按结果计费方式:

全部工具见 myagizm 商店主页

配合 AI 智能体使用(MCP)

本 Actor 已接入 Apify MCP 服务器,Claude、ChatGPT、Cursor 等助手可以把它当作工具直接调用,用自然语言提问即可拿到结构化结果,无需写胶水代码。

集成与 API

支持 Make、Zapier、n8n、Slack、Airbyte、Gumloop、CrewAI、IFTTT、Lindy、GitHub、Google Sheets、Google Drive,以及 Webhook、定时任务与 MCP 服务器。

curl -X POST "https://api.apify.com/v2/acts/myagizm~tiktok-hashtag-scraper-v2/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
-H "Content-Type: application/json" \
-d '{"hashtags": ["cooking", "fitness"], "resultsLimit": 500}'

format 改成 jsoncsvxlsxxml 即可导出不同格式。

常见问题

能一次抓多个标签吗? 可以,每行都带 hashtag 字段。

为什么有些标签结果很少? 冷门标签公开视频本就少,平台也会限制部分标签。

能在运行时按粉丝数筛选吗? 运行内不筛,但每行都含 authorFollowers,导出后即可立即过滤,无需再付一次资料抓取的钱。

包含广告内容吗? 包含,isAd 会标出商业内容,方便你保留或排除。

需要 TikTok 账号、登录、Cookie 或 API Key 吗? 不需要。不登录、不用 Cookie、不需要开发者应用、不需要审核、不需要 access token。

抓取 TikTok 合法吗? 只采集公开可见的数据,即任何未登录访客都能看到的内容,不登录、不访问私密账号。合规责任由使用者承担:如涉及个人数据请遵守 GDPR / CCPA 与平台条款。

能抓私密账号吗? 不能,会被跳过并记录在运行日志中。

需要配置代理吗? 不需要,已内置托管。

支持导出 CSV / Excel / JSON 吗? 支持 JSON、CSV、Excel、XML。

可以通过 Apify API 调用吗? 可以,同步与异步接口见上方示例。

支持 AI 智能体(MCP)吗? 支持,Claude、ChatGPT、Cursor 均可当作工具调用。

可以定时运行吗? 可以,支持 Apify Schedules、API 与 Webhook。

数据有多新? 不缓存,每次运行都读取当前公开页面。

媒体链接失效了? TikTok 的 CDN 链接带签名,数小时内过期,请在抓取的同一时段下载或转存。

免责声明

本工具为独立第三方工具,与 TikTok 及字节跳动(ByteDance) 无任何隶属、认可或赞助关系,所有商标归各自所有者。

本 Actor 只采集公开可见的数据 —— 即任何未登录访客都能看到的内容。它不登录、不绕过访问控制、不获取私密内容。数据使用的合规责任由使用者承担:如涉及个人数据,请遵守 GDPR、CCPA 等法规与平台条款。

相关搜索

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