How to Scrape TikTok Hashtag — Free No-Code Guide (2026)

#tiktok #webscraping #api #python

If you need to pull TikTok Hashtag data at scale and there's no clean official API, this guide shows how to export it to JSON, CSV or Excel in a couple of minutes — with no scraping code to maintain.

We'll use the TikTok Hashtag Scraper - Scrape Videos by Tag, a hosted scraper on the Apify platform. You only need a free Apify token — no TikTok Hashtag login, no proxies, no reverse-engineering.

What data you get

Each run returns structured records with fields like:

foundForTerm
description
playCount
likeCount
commentCount
shareCount
postedAt
url
videoId
createTime
durationSec
width
height
coverUrl

Results are paginated automatically — you can pull thousands of rows per run and export them as JSON, CSV, Excel, JSONL or XML.

Option 1 — No code (Apify Console)

Open the actor: https://apify.com/logiover/tiktok-hashtag-video-scraper
Click Try for free.
Leave the input empty for a broad sample, or set the fields below.
Run it, then Export the dataset as CSV/JSON/Excel.

Option 2 — Node.js

npm install tiktok-hashtag-video-scraper

const scrape = require("tiktok-hashtag-video-scraper");

(async () => {
  const items = await scrape({}, { token: process.env.APIFY_TOKEN });
  console.log(items.length, "results");
  console.log(items[0]);
})();

Option 3 — Python

pip install tiktok-hashtag-video-scraper

from tiktok_hashtag_video_scraper import scrape

items = scrape({}, token="YOUR_APIFY_TOKEN")
print(len(items), "results")
print(items[0])

Grab a free token at https://console.apify.com/account/integrations.

Input options

Field	Type	What it does
`terms`	array	Hashtags / keywords
`maxVideosPerTerm`	integer	Max videos per term
`sortBy`	string	Sort output by
`minViews`	integer	Min views
`onlyVerifiedAuthors`	boolean	Only verified authors
`region`	string	Region (proxy country)
`language`	string	Interface language
`maxResults`	integer	Max results
`proxyConfiguration`	object	Proxy

Common use cases

Build a fresh TikTok Hashtag dataset for analysis or dashboards
Feed TikTok Hashtag records into your own app, CRM or spreadsheet
Monitor changes on a schedule and get alerts via webhooks
Enrich leads or research with up-to-date TikTok Hashtag data

Automation & export

Because it runs on Apify, you can schedule it, trigger it via webhook, and pipe results into Google Sheets, S3, Zapier, Make or n8n. Every run's dataset is downloadable as CSV, JSON, JSONL, Excel or XML.