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Twitter Hashtag Scraper for CSV Export logo

Twitter Hashtag Scraper for CSV Export

This Twitter hashtag scraper exports X/Twitter posts associated with a hashtag into a structured CSV. Import the workflow into the UScraper local desktop app to collect tweet URLs, author names, timestamps, post text, media URLs, replies, reposts, likes, and views from approved status URLs without building against the X API.

Output

CSV

Columns

15

Input

Status URLs

Waits

Built in

API key

Not required

At a glance

Export hashtag tweets from X/Twitter pages

X search pages often redirect unauthenticated sessions to login or onboarding, so this template is built around tweet detail URLs instead of assuming open search pagination. The Navigate block loops through known x.com/.../status/... URLs for the sample #fridayfeeling hashtag, then Structured Export appends each visible tweet into one CSV.

Use it when you need a reviewable Twitter hashtag CSV for social listening, campaign screenshots turned into data, sentiment review, creator discovery, or lightweight research notes. For larger live hashtag discovery, replace the sample URLs with approved status URLs from your own logged-in search workflow or another compliant source.

Hashtag context stays attached

Every row includes the configured keyword and source search URL, so exports remain traceable when you compare multiple hashtag batches.

Post text and engagement

Capture the visible tweet body plus reply, repost, like, and view counts when those labels are available in the page session.

Media-aware rows

Image and video URL fields help researchers separate plain text posts from visual campaign or creator content.

Local desktop export

Your URL list and CSV stay in the desktop workflow unless you add your own sync, upload, or sharing step.

Who this helps

Use cases for Twitter hashtag data extraction

Social teams

Campaign hashtags

Favorable to scraping

Export Twitter tweets from approved hashtag examples, then sort posts by author, engagement, media use, or message theme in a spreadsheet.

Researchers

Public discussion review

Favorable to scraping

Collect a small, auditable sample of hashtag posts with timestamps and source URLs for coding, annotation, or qualitative review.

Agencies

Competitor monitoring

Favorable to scraping

Compare public hashtag activity without sending client research through a cloud actor or maintaining a custom Twitter data extractor.

For adjacent workflows, pair this template with the Twitter X Comments Scraper, Reddit Search Scraper, and YouTube Comments and Replies Scraper. Browse the UScraper template library when hashtag exports lead to broader source collection.


How to use

Configure the X hashtag scraper workflow

1

Download and import

Download the hosted JSON template and import it into UScraper.

2

Replace the tweet URLs

In Navigate, replace the sample #fridayfeeling status URLs with approved tweet detail URLs from your target hashtag set.

3

Set keyword and export path

Update the keyword label in the browser step if you change hashtags, then confirm the Structured Export save folder and CSV filename.

4

Run the loop

UScraper navigates to each URL, waits for page load, pauses briefly, checks for a tweet article, creates hidden export rows, and continues the loop.

5

Review the CSV

Open the file, spot-check source URLs, and verify row counts before using the data in reporting, lead review, or analysis workflows.

Output preview

CSV columns produced by the template

The export mirrors the workflow definition and keeps one row per loaded tweet detail page.

categorykeywordtweet_websiteauthor_nametweet_timestamptweet_contentreplyrepostlikeview
TopPost#fridayfeelinghttps://x.com/example/status/1768257041947062311Printtapp2026-06-14T09:15:00.000ZFriday campaign post with a product image.418962.1K
TopPost#fridayfeelinghttps://x.com/creator/status/1766053090631839819Sharon M.2026-06-13T18:42:00.000ZWeekend poll asking followers about launch plans.1271413.8K
TopPost#fridayfeelinghttps://x.com/brand/status/1766179248539111557LazyCatsX2026-06-13T21:08:00.000ZShort text post with a video attachment.2544980
twitter-scraper-by-hashtag.csv
CSV - UTF-8 - Append

Column

category

Static grouping label from the workflow, such as TopPost.

Column

keyword

The hashtag being tracked, such as #fridayfeeling.

Column

web_page_url

The source hashtag search URL recorded for traceability.

Column

tweet_website

Canonical X/Twitter status URL for the collected tweet.

Column

author_name

Visible display name for the tweet author.

Column

tweet_timestamp

Datetime captured from the tweet page.

Column

tweet_content

Visible tweet text normalized into one CSV cell.

Column

tweet_image_url

Unique media image URLs, joined when multiple are present.

Column

tweet_video_url

Visible video source or poster URL when present.

Column

reply

Visible reply count parsed from page labels.

Column

repost

Visible repost or retweet count.

Column

like

Visible like count.

Column

view

Visible view count when X exposes it.

Headers included - appends across all configured tweet/status URLs

Frequently asked questions

X/Twitter posts can be publicly visible, but automated collection may be limited by platform terms, access controls, copyright, privacy law, and local regulations. Do not bypass login gates, challenges, or technical restrictions, and get legal review before using exports commercially.

Before you run

Practical limits and maintenance notes

Operational guardrails for hashtag exports

Rate limits

Avoid aggressive repeated runs

X can slow, hide, challenge, or block automated sessions. Keep batches modest, avoid parallel loops, and pause when login, verification, unusual redirects, or incomplete pages appear.

Layout drift

Selectors and labels can change

Empty exports, missing counts, or blank media fields usually mean the page did not load, X changed its markup, or the browser session did not expose the tweet in time.

Policy

Use the right access path

For sanctioned production integrations, compare the official X API and its policies. Use this scraper only where it fits your legal, privacy, and platform-compliance review.

Download the free template, install the desktop app from UScraper download, and run a short validation batch before you scrape Twitter hashtags at larger scale.

Get Started

Download and use this template instantly

$50Free

What's Included

  • Template JSON file ready to import
  • Pre-configured scraping nodes
  • Works with UScraper desktop app

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Available on Windows 10+ and macOS 12+ · Need help? [email protected]