Instagram Hashtag Scraper

Collect public Instagram posts for any hashtag — captions, engagement metrics, media links, and the creator who published each post — without logging into Instagram. Enter hashtags such as exams or #fitness, export structured JSON/CSV, and power trend research, competitor monitoring, and influencer discovery from $1.50 per 1,000 posts.

What can Instagram Hashtag Scraper do for you?

• Discover trending content under any hashtag — reels, photos, and carousels surfaced from Instagram’s public hashtag pages
• Export post + creator data in one row — username, profile URL, caption, likes, comments, plays, timestamps, and media URLs
• Monitor multiple hashtags in one run — pass a list of keywords or hashtag URLs and cap results globally or per tag
• Build datasets for marketing and research — compare engagement, find creators, and track campaign hashtags over time
• Run on Apify at scale — schedule recurring jobs, call the REST API, or integrate with webhooks and your data warehouse
• No Instagram account required — works from public pages; you do not need to supply cookies or login credentials

What data can you extract from Instagram hashtags?

Field	Description
🏷️ hashtag / sourceQuery	Hashtag keyword this post was collected from
🔗 url / post_url	Direct link to the post or reel
🆔 shortcode / post_id	Stable identifiers for deduplication
📝 caption	Full post caption text
❤️ like_count	Like count when publicly visible
💬 comment_count	Comment count when publicly visible
▶️ play_count	View/play count for video posts
🖼️ thumbnail	Preview image URL
🎬 video_url	Video file URL when available
📅 taken_at	Post timestamp (ISO 8601)
👤 username	Creator handle
📛 full_name	Creator display name
🖼️ profile_pic_url	Profile picture URL
🔗 profile_url	Link to the creator profile
✅ is_verified	Verified badge flag
🎞️ media_type	video, image, or carousel
📍 location_name	Location tag when present
🏷️ tagged_users	Users tagged in the post

Why use this scraper?

• 📊 Hashtag research — see which posts dominate a tag before you create content or ads
• 🎯 Influencer prospecting — filter creators by engagement on niche hashtags
• 📈 Campaign tracking — watch branded or event hashtags on a schedule
• 🤖 Automation — pipe results into Google Sheets, BigQuery, or your CRM via API
• 🔍 Competitive intelligence — compare how competitors show up under industry hashtags

Pricing

This Actor uses pay-per-event pricing. You are charged for the posts event — one charge per post successfully saved to the dataset (each row includes post details and creator fields).

Plan	Price per 1,000 posts
Default	$1.50
Apify Bronze	$1.40
Apify Silver	$1.30
Apify Gold	$1.20

• Pay per event — posts: $1.50 / 1,000 posts (Bronze $1.40, Silver $1.30, Gold $1.20 per 1,000 on Apify subscription plans)
• You do not pay platform usage costs on top of this event pricing (as configured for this Actor).
• No hidden fees or limits on usage beyond the maxItems you set in input.

How to use Instagram Hashtag Scraper

1. Create a free Apify account and open Instagram Hashtag Scraper.
2. On the Input tab, add one or more hashtags in Hashtags (searchQueries), e.g. exams, #fitness.
3. Set Max items to control cost (e.g. 100 for a quick test).
4. Leave Proxy configuration on Apify Residential (recommended).
5. Click Start and wait for the run to finish.
6. Download results from the Dataset tab as JSON, CSV, Excel, or via API.

Input

Field	Type	Required	Description
searchQueries	array of strings	Recommended	Hashtags to scrape, with or without #. For example: exams or #exams.
hashtags	array of strings	Optional	Alias of searchQueries. For example: exams.
startUrls	array	Optional	Hashtag URLs such as https://www.instagram.com/explore/tags/exams/.
resultsPerHashtag	integer	Optional	Max posts per hashtag. 0 = no per-hashtag cap (still limited by maxItems). Default: 0.
maxItems	integer	Optional	Max posts across all hashtags. 0 = unlimited. Default: 0.
proxyConfiguration	object	Optional	Proxy settings. Default: Apify Residential.

📝 Copy for Use:

{
  "searchQueries": ["exams", "studygram"],
  "maxItems": 100,
  "resultsPerHashtag": 50,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

Why Choose This Scraper?

• Affordable: Pay only $1.50 per 1,000 posts scraped — you are not charged for failed extractions.
• Comprehensive: Each record combines post metrics and creator profile fields in one export-ready object.
• Easy to Use: Add hashtags, set a limit, run — no manual URL hunting or browser extensions.
• Reliable: Built-in retries and residential proxy support for stable runs on Apify.

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Running via Apify Console

You can run this actor from the Apify Console by providing the necessary input parameters.

Running via API

You can trigger this actor using the Apify API, passing the required input in the request body.

API Request Example (Python)

from apify_client import ApifyClient

client = ApifyClient("<YOUR_API_TOKEN>")

run_input = {
    "searchQueries": ["exams"],
    "maxItems": 100,
    "proxyConfiguration": {
        "useApifyProxy": True,
        "apifyProxyGroups": ["RESIDENTIAL"],
    },
}

run = client.actor("rigelbytes/instagram-hashtag-scraper").call(run_input=run_input)

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item["username"], item["url"], item["like_count"])

JavaScript

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: '<YOUR_API_TOKEN>' });

const input = {
    searchQueries: ['exams'],
    maxItems: 100,
    proxyConfiguration: {
        useApifyProxy: true,
        apifyProxyGroups: ['RESIDENTIAL'],
    },
};

const run = await client.actor('rigelbytes/instagram-hashtag-scraper').call(input);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items.length);

Running with cURL

curl -X POST "https://api.apify.com/v2/acts/rigelbytes~instagram-hashtag-scraper/runs?token=<YOUR_API_TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{
    "searchQueries": ["exams"],
    "maxItems": 50,
    "proxyConfiguration": {
      "useApifyProxy": true,
      "apifyProxyGroups": ["RESIDENTIAL"]
    }
  }'

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🏠 Real Estate

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✈️ Travel & Hospitality

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🛒 E-commerce

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💼 Jobs & Recruitment

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📩 Lead Generation

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• Rottentomatoes Reviews Scraper — Collect reviews and ratings from Rotten Tomatoes for reputation monitoring and customer insights.
• SEEK Australia Jobs Scraper — Scrape SEEK Australia job listings by keyword, location, or URL. Optionally enrich each job with full details,...
• Skool Community Scraper — Scrape Skool communities from discovery search and category filters. Extract listing data plus optional about-page...
• Target.com Product Scraper — Scrape Target.com products from search queries or URLs. Optionally enrich with product details and customer reviews.
• The Movie Database (TMDB) Scraper — Scrape movies, TV shows, people, and awards from themoviedb.org with the same list filters as the website — genres,...
• TripAdvisor Reviews Scraper — Scrape reviews from TripAdvisor hotel pages using GraphQL API with DataDome protection bypass.
• Trustpilot Reviews Scraper — Collect reviews and ratings from Trustpilot for reputation monitoring and customer insights.
• Trustpilot Company Scraper — Collect reviews and ratings from Trustpilot for reputation monitoring and customer insights.
• TrustRadius Scraper — Scrape TrustRadius companies, product details, and reviews from search queries, categories, or product URLs.
• Under Armour Scraper — Scrapes Under Armour product listings from search queries or category URLs, with optional product details and reviews.
• Yelp Scraper — Scrape Yelp business listings by search term, category, location, or URL. Optional full business details with phone,...

🍔 Food & Delivery

Extract restaurant, grocery, and delivery platform data.

• Carrefour Product Scraper — Scrape Carrefour grocery products across UAE, Saudi Arabia, Qatar, Pakistan, and Georgia by search query, category,...
• Esselunga Scraper — Extract Esselunga grocery products from search queries, category pages, and product links, with optional...
• Instacart Scraper — Scrape menus, stores, and delivery data from Instacart for data-driven research and automation.
• Lidl Product Scraper — Scrape Lidl supermarket products across Europe by search query or category/product URL. Optionally enrich each item...
• OpenTable Scraper — Scrape OpenTable restaurants by search query (with date/time/party size) or start URLs. Optional listing details and...
• Publix Scraper — Scrape menus, stores, and delivery data from Publix for data-driven research and automation.
• Tigros Scraper — Scrape Tigros grocery products from search queries or category, search, and product URLs, with optional product details.

📰 News & Media

Scrape news, articles, and media content for research.

• BizBuySell Scraper — Scrape BizBuySell business-for-sale listings via search URLs or structured filters, with optional full listing details.
• SEC IPO Event Intelligence — Monitors SEC EDGAR for IPO filings and converts them into structured business events, with optional AI company...
• SEC Filings Scraper — Retrieve clean, normalized SEC EDGAR filing data by ticker, CIK, or company name — with document links, optional...

🛠️ Developer Tools

General-purpose scraping and automation tools.

• EU Tenders Scraper — Scrape EU public procurement notices from TED (Tenders Electronic Daily) with advanced search filters,...
• Web Crawler — This web crawler is designed to provide users with complete flexibility by allowing them to use their **own...
• Zapier Apps Scraper — Scrape Zapier’s app directory by category, subcategory, sort (popularity, premium, beta, recently launched), or URL....

🔧 Other

Additional scraping tools by Rigel Bytes.

• Adidas Product Scraper — Scrape Adidas product listings and optional product details from any supported Adidas country storefront. Supports...
• Bilibili Scraper — Scrape Bilibili videos, categories, search results, and creator spaces. Extract titles, stats, tags, and optional...
• Calvin Klein Product Scraper — Scrape Calvin Klein products from official European and UK shops using search queries or category/search URLs, with...
• Chargefinder Scraper — Scrape EV charging stations from Chargefinder by location search or charger URL. Extract map listings and optional...
• Electromaps Scraper — Scrape EV charging stations from Electromaps by city or country search. Extract map listings and optional...
• Google Ads Transparency Scraper — Scrape ads from the Google Ads Transparency Center by domain, advertiser, or keyword. Filter by region, time period,...
• H&M Scraper — Scrape H&M products from search queries, search URLs, and category URLs, with optional product details.
• Leboncoin Listing Scraper — Scrape Leboncoin listings from a search URL or filters. Extracts title, price, location, seller, images, attributes,...
• Marktplaats.nl Scraper — Scrapes Marktplaats.nl classified listings via the LRP search API with optional VIP listing details and seller...
• Open Construction Estimate Scraper — Scrape construction cost estimates from OpenConstructionEstimate. Export the full catalog, filter by...
• Red Note Scraper — Scrape Red Note (Xiaohongshu) posts from home-feed categories or URLs. Optionally attach creator profiles and top...
• Skyscanner Flights Scraper — Search Skyscanner one-way and return flights, apply baggage, stop, and time filters, and optionally collect...
• Stayz.com.au Scraper — Scrape Stayz Australia holiday rental listings from search queries or URLs, with optional full listing details.
• StreetEasy Scraper — Scrape StreetEasy NYC for-rent and for-sale listings from search URLs or location queries, with optional...
• Subito.it Scraper — Scrape classified ads from Subito.it by search query or URL, with website-matching filters and optional...
• The North Face Scraper — Scrape The North Face products from category pages and search, with optional color, size, and stock details.
• Timeshop24 Scraper — Extract watches and accessories from Timeshop24 category pages and search. Optionally open each product page for...
• Uhrcenter Scraper — Scrape watches and jewellery from uhrcenter.de by keyword, category URL, and shop filters, with optional product...
• Zara Scraper — Scrape Zara products from category URLs and search, with optional size, composition, and description details.

Understanding Proxies:

When scraping data or browsing anonymously, proxies are essential. They act as intermediaries, masking your original IP address and allowing you to send requests from another location.

Why Use Proxies?

• Avoid IP Blocks: By routing requests through proxies, you prevent the target website from recognizing your IP as a scraper or spammer.
• Access Geo-restricted Content: Proxies let you access content or websites restricted by location.
• Enhance Anonymity: Hide your actual IP, ensuring privacy while scraping or browsing.

Types of Proxies

1. Residential Proxies
   • Real IP addresses provided by ISPs to home users.
   • They mimic regular users, making them harder to detect.
   • Best for: Long-term, undetectable scraping, and avoiding blocks.
2. Data Center Proxies
   • IP addresses from servers in data centers.
   • Faster and cheaper than residential proxies but easier to detect and block.
   • Best for: High-speed scraping, but with a higher risk of detection.
3. Mobile Proxies
   • IPs provided by mobile carriers (3G/4G/5G networks).
   • Very difficult to detect, as they appear as regular mobile users.
   • Best for: Mobile-related scraping or avoiding sophisticated blocks.

Rotating Proxies vs. Straight Proxies

• Rotating Proxies: Every request you send goes through a different proxy, making it harder for websites to detect patterns.
• Straight Proxies: All requests are sent through the same proxy, making it easier to track your IP.

Scheduling & Deduplication

Scheduling: In Apify Console, open the Schedules tab on this Actor to run daily or weekly — useful for tracking campaign hashtags or trending topics. Use separate schedules per hashtag list if different teams own different tags.

Deduplication: Within a single run, duplicate shortcode values are skipped automatically. For recurring runs, append to the same dataset or export by run ID, then deduplicate downstream on shortcode or post_id:

seen = set()
unique = []
for item in items:
    key = item.get("shortcode") or item.get("post_id")
    if key and key not in seen:
        seen.add(key)
        unique.append(item)

Webhooks: Add an Apify webhook on Run succeeded to push new posts to Slack, Zapier, or your pipeline when a scheduled scrape completes.

FAQs & Troubleshooting

Q: Do I need an Instagram login or cookies?

No. This Actor uses Instagram’s public hashtag pages. Do not paste session cookies or account passwords into the input.

Q: What counts as one billable post?

Each row pushed to the dataset triggers one posts pay-per-event charge. Failed hashtags or skipped duplicates are not billed as posts.

Q: Can I use # in hashtags?

Yes. Both exams and #exams work. You can also pass full URLs in startUrls.

Q: Why do I see mostly reels for some tags?

Instagram’s logged-out hashtag feed emphasizes public video content for many tags. You still receive rich engagement and creator fields for each post returned.

Q: Which proxy should I use?

Apify Residential is enabled by default and recommended. If runs fail with access errors, confirm proxy is enabled and try a different country in proxy settings.

Q: How do maxItems and resultsPerHashtag interact?

resultsPerHashtag caps each tag individually. maxItems caps the total across all tags. The run stops when either limit is reached.

About Rigel Bytes

Rigel Bytes specializes in web scraping, automation, and data analytics. We help businesses extract and leverage valuable data for informed decision-making.

Contact Us

• 📧 Email: contact@rigelbytes.com
• 📅 Book a call: Schedule an appointment

Detailed Data

[
  {
    "hashtag": "exams",
    "sourceQuery": "exams",
    "shortcode": "DcsDzn5yf_b",
    "url": "https://www.instagram.com/reel/DcsDzn5yf_b/",
    "media_type": "video",
    "caption": "One day before the exam starts 🤣 ...",
    "like_count": 334170,
    "comment_count": 2003,
    "play_count": 6051829,
    "taken_at": "2026-08-31T02:57:54+00:00",
    "username": "ashtoon_yt",
    "full_name": "Ash Toon",
    "profile_url": "https://www.instagram.com/ashtoon_yt/",
    "is_verified": false
  },
  {
    "hashtag": "exams",
    "sourceQuery": "exams",
    "shortcode": "DapejG8hoHU",
    "url": "https://www.instagram.com/reel/DapejG8hoHU/",
    "media_type": "video",
    "caption": "My luck in exams 😭 #relatablememes ...",
    "like_count": 784584,
    "comment_count": 7933,
    "play_count": 10989225,
    "username": "bitastic06",
    "full_name": "Ansh",
    "profile_url": "https://www.instagram.com/bitastic06/"
  }
]