Instagram Hash Tag Data Scraper

Instagram Hash Tag Data Scraper collects complete post and user details from Instagram using any public hashtag. It helps marketers, analysts, and researchers gather real-time Instagram hashtag data efficiently and securely for analysis and reporting.

     

Created by Bitbash, built to showcase our approach to Scraping and Automation!
If you are looking for instagram-hash-tag-data-scraper you've just found your team — Let’s Chat. 👆👆

Introduction

This project extracts Instagram posts associated with a specific hashtag and delivers structured, export-ready data. It solves the challenge of collecting large-scale Instagram hashtag insights without manual effort. It is designed for growth marketers, data analysts, and automation professionals.

Hashtag-Based Instagram Intelligence

• Scrapes all posts linked to a given hashtag
• Captures both post-level and user-level metadata
• Uses authenticated session cookies for stability
• Optimized for high-speed, real-time extraction

Features

Feature	Description
Hashtag Search	Scrape all Instagram posts related to any hashtag.
Post Metadata	Collect captions, shortcodes, URLs, timestamps, likes, and comments.
User Details	Extract Instagram user ID and username for each post.
Secure Session	Uses cookie-based authentication to reduce blocking risk.
High-Speed Extraction	Processes large volumes of posts with rapid throughput.
Multiple Export Formats	Supports Excel, CSV, and text-based outputs.

---

What Data This Scraper Extracts

Field Name	Field Description
id	Unique Instagram post ID.
post_url	Direct URL of the Instagram post.
shortcode	Instagram post shortcode identifier.
caption	Full caption text of the post.
user_id	Unique Instagram user ID.
user_name	Instagram username of the post owner.
like_count	Total number of likes on the post.
comment_count	Total number of comments on the post.
timestamp	Unix timestamp of when the post was published.
image_url	Direct URL of the post image.

---

Example Output

[
  {
    "id": "3615622202814936204",
    "post_url": "https://www.instagram.com/p/DItRTywzLSM/",
    "shortcode": "DItRTywzLSM",
    "caption": "@min & @69.xxvuir_ #awexz #bot #imgx",
    "user_id": "56191104144",
    "user_name": "fak_bot780",
    "like_count": 1,
    "comment_count": 1,
    "timestamp": 1745235775,
    "image_url": "https://scontent-iad3-2.cdninstagram.com/example.jpg"
  }
]

---

Directory Structure Tree

Instagram Hash Tag Data Scraper/
├── src/
│   ├── main.py
│   ├── hashtag_runner.py
│   ├── extractors/
│   │   ├── post_extractor.py
│   │   └── user_extractor.py
│   ├── auth/
│   │   └── cookie_loader.py
│   ├── exporters/
│   │   ├── csv_exporter.py
│   │   └── excel_exporter.py
│   └── utils/
│       └── time_utils.py
├── data/
│   ├── sample_output.json
│   └── inputs.example.txt
├── requirements.txt
└── README.md

---

Use Cases

• Digital marketers use it to analyze trending hashtags, so they can optimize campaign targeting.
• Social media analysts use it to monitor engagement metrics, so they can measure hashtag performance.
• Growth hackers use it to collect influencer data, so they can identify outreach opportunities.
• Researchers use it to study content patterns, so they can understand audience behavior.

---

FAQs

How does this scraper avoid Instagram blocks? It relies on authenticated session cookies and controlled request timing to reduce detection and blocking risks.

Do I need technical knowledge to use it? Basic understanding of configuration and running scripts is sufficient for most users.

Can it handle large hashtags with thousands of posts? Yes, it is optimized for high-volume hashtags with efficient pagination and processing.

What export formats are supported? The scraper supports Excel, CSV, and plain text outputs for easy integration.

---

Performance Benchmarks and Results

Primary Metric: Processes up to 100 posts per second under stable network conditions.

Reliability Metric: Maintains a high success rate when valid session cookies are provided.

Efficiency Metric: Optimized request handling minimizes resource usage during large runs.

Quality Metric: Captures complete post and user metadata with consistent field accuracy.

"Bitbash is a top-tier automation partner, innovative, reliable, and dedicated to delivering real results every time." Nathan Pennington Marketer ★★★★★

"Bitbash delivers outstanding quality, speed, and professionalism, truly a team you can rely on." Eliza SEO Affiliate Expert ★★★★★

"Exceptional results, clear communication, and flawless delivery. Bitbash nailed it." Syed Digital Strategist ★★★★★