Best Way to Get Instagram User Data Programmatically

Whether you're building an analytics dashboard, a marketing tool, or a research project — you need reliable access to Instagram user data. Here's the most effective approach.

What Data Is Available

For any public Instagram account, you can retrieve:

• Profile info — username, full name, bio, profile picture, verification status
• Metrics — follower count, following count, media count
• Business data — category, public email, phone number, address
• Content — posts, reels, stories, highlights with media URLs
• Engagement — likes, comments, shares per post
• Network — followers list, following list

The Recommended Approach

Use a dedicated REST API — it's the fastest, most reliable, and most cost-effective method.

Getting a User Profile

import requests

response = requests.get(
    'https://api.hikerapi.com/v1/user/by/username',
    params={'username': 'nike'},
    headers={'x-access-key': 'your_api_key'}
)
user = response.json()

print(f"Name: {user['full_name']}")
print(f"Bio: {user['biography']}")
print(f"Followers: {user['follower_count']:,}")
print(f"Posts: {user['media_count']:,}")
print(f"Verified: {user['is_verified']}")

# Business accounts include contact info
if user.get('public_email'):
    print(f"Email: {user['public_email']}")
if user.get('public_phone_number'):
    print(f"Phone: {user['public_phone_number']}")

Getting User Posts

posts = requests.get(
    'https://api.hikerapi.com/v1/user/medias',
    params={'user_id': user['pk'], 'amount': 12},
    headers={'x-access-key': 'your_api_key'}
).json()

for post in posts:
    print(f"Type: {post['media_type']}")
    print(f"Likes: {post['like_count']}")
    print(f"Comments: {post['comment_count']}")
    print(f"Caption: {post['caption']['text'][:100]}...")
    print('---')

Using the Python SDK

For an even simpler experience, install our official Python package:

pip install hikerapi

from hikerapi import Client

client = Client('your_api_key')

# One-line profile lookup
user = client.user_by_username('nike')
print(user.follower_count)

# Get posts
medias = client.user_medias(user.pk, amount=12)
for media in medias:
    print(media.like_count)

Why This Approach Works Best

Factor	DIY Scraping	Graph API	HikerAPI
Setup time	Days-weeks	Hours	Minutes
Any public account	Yes*	No	Yes
Maintenance	Constant	Low	None
Rate limits	Instagram limits	Strict	None
Cost (10K requests)	$50-200 (proxies)	Free	$6
Reliability	60-80%	99%	99%+

*Subject to blocks

Available Endpoints

HikerAPI offers 100+ endpoints organized by category:

• /v1/user — 25 endpoints for profile and account data
• /v1/media — 20 endpoints for posts, reels, and content
• /gql — 15 GraphQL endpoints for flexible queries
• /v1/hashtag — 10 endpoints for hashtag data
• /v1/location — 7 endpoints for location-based data
• /v1/story — 6 endpoints for stories and highlights
• /v1/search — 4 endpoints for search

Full interactive documentation: api.hikerapi.com/docs

Getting Started

1. Create a free account — 100 requests included
2. Copy your API key from the Tokens page
3. Make your first API call

No credit card required. Pay-as-you-go from $0.0006 per request. Funds never expire.