Instagram Profile Scraper

What is Instagram Profile Scraper?

A specialized data extraction tool that retrieves structured profile information from Instagram accounts using either:

• Vanity Usernames (e.g. stephencurry30)

Captures publicly available data including personal bio and audience metrics, with precise follower counts for public account.

Why Scrape Instagram Profiles?

Collected data enables:

• 📩 Lead Generation from public contact information
• ✅ Influencer Vetting with verified follower metrics
• 🔍 Competitor Analysis through bio/content patterns
• 📊 Audience Demographics research
• 🚫 Fake Account Identification

Key Features

Feature	Description
📊 Precise Follower Metrics	Accurate follower counts from official sources
📞 Contact Extraction	Aggregates emails/phones from public bios
📁 Structured Exports	Export data to JSON, CSV, Excel, or XML
✅ Profile Validation	Detects active, deleted, or unavailable accounts
🔒 Compliance Focused	Strict adherence to Instagram's public data policies
🌟 Top Posts Insights	Retrieves recent posts with exact engagement stats (likes, comments, captions, timestamps, shortcodes) directly from official data
⏱️ Timestamp Accuracy	Captures official post creation time in UNIX timestamp for precise chronological analysis
📈 Engagement Analytics Ready	Provides per-post metrics ideal for computing engagement rate, trends, and performance benchmarking

Output Data Structure

{
    "description": "Believer. Husband. Father. Founder. Philanthropist. And…Olympic Gold Medalist. Philippians 4:13",
    "posts": 1400,
    "followers": 58200000,
    "follows": 1200,
    "followers_precise": 58162599,
    "full_name": "Wardell Curry",
    "posts_precise": 1439,
    "top_posts": [
        {
            "timestamp": 1755905292,
            "caption": "A big day for @eatlearnplay as we celebrate our 20th schoolyard build since launching the nonprofit. From the beginning, we have set out to make a real impact on youth in The Bay. Thanks to the incredible support from our partners, supporters, and volunteers, we’re proud to say we’ve done just that, and we’re only getting started. 💪🏽",
            "comment_count": 164,
            "like_count": 73729,
            "shortcode": "DNrPy_65Cx2"
        },
        {
            "timestamp": 1755880487,
            "caption": "We made a ‘super’ shoe for hoops? Yup! Call it the Series 7. Go behind the scenes of my latest campaign shoot with @currybrand - get them today, 8\\/22.\n\n#CurryBrandPartner",
            "comment_count": 1172,
            "like_count": 380731,
            "shortcode": "DNqgfCNx6Lw"
        },
        {
            "timestamp": 1755792430,
            "caption": "The warmth and energy of the people, the culture, the food, and really every moment made this trip one for the books. China, I'll be carrying these memories with me for a long time!",
            "comment_count": 719,
            "like_count": 89968,
            "shortcode": "DNn4dvqxghF"
        },
        {
            "timestamp": 1755659073,
            "caption": "Two days in China and the energy has been incredible. The fans and locals have shown me and my team tremendous love. See you at the Grand Finale!",
            "comment_count": 539,
            "like_count": 207512,
            "shortcode": "DNj6LADxM9N"
        },
        {
            "timestamp": 1755564144,
            "caption": "Chongqing, you showed out. 🔥\n\nDay 1 of the Curry Brand China Tour was packed with Curry Camp, Curry Con, and so many moments in between. The fans brought incredible energy from the jump, and getting to connect with city executives gave us a deeper look at what makes this place so special.\n\nIf this is how the trip starts, we’re in for something unforgettable.",
            "comment_count": 3106,
            "like_count": 790724,
            "shortcode": "DNhFG9RBbeZ"
        },
        {
            "timestamp": 1755560627,
            "caption": "The first ever Curry Con in Chongqing goes craaazy. 🔥\n\nThe amount of creativity and love from the fans and vendors is unmatched! #UAPartner",
            "comment_count": 223,
            "like_count": 138196,
            "shortcode": "DNg-ZrOgwld"
        }
    ]
}