Shivani Agarwal Instagram stats

The captured sample is stale or too irregular to show a reliable publishing rhythm.

• Newest visible post is 36 days old
• 0 posts published in the 30-day window
• 0.0 visible posts per week

Public reactions are below the rough 2.5% audience-size reference for this sample.

• 1.05% median public reactions per follower
• 2.5% rough audience-size reference
• 24 posts with public response totals sampled

The public sample provides limited recurring identity or topic signals.

• Display name and handle have limited overlap
• No recurring topic terms found
• Category: Entrepreneur

Most sampled posts provide enough visible text to establish useful context.

• 24 of 24 posts included text
• 19 included at least 40 characters
• 11 included at least 120 characters

Shivani identifies herself as Uptownie’s co-founder in Calcutta, focused on startups, writing, and fashion.

• Names her co-founder role at Uptownie.
• States Calcutta as her location.
• Lists startups, words, and sartorial interests.

The content strongly supports her fashion-founder identity through launches, production advice, AI tools, advertising strategy, and brand-building commentary.

• Promotes newly launched tops and brand advances.
• Explains vendor relationships, fabric quality, and margins.

The profile provides public context and a destination beyond the platform.

• Public destination found
• Public description found
• No public contact field returned

The captured sample is broad enough to compare format results.

• 3 content formats found
• 24 posts sampled

The profile has strong public identity and context signals.

• Bio found
• Public destination found
• Category: Entrepreneur