Papercrane vs Snowflake dashboards

Snowflake dashboards, without the Snowflake account.

Snowsight and Streamlit in Snowflake are built for people inside your org. Papercrane is built for everyone else.

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Snowflake dashboards stop at the edge of your org.

Fine for internal analytics. The moment the audience extends past your org, the model runs out of room.

Every viewer needs a Snowflake account

You can't send a dashboard to a client or a user of your product without provisioning them first.

Warehouse credits on every view

Runs on warehouse compute. Client-facing traffic compounds fast — cost scales with engagement, not build time.

Looks like Snowflake, not like your product

Snowsight chrome or Streamlit styling. Neither feels like it came from your team.

Feature comparison

Snowflake column covers Snowsight dashboards and Streamlit in Snowflake.

Feature	Papercrane	Snowflake	Notes
External viewers without a Snowflake account			Snowsight dashboards and Streamlit in Snowflake both require viewers to authenticate against your Snowflake org. Papercrane magic links require no account.
Custom domain			Papercrane supports custom domains with automatic SSL. Snowsight and Streamlit apps live on Snowflake's domain.
Embed in your product			Papercrane's embed model uses short-lived tokens with origin restrictions. Embedding Snowflake surfaces still requires the viewer to have a Snowflake account.
Product-grade custom UI			Snowsight dashboards are a fixed grid of chart tiles. Streamlit has a recognizable visual style. Papercrane generates arbitrary React components.
Rich, multi-widget layouts			Snowsight gives you a tile grid. Streamlit is typically a vertical stream of widgets. Papercrane generates whatever layout you describe.
Themeable to your brand			Snowsight and Streamlit both have recognizable visual identities that can't easily be replaced.
Connect to data outside Snowflake			Snowsight and Streamlit in Snowflake query Snowflake. Papercrane connects to BigQuery, Postgres, GA4, Shopify, APIs, and more — alongside Snowflake.
Non-technical users can build			Snowsight dashboards require SQL. Streamlit apps require Python. Papercrane is chat-driven.
Flat cost for viewer traffic			Snowflake dashboards run on warehouse compute — every view costs credits. Papercrane's cost is flat.
Error feedback loop to the AI			Papercrane captures runtime errors from the live preview and routes them to the agent in one click.
Native access to Snowflake objects and Cortex			Snowsight and Streamlit in Snowflake have native access to UDFs, stored procedures, stages, and Cortex AI. Papercrane connects through an integration.
Data stays inside the Snowflake boundary			Snowflake-native surfaces run inside your account — data never leaves the warehouse. Papercrane queries Snowflake from outside and caches results.

Built to live outside your warehouse.

Share with anyone

Magic links, public shares, and custom domains. No Snowflake account required for viewers.

Looks like your product

React/Mantine components with full theming. Client portals and branded reports, indistinguishable from something your team built.

Flat cost regardless of traffic

Infrastructure cost doesn't scale with views. 1 viewer or 1,000 viewers — same footprint.

A note on Streamlit

Streamlit is a great framework for quick internal data tools built from a notebook — one widget at a time, shared with a team. For a multi-widget, client-facing dashboard product, it's a different shape of tool.

When Snowflake's built-in dashboards are the right choice

Every viewer is inside your Snowflake org, data needs to stay in the warehouse, UI polish doesn't matter. Papercrane fits when you need to share outside your org, brand the output, or serve steady traffic without paying compute per view.

Ready to share beyond your Snowflake org?

Free to start. Works with your Snowflake data. No account required for viewers.

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