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Google Data Canvas Assistant

Overview

Year 2025
Team Google Cloud Data and Analytics AI
Product Data Canvas
Role Lead Product Designer

An AI-first infinite canvas workspace for data exploration and collaboration, integrated into Google Cloud’s BigQuery.

Summary

Summary

The Data Canvas Assistant was an early-stage, cutting-edge agentic experience in Google Cloud’s data warehouse, BigQuery. The assistant used the canvas as a tool to perform data analysis where users could see the agent’s work.

The assistant experience was showcased in the Google Cloud Next 2025 keynote, where it allowed BigQuery to reposition itself from a traditional, enterprise data warehouse to a dedicated data-to-AI platform.

Early entrypoint concept for opening the Data Canvas assistant

Early Entrypoint Idea

Assistant concept with floating text bubbles over a data canvas

Floating Bubbles

An early concept was to have the chat surfaced as ephemeral chat bubbles over the canvas.

Context engineering panel for the Google Data Canvas assistant

Context Engineering

The initial design was a flexible input that could accept prompts, data, or agent instructions.

In-place agent entrypoints across BigQuery

Across BigQuery

Other in-place agents emerged across BigQuery, requiring a redesign to align needs.

Redesigned Google Data Canvas assistant panel

Redesign

The agent had to be placed in a container to better integrate with other non-canvas products within BigQuery.

Agent status messages during data analysis and visualization creation

Add Data & Agent Status

If the user asks a question without adding data, the system suggests tables they can use.

Agent statuses like “Creating a visualization” are shown as the agent performs its analysis

Context engineering and agent publishing workflow for Data Canvas

Context Engineering & Agent Publishing

As context engineering grew more complex, a side panel was used to accommodate more robust inputs.

Sharing workflow for a published Google Data Canvas agent

Sharing

The idea of agent publishing was explored. This work eventually informed a large agent building and sharing project across BigQuery.

Final Google Data Canvas assistant in the canvas workspace

Assistant in Canvas

Agent settings panel for the Google Data Canvas assistant

Agent Settings

Google Cloud Next 2025 Keynote

The assistant experience was showcased in the Google Cloud Next 2025 keynote, where it allowed BigQuery to reposition itself from a traditional, enterprise data warehouse to a dedicated data-to-AI platform.