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Evidence Embedded Analytics

Evidence Embedded Analytics

A modern dev workflow for your most important data products

Overview

What it is

Evidence is an open source, code-based business intelligence tool. It enables analysts to build automated reports by writing SQL and markdown, instead of using a drag and drop interface, like you’d find in a traditional BI tool.

Intent

I need it when

Accelerate dashboard development using AI-assisted coding and intelligent development tools

Evidence includes an AI Dev Agent that provides documentation lookup, schema checking, error debugging, and markdown generation. Real-time syntax validation, intelligent autocomplete, and included AI credits (1,000-3,000 per user/month) speed up development cycles.

Maintain data governance and security while enabling self-service analytics across teams

Evidence provides row-level security (RLS), page-level access control, single sign-on (SSO), directory sync (SCIM), and SOC 2 Type II compliance. These features ensure users only access authorized data while maintaining audit trails and security event monitoring.

Embed analytics and reporting capabilities directly into customer-facing applications

Evidence's Embedded Analytics offering allows organizations to white-label and embed reports within their own applications. Enterprise plan includes white labeling, embedded reports, and multi-region support for global customer deployments.

Build and publish polished, interactive data dashboards and reports without traditional BI tool complexity

Evidence enables users to create publication-quality visualizations using SQL and markdown in a browser-based IDE with version control, testing, and AI-assisted development. Sub-second query performance on millions of records supports responsive, professional data products deployable internally or embedded in applications.

Connect and query data from multiple sources with automatic scheduling and high-performance infrastructure

Evidence Query Engine supports connections to Snowflake, BigQuery, ClickHouse, and other major databases with scheduled syncs from minutes to daily intervals. Columnar storage, vectorized execution, and multi-level caching enable sub-second queries on billions of rows.

Drop

Not a fit when

  • Organizations requiring on-premise deployment without cloud infrastructure; Evidence Cloud is the primary deployment model
  • Teams needing drag-and-drop BI interfaces without SQL/markdown coding; Evidence requires code-based development
  • Users seeking real-time data updates faster than 15 minutes; Evidence Query Engine syncs on 15-minute to daily schedules
  • Small teams with zero technical resources; Evidence requires SQL and markdown proficiency
  • Organizations unable to integrate with major databases like Snowflake, BigQuery, or ClickHouse
Commercials

Pricing

USD15 / monthly View pricing