Evidence vs Zoho Analytics

Evidence is an open-source business intelligence framework built around the idea of BI as code. Analysts write reports as Markdown files with embedded SQL queries and ready-made components for charts, tables and big numbers, and Evidence builds them into a fast static website. The project is MIT licensed and backed by a venture-funded company that also runs a hosted service.

Evidence connects to common warehouses and databases including Snowflake, BigQuery, Databricks, Redshift, Postgres, MySQL and DuckDB, as well as CSV files. Query results are cached and processed in the browser with DuckDB, so pages stay quick once built. Templated pages generate one report per customer, region or product from a single file, loops and conditionals add logic, and everything lives in git, so changes go through pull requests and code review. The open-source framework is free to self-host; Evidence Cloud adds managed builds, hosting, scheduled refreshes and authentication.

Evidence fits data teams that already think in SQL and git and want polished, reproducible reports such as board packs, KPI sites or customer-facing data pages. It is not a self-serve tool for business users who want to drag fields onto a chart. Metabase and Looker Studio are better for ad hoc exploration, Lightdash builds BI directly on dbt models, and Observable Framework is the closest alternative for code-first data apps with more JavaScript flexibility.

Zoho Analytics is the business intelligence and reporting platform from Zoho Corporation, the Chennai, India based software maker founded in 1996. It was formerly called Zoho Reports and lets business users pull data from many sources, blend it, and build reports and dashboards without a data engineering team.

It connects to more than 500 sources, including files, databases, cloud warehouses and business apps such as Salesforce, HubSpot, QuickBooks and the whole Zoho suite. A built-in data prep layer offers over 250 transforms, and Ask Zia answers questions in plain English and builds charts on request. Newer AI agents handle data cleaning, forecasting and anomaly detection, and an MCP server lets external AI assistants query your data. You can embed dashboards or run white-label portals, and deploy in the cloud or on premise. Plans are priced per account with bundled users and row limits.

Zoho Analytics fits SMBs and mid-size companies, especially Zoho CRM or Zoho Books users, that want a full BI tool at a low price. Power BI is cheaper per seat for Microsoft 365 shops and stronger for complex models, Tableau leads in visual exploration, and Looker Studio is free for Google marketing data. Metabase suits engineering teams that prefer open source.

Buying tip: the binding limit is usually rows, not users. Basic includes 0.5 million rows and Standard 1 million, so syncing a CRM with years of history can push you up a tier. Annual billing saves 20 percent, the 15-day trial needs no card, and an EU data center is available for GDPR needs.