Exploring Mode, Evidence.dev & Visivo

Mode Vs. Evidence.dev Vs. Visivo

In this article, we'll compare the key features, capabilities, and differentiators between Mode, Evidence.dev, Visivo. This comprehensive comparison will help you make an informed decision about which platform best suits your data visualization and analytics needs.

Quick Comparison

A high-level overview of key features and capabilities across these BI tools. This comparison helps you quickly identify which platform best matches your needs.

FeatureModeEvidence.devVisivo
Deployment ModelCloud (SaaS), Enterprise deployment, Private cloudSelf-host (static site), Self-host (server), Vercel/Netlify deploymentOpen-source, Cloud Service, Self-hosted
PricingSubscription per user (tiered features). Proprietary.Open-source (MIT); free to use. New hosted service as of fall 2024 (can also deploy on Vercel, Netlify, etc.)Open source (GPL-3.0)
Cost$$$$$$
Git Integration✔️✔️
CI/CD & Testing✔️
Real-time
AI✔️
Visual to Code✔️
DAG-Based✔️

Deployment & Pricing

Understanding the deployment options and pricing structure is crucial for making an informed decision. Here's how each platform handles deployment and what you can expect in terms of costs.

ToolDeployment ModelPricingCost
ModeCloud (SaaS), Enterprise deployment, Private cloudSubscription per user (tiered features). Proprietary.$$$$
Evidence.devSelf-host (static site), Self-host (server), Vercel/Netlify deploymentOpen-source (MIT); free to use. New hosted service as of fall 2024 (can also deploy on Vercel, Netlify, etc.)$
VisivoOpen-source, Cloud Service, Self-hostedOpen source (GPL-3.0)$

Target Users & Use-Cases

Each BI tool is designed with specific user personas in mind. Understanding the target audience helps ensure you choose a platform that aligns with your team's skills and needs.

Mode

Data analystsData scientistsBusiness teams consuming insights

Evidence.dev

Analytics engineersData-savvy users who prefer code/markdown workflowEngineers & Academics

Visivo

Analytics EngineersData teamsBusiness usersEngineers

Ease of Development & Deployment

The development experience can significantly impact your team's productivity. This section compares how easy it is to build, deploy, and maintain dashboards in each platform.

Mode

Evidence.dev

Visivo

Key Integrations & Ecosystem

A robust ecosystem of integrations is essential for modern BI tools. Here's how each platform connects with other tools in your data stack.

Mode

Multiple SQL databasesPython/R for advanced analyticsAPI and webhooks for automation

Evidence.dev

SQL databases via JDBC/ODBCdbt metadata integrationStatic site deployment platforms

Visivo

dbt coreAll major databasesCustom connector frameworkSlack for alertsGithub

AI & Advanced Features

Artificial intelligence is transforming how we interact with data. Compare the AI capabilities and advanced features offered by each platform.

ToolAI Features
Mode
Evidence.dev
Visivo✔️

Visualization Capabilities

The ability to create compelling and insightful visualizations is a key differentiator between BI tools. Here's how each platform handles data visualization.

Mode

Hybrid analytics: Start with SQL query, then seamlessly use results in a Python or R notebook within Mode. Visualizations: either use the built-in chart builder on query results (which is simple but covers basics), or output custom plots from the notebook (Matplotlib, etc.). You can combine these in a report. Good for analytical narratives.

Evidence.dev

Reports built as Markdown with embedded SQL and charts. Outputs static HTML dashboards. Customization via editing Markdown/HTML/CSS; not a point-and-click UI.

Visivo

Highly custom UI with easy defaults

Detailed Differentiators

Each platform has its own strengths and weaknesses. Here's a detailed breakdown of what sets each tool apart, including both advantages and limitations.

Mode

+ Combines analytics workflows: SQL + Python/R in one tool, enabling advanced analysis (statistical, ML) with sharing in one place. Great collaboration – team commentary and shareable, embeddable reports.
− Not aimed at strict self-service for non-analysts (business users usually consume results, not build). Lacks a governed semantic layer – relies on analysts to maintain consistency.

Evidence.dev

+ + Write dashboards as code – lightweight, reproducible, easily integrated with dbt pipelines. Great for data narratives that combine text, data, and charts.
− Static output means no ad-hoc drilling by end users; requires comfort with writing Markdown/SQL.

Visivo

+ BI-as-code approach enables version control, collaboration, and CI/CD workflows. DAG-based architecture provides powerful data transformation capabilities and dependency management. Seamless visual-to-code workflow allows both technical and non-technical users to build dashboards effectively.
− Requires understanding of data concepts; not a pure drag-and-drop tool like Tableau. Initial setup requires technical knowledge for optimal configuration.

Security & Architecture

Security and architecture are critical considerations for enterprise deployments. Here's how each platform handles data security and system architecture.

Mode

DB Access: Yes, Mode executes queries against your DB whenever a report refreshes. Virtualization: No separate layer – it's basically a client querying the DB. Push: No, except you can schedule exports of results to external systems. Other: Row-level security must be implemented in SQL (no built-in feature for it). Supports SSO and fine-grained access to reports (who can view/edit).

Evidence.dev

DB Access: Queries run at build time (or page load if in server mode); not needed for end viewer (static pages). Virtualization: By nature, it materializes results into the page (no live DB query once published). Push: Yes – essentially a push of data into static site. Other: No runtime user management (pages are static); security depends on where you host (you wouldn't include sensitive data in a public build).

Visivo

No db access required. Very strong security features due to the DAG-based access controls and the push based deployment model.

Why Visivo Stands Out

While each platform has its strengths, Visivo offers unique advantages that make it an excellent choice for modern data teams.

  • DAG-Based Architecture: Enables complex data transformations and dependencies
  • Visual to Human-readable Code: Seamlessly switch between visual and code-based development
  • Ease of Development: Multiple approaches to build for both technical and non-technical users
  • AI-Powered Development: Leverage AI to accelerate dashboard creation
  • Git Integration: Full version control and collaboration capabilities

Ready to experience the power of modern BI? Try Visivo today and see how it compares to other tools in your stack.

$pip install visivo
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