Top 10 Evidence Alternatives 2026

What reviewers like about Looker

• User-friendly interface, making data exploration and analysis easy.
• Data visualization capabilities for creating compelling reports and dashboards.
• Integration with multiple data sources, enhancing data accessibility.

Where Looker falls short

• Loading time can be slow for large datasets, impacting user experience.
• Limited customization options, especially for visualization features.
• Complex pricing structure may be challenging for some users.

What reviewers like about Cumul.io

• Easy-to-use interface for creating dashboards quickly and efficiently.
• Wide variety of powerful and visually appealing visualization tools available.
• Good customer support and responsiveness from the Cumul.io team.

Where Cumul.io falls short

• Some users experienced performance issues.
• Limited flexibility in setting up dashboards, desire for more customizable options.
• Lack of extensive guidance for new users to fully utilize the platform's features.

What reviewers like about Sisense

• Great tool for analyzing bigger datasets with a nice UI and good visualizations.
• Ease of use and flexibility in creating tailored dashboards using scripting window.
• Quick setup with API-first approach for easy integration and usage.

Where Sisense falls short

• Lacking certain visualizations and apps, especially for iOS.
• Limited mobile experience, requiring further capabilities for better functionality.
• Occasional confusion requiring immediate support, especially for complex implementations.

What reviewers like about DOMO

• Data visualization simplifies complex data for easy insights.
• ETL features enable efficient data transformation from multiple sources.
• Self-service BI tool with features suitable for non-technical users.

Where DOMO falls short

• Features and customizations may be complex for newcomers without sufficient support.
• Limited selection in the Marketplace for advanced functionalities and connectors.

What reviewers like about Klipfolio Dashboard

• Interface lets users build and customize dashboards without technical expertise.
• Connects to a wide range of third-party data sources for dashboard building.
• Customer support is responsive and attentive.

Where Klipfolio Dashboard falls short

• May require technical expertise, especially for backend functionalities and coding.
• Pricing can be perceived as high, particularly for startups or smaller companies.
• Some users may experience system lags or latency issues during operations.

What reviewers like about Trevor.io

• Metrics tracking
• Easy setup
• Wide integration possibilities

Where Trevor.io falls short

• Limited advanced analytics
• Basic reporting features
• May lack customization

What reviewers like about Microsoft Power BI

• Wide range of pricing models, offering flexibility for different budgets.
• Can connect to almost any data source, enhancing data accessibility and analysis.
• Offers extensive visual and add-on library, facilitating enhanced data visualization.

Where Microsoft Power BI falls short

• Desktop version can feel clunky and may have bugs that need addressing.
• Requires background knowledge in SQL and database management for efficient use.
• Pricing models may limit accessibility to some features for non-pro users.

What reviewers like about Secoda

• Innovative data discovery
• Real-time data access
• Collaboration features

Where Secoda falls short

• Limited to data discovery
• Requires training for effective use
• Not suitable for all industries

What reviewers like about MicroStrategy

• Report delivery and distribution system handles complex scheduling.
• Backend SQL engine with strong security features.
• Simplifies creation of complex SQL reports and visualizations over varied datasets.

Where MicroStrategy falls short

• High upfront costs and requires technical expertise for effective use.
• Learning curve for new users, especially in understanding advanced features.
• Limited customization options and updating of the user interface over time.

What reviewers like about Metric Insights

• Easy to use
• Web-based
• Actionable insights

Where Metric Insights falls short

• Limited customization
• May lack advanced features
• Requires internet access