Zoho Analytics (Zoho Reports) vs Lightdash Comparison
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Zoho Analytics (Zoho Reports)
Starting at $24 /Month
- Free Trial
- Freelancers / Consultants
- Large Enterprises
Zoho Analytics is a cloud-based business intelligence software, built to securely bring all the data together to ensure that business are making the right decisions. Zoho Analytics offers powerful reporting and analytics…
Lightdash
Starting at Free free
- Free Trial
- Small Business
- Mid-Market
Lightdash is an open-source, dbt-native business intelligence platform designed for modern data teams. It connects directly to dbt models and metrics, letting analysts publish a governed semantic layer that non-technical…
Lightdash leads on user satisfaction with a 4.6-star rating across 68 reviews.
Zoho Analytics (Zoho Reports) vs Lightdash — at a glance
| Feature | Zoho Analytics (Zoho Reports) | Lightdash |
|---|---|---|
| Rating | 4.4 / 5 | 4.6 / 5 |
| Reviews | 357 | 68 |
| Starting price | $24 /Month | Free free |
| Free trial | Yes | Yes |
| Free version | No | No |
| Best for | Freelancers / Consultants, Large Enterprises, Medium Business | Small Business, Mid-Market, Enterprise |
| Category | Business Intelligence Software | Business Intelligence Software |
| Platforms | SaaS/Web/Cloud, Mobile - Android, Mobile - iOS | Cloud, On-Premise, Linux |
| API | Available | Available |
| Support modes | 24/7 (Live rep), Business Hours, Online | Email Support, Community Forum, Help Center, Dedicated CSM (Enterprise) |
| Certifications | SOC 2, HIPAA, GDPR, ISO 27001 | — |
| Data residency | Global | — |
Key differences between Zoho Analytics (Zoho Reports) and Lightdash
- Pricing: Zoho Analytics (Zoho Reports) starts at $24 /Month, while Lightdash starts at Free free.
- Target audience: Zoho Analytics (Zoho Reports) is built for Freelancers / Consultants and Large Enterprises, while Lightdash targets Small Business and Mid-Market.
- User satisfaction: Lightdash scores higher with a 4.6-star average.
- Deployment: Zoho Analytics (Zoho Reports) supports SaaS/Web/Cloud, Mobile - Android, Mobile - iOS; Lightdash supports Cloud, On-Premise, Linux.
Zoho Analytics (Zoho Reports) vs Lightdash — find the better fit before you commit.
Which tool fits your team best
Which is actually cheaper for your team size
Where each product wins, per real buyers
Most Business Intelligence Software tools look identical on paper. This comparison cuts to the differences that matter — pricing structure, team fit, and what real buyers found after signing up.
Biggest differences
Features
Pricing
Buying details
Security
Buyer feedback
Integrations
Product tour
Other options
Talk to an expert Talk to an expert | Talk to an expert Talk to an expert |
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Biggest differences
Start here before you go deeper into features.
Best for enterprises needing integrated, scalable BI with user-friendly reporting.
- You require seamless integration with Zoho apps and external data sources.
- Your team includes business or data analysts needing flexible, drag-and-drop analytics.
- You want a comprehensive all-in-one BI platform built on secure Google Cloud infrastructure.
- You need highly specialized or advanced data visualization capabilities.
- You want a very fast setup with minimal configuration effort.
Small Business, Mid-Market, Enterprise
Zoho Analytics (Zoho Reports) typically suits Freelancers / Consultants and Large Enterprises. Lightdash tends to fit Small Business and Mid-Market better. The right choice depends on your team size, workflow, and whether a free trial matters.
Description | Zoho Analytics is a cloud-based business intelligence software, built to securely bring all the data together to ensure that business are making the right decisions. Zoho Analytics offers ... Read More about Zoho Analytics (Zoho Reports) | Lightdash is an open-source, dbt-native business intelligence platform designed for modern data teams. It connects directly to dbt models and metrics, letting analysts publish a governed ... Read More about Lightdash |
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Entry Level Pricing |
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Free Trial Availability |
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SpotScoreWhat's this? ↗ | 9.0/10 | 9.2/10 |
User RatingsBased on verified Spotsaas reviews | ||
Best Company Size | 51-500 employees1000+ employees | — |
Get pricing help | Get pricing help |
Where each option fits best
See where each product is strongest, which teams it fits, and what causes buyers to keep looking — before you commit.
Based on buyer reviews and verified product data collected by Spotsaas.
Key strengths
No key benefits available yet.
- Single Source of Truth for Metrics: By building directly on dbt models, Lightdash confirms every dashboard uses the same metric definitions — eliminating the "two people with different numbers" problem.
- Self-Serve Without SQL: Business stakeholders can explore data and build their own views via drag-and-drop, reducing analyst ticket backlogs without sacrificing data governance.
- BI in Your Git Workflow: Dashboard changes go through the same review, testing, and deployment process as code — catching errors before they reach production and creating a full audit trail.
Best fit
No best-fit guidance available yet.
- Data teams of 3-15 analysts supporting 50-500 internal stakeholders without per-seat BI cost overhead
- dbt-first data stacks looking for a governed Looker alternative at lower TCO
- Companies with strict data residency or IP requirements that need self-hosted BI
Software Demo
Demo |
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How do Zoho Analytics (Zoho Reports) and Lightdash Compare on Features?
Total Features | 16 Features | 8 Features |
|---|---|---|
Unique Features | No unique features | No unique features |
Get Quote | Get Quote |
Compare Zoho Analytics (Zoho Reports) and Lightdash on pricing
Review starting price, plan structure, and free-trial access side by side so you can see which option fits your budget and buying process.
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Pricing Page | /price_image_1680512421.7543972.png) | Pricing information not available |
Other Details
Organization Types supported |
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API Support |
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Get help choosing | Get help choosing |
Security & Compliance
Certifications, data handling, and security controls for IT and compliance evaluators.
SOC 2 | ✓ Yes | — |
|---|---|---|
HIPAA | ✓ Yes | — |
GDPR | ✓ Yes | — |
ISO 27001 | ✓ Yes | — |
Single Sign-On (SSO) | ✓ Yes | — |
Multi-Factor Auth (MFA) | ✓ Yes | — |
Data Encryption | ✓ Yes | — |
Audit Logs | ✓ Yes | — |
Data Residency | 🌐 Global | — |
Zoho Analytics (Zoho Reports) User Reviews & Rating Comparison
User Ratings | 4.6 (based on 68 reviews) | |
|---|---|---|
Rating Distribution | ||
Spotsaas Editor’s POV generated by AI | Buyer sentiment Overall positive sentiment with praise for integration and ease of use, tempered by concerns about setup complexity and UI polish. What buyers like
Common complaints
| Buyer sentiment Buyer sentiment is very strong across 68 reviews, with consistently positive feedback. What buyers like
Common complaints
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Pros and Cons |
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Positive Reviews | No reviews available for the product | No reviews available for the product |
List of Customers
Customers |  Amazon  HP  Hyundai | No Customers information available. |
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Media and Screenshots
Screenshots | /image_urls_1680512409.9740758.gif) 10 Screenshots | No screenshots available. |
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Videos |  4 Videos | No videos available. |
Top Alternatives to Zoho Analytics (Zoho Reports) and Lightdash in 2026
Alternatives | No Alternative products available. |
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Related Blogs and Articles for Business Intelligence Software
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
Frequently asked questions
- Which is better, Zoho Analytics (Zoho Reports) or Lightdash?
- Lightdash edges out the other on user ratings (4.6 vs 4.4). That said, the best pick depends on your use case — use the comparison tables above to evaluate each dimension.
- Do Zoho Analytics (Zoho Reports) and Lightdash offer a free trial?
- Yes, both Zoho Analytics (Zoho Reports) and Lightdash offer a free trial.
- What is the starting price of Zoho Analytics (Zoho Reports) vs Lightdash?
- Zoho Analytics (Zoho Reports) starts at $24 /Month. Lightdash starts at Free free.
- What are the top alternatives to Zoho Analytics (Zoho Reports)?
- Top alternatives to Zoho Analytics (Zoho Reports) include iDashboards, Entrinsik Informer, Sisense, Tableau, Dundas BI.