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Marketing · head to head

Dreamdata vs Zoho Analytics

Dreamdata logo

Dreamdata

Marketing

B2B revenue attribution platform

From
Free
Rated
-
Full reviewWebsite
Zoho Analytics logo

Zoho Analytics

Business Intelligence

Self-service BI and analytics platform

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Dreamdata company identification only reaches approximately 80% accuracy even with proprietary IP-to-company resolution; Zoho Analytics the free plan is limited to 2 users, 10,000 rows and 5 workspaces
  • They diverge on capability: Dreamdata covers Multi-touch attribution, Zoho Analytics covers AI Assistant.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Dreamdata and Zoho Analytics actually diverge.

Attributes where Dreamdata and Zoho Analytics differ
AttributeDreamdataZoho Analytics
Pricing modelUnknownsubscription
PlatformsWebWeb, Mobile, Embedded
CategoryMarketingBusiness Intelligence
Founded20181996

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Dreamdata

  • Multi-touch attribution
  • Account-based analytics
  • Pipeline analytics
  • Customer journey mapping
  • Revenue modeling
  • Content attribution
  • Channel performance
  • Data unification

Only in Zoho Analytics

  • AI Assistant
  • Drag-and-drop Reports
  • Auto-blending
  • Embedded Analytics
  • White-labeling
  • Zoho CRM
  • Google Analytics
  • QuickBooks

Both cover

  • Salesforce
  • Web support

What people use each for

The jobs each tool is most often brought in to do.

Dreamdata

  • B2B attributionnot Zoho Analytics
  • Revenue analyticsnot Zoho Analytics
  • Pipeline forecastingnot Zoho Analytics
  • Marketing ROInot Zoho Analytics

Zoho Analytics

  • Self-service dashboards and reports over business datanot Dreamdata
  • Blending data from Zoho apps, databases and cloud services into one workspacenot Dreamdata
  • Embedding white-labelled analytics inside another productnot Dreamdata

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Dreamdata

  • Company identification only reaches approximately 80% accuracy even with proprietary IP-to-company resolution
  • Advanced features like custom attribution models require expensive custom pricing tier
  • Steep implementation lift for complex multi-touch attribution setup
  • Free tier limited to 2 months of historical data

Zoho Analytics

  • The free plan is limited to 2 users, 10,000 rows and 5 workspaces
  • Plans are sold with a minimum user count: Basic starts at 2 users, Standard at 5, Premium at 15 and Enterprise at 50
  • Row capacity is part of the plan, starting at 0.5 million rows on Basic, and additional rows are sold as add-ons
  • Viewer licences are sold in blocks of 25 minimum rather than one at a time
  • Data alerts are capped per plan at 10, 30 and 100 active alerts across the whole account
  • REST API usage is metered in API units per day, from 4,000 per day on the lowest paid tier, with extra units sold separately
  • Logo rebranding and hiding the Powered By Zoho Analytics message on embedded reports are not available on the lower plans
  • Activity logs and cluster analysis are excluded from the lower plans
  • The white label embedded analytics offering has no published price and requires contacting Zoho
  • Local taxes such as VAT and GST are charged on top of the listed prices

Pricing, plan by plan

Dreamdata

Free

No published plan breakdown. See the Dreamdata review.

Zoho Analytics

Free
  • FreeFree
    • 2 Users
    • Basic Features
    • 10K Rows
  • Basic$24/month
    • 2 Users
    • 500K Rows
    • Email Support

Which should you pick?

Choose Dreamdata if

  • You need multi-touch attribution.
  • You want to start without paying.
  • You also want account-based analytics.
Dreamdata review

Choose Zoho Analytics if

  • You need ai assistant.
  • You want to start without paying.
  • You work on Web, Mobile, Embedded.
  • You also want drag-and-drop reports.
Zoho Analytics review

Questions people ask

Is Dreamdata or Zoho Analytics better?
Neither clearly leads. Dreamdata starts at Free and Zoho Analytics at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Dreamdata or Zoho Analytics?
Dreamdata starts at Free and Zoho Analytics at Free.
Does Dreamdata or Zoho Analytics run on more platforms?
Dreamdata runs on Web. Zoho Analytics runs on Web, Mobile, Embedded.
Can I use Dreamdata for free?
Both have a free tier, so you can try either at no cost before committing.
What is Dreamdata best used for?
Dreamdata is most often used for b2b attribution, revenue analytics, pipeline forecasting, marketing roi. Of those, b2b attribution and revenue analytics are not what Zoho Analytics is typically brought in for.
What can Dreamdata do that Zoho Analytics cannot?
Dreamdata covers Multi-touch attribution, Account-based analytics, Pipeline analytics, Customer journey mapping. Zoho Analytics covers AI Assistant, Drag-and-drop Reports, Auto-blending, Embedded Analytics. Both handle Salesforce, Web support.

Answered from the vendors’ own pages

Dreamdata: Is there a free tier for Dreamdata?

Yes. Dreamdata offers a free tier with 5 seats, 2 months of history, company identification, and web analytics included.

Source
Zoho Analytics: Is there a free plan available?

Yes, Zoho Analytics offers a permanent free plan with 2 users, 10,000 rows, and 5 workspaces. A 15-day free trial is also available for paid plans, no credit card required.

Source
Dreamdata: What CRM integrations does Dreamdata support?

Dreamdata integrates natively with Salesforce and HubSpot, pulling opportunity and account data to build attribution models.

Source
Zoho Analytics: Can I cancel my subscription at any time?

Yes, you can upgrade, downgrade, or cancel your subscription at any time. It operates as a month-to-month, pay-as-you-go service with full flexibility.

Source
Dreamdata: Can I build custom attribution models in Dreamdata?

Yes. Custom attribution models are available on the Attribution Advanced plan, which requires contact for custom pricing.

Source
Zoho Analytics: What is the difference between monthly and yearly billing?

Yearly billing provides a 20% discount compared to monthly rates. Both options are available for all subscription tiers.

Source
Zoho Analytics: How much do additional users and data rows cost beyond what is included in my plan?

Additional users, data rows, and viewers are available as paid add-ons. The page does not specify the exact per-unit cost for these add-ons.

Source
Zoho Analytics: How often can I refresh my data in each tier?

Basic allows 1 refresh per day, Standard and Premium allow 8 per day, and Enterprise allows 24 per day. Dedicated Compute offers custom refresh rates.

Source
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