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Marketing · head to head

Dreamdata vs Mode

Dreamdata logo

Dreamdata

Marketing

B2B revenue attribution platform

From
Free
Rated
-
Full reviewWebsite
Mode logo

Mode

Business Intelligence

Collaborative analytics for data teams

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; Mode free tier limited to 4GB RAM and 1 CPU for SQL notebooks, insufficient for large datasets
  • They diverge on capability: Dreamdata covers Multi-touch attribution, Mode covers SQL Editor.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Dreamdata and Mode actually diverge.

Attributes where Dreamdata and Mode differ
AttributeDreamdataMode
Pricing modelUnknownsubscription
CategoryMarketingBusiness Intelligence
Founded20182013

Identical on both: starting price (Free), free tier (Yes), platforms (Web), 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 Mode

  • SQL Editor
  • Python/R Notebooks
  • Interactive Reports
  • Version Control
  • Scheduling
  • Snowflake
  • Redshift
  • BigQuery

Both cover

  • Web support

What people use each for

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

Dreamdata

  • B2B attributionnot Mode
  • Revenue analyticsnot Mode
  • Pipeline forecastingnot Mode
  • Marketing ROInot Mode

Mode

  • Self-service analyticsnot Dreamdata
  • Data explorationnot Dreamdata
  • Ad-hoc reportingnot Dreamdata
  • Collaborative analysisnot Dreamdata
  • Embedded analyticsnot 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

Mode

  • Free tier limited to 4GB RAM and 1 CPU for SQL notebooks, insufficient for large datasets
  • Requires SQL knowledge for most analysis tasks, creating dependency on technical resources
  • Paid plan pricing not publicly listed; requires sales consultation
  • Recently acquired by ThoughtSpot in 2026, creating product direction uncertainty
  • Limited customization options for visual aspects and embedded analytics

Pricing, plan by plan

Dreamdata

Free

No published plan breakdown. See the Dreamdata review.

Mode

Free
  • FreeFree
    • SQL Editor
    • Python/R Notebooks
    • Basic Charts
  • Business$65/month
    • Advanced Visualizations
    • Collaboration
    • Integrations

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 Mode if

  • You need sql editor.
  • You want to start without paying.
  • You also want python/r notebooks.
Mode review

Questions people ask

Is Dreamdata or Mode better?
Neither clearly leads. Dreamdata starts at Free and Mode at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Dreamdata or Mode?
Dreamdata starts at Free and Mode at Free.
Does Dreamdata or Mode run on more platforms?
Both run on Web, so platform support will not decide this one for you.
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 Mode is typically brought in for.
What can Dreamdata do that Mode cannot?
Dreamdata covers Multi-touch attribution, Account-based analytics, Pipeline analytics, Customer journey mapping. Mode covers SQL Editor, Python/R Notebooks, Interactive Reports, Version Control. Both handle 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
Mode: What languages does Mode support for analysis?

Mode notebooks support SQL, Python (3.11 with pandas, NumPy, scikit-learn, matplotlib), and R (4.2.0 with ggplot2, dplyr, tidyr). Both Python and R allow additional library installation at runtime.

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
Mode: Can I integrate Mode notebook results into reports?

Yes. Mode allows adding notebook cell results directly to reports, with synchronized scheduling so reports re-run to keep data current.

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
Mode: Does Mode support collaborative analysis?

Yes. Mode notebooks provide moveable code blocks and markdown cells enabling exploratory analysis and team collaboration on data queries and visualizations.

Source
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