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Aha! vs Databricks

Aha! logo

Aha!

Software

Roadmapping software for product builders

From
$59/month
Rated
-
Full reviewWebsite
Databricks logo

Databricks

Software

Unified analytics platform for data engineering and data science

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Databricks has a free tier, so it costs nothing to try first.
  • Each has a real cost: Aha! sold as eight separate products rather than one subscription, so Roadmaps, Discovery, Ideas, Whiteboards, Builder, Develop, Teamwork and Knowledge are each priced per user; Databricks cloud compute is billed separately by the cloud provider on top of Databricks DBU charges
  • They diverge on capability: Aha! covers Strategic roadmaps, Databricks covers Delta Lake.

Where they differ

Only the attributes on which Aha! and Databricks actually diverge.

Attributes where Aha! and Databricks differ
AttributeAha!Databricks
Starting price$59/monthFree
Pricing modelUnknownusage-based
Free tierNoYes
PlatformsWebWeb, Aws, Azure, Gcp

Identical on both: user rating (Not yet rated), category (Unknown), founded (2013).

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 Aha!

  • Strategic roadmaps
  • Release planning
  • Idea management
  • Requirements & user stories
  • Visual workflows
  • Gantt charts
  • Pivot tables
  • Custom scorecards

Only in Databricks

  • Delta Lake
  • Apache Spark
  • MLflow
  • Unity Catalog
  • Photon Engine
  • Collaborative Notebooks
  • Auto-scaling
  • AWS

What people use each for

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

Aha!

  • Product roadmapping linked to strategy and goalsnot Databricks
  • Collecting and scoring customer feedback through Ideasnot Databricks
  • Customer research and interview analysis with Discoverynot Databricks
  • Agile delivery tracking with Developnot Databricks
  • Internal product documentation with Knowledgenot Databricks

Databricks

  • Running Spark data engineering pipelines on managed clustersnot Aha!
  • Building a lakehouse over data in cloud object storagenot Aha!
  • Training and serving machine learning models alongside the datanot Aha!

Where each one falls short

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

Aha!

  • Sold as eight separate products rather than one subscription, so Roadmaps, Discovery, Ideas, Whiteboards, Builder, Develop, Teamwork and Knowledge are each priced per user
  • Roadmaps at $59 per user per month is expensive next to general project tools, and Discovery and Ideas add $39 each
  • The Develop integration with Roadmaps requires the Enterprise or Enterprise+ tier
  • Annual billing is by invoice only; monthly is card

Databricks

  • Cloud compute is billed separately by the cloud provider on top of Databricks DBU charges
  • The free trial lasts 14 days
  • Discounts require a Committed Use Contract, with larger commitments needed for larger discounts
  • Azure Databricks pricing is set by Microsoft rather than by Databricks
  • Security and compliance capabilities are sold as separate platform add ons rather than included in the base rate

Pricing, plan by plan

Aha!

$59/month
  • Startup$29/month
    • All premium features
    • Discounted pricing for early-stage startups
  • Premium$59/month
    • Strategy setting
    • Roadmap creation
    • Feature prioritization
  • Enterprise$null/month
    • Unlimited reviewers and viewers
    • Advanced features
  • Enterprise+$null/month
    • Everything in Enterprise plus workflow automation
    • Capacity planning
    • Concierge support

Databricks

Free
  • Community EditionFree
    • Limited cluster
    • Notebook environment
    • Community support
  • Standard$0.07/DBU
    • Jobs compute
    • SQL compute
    • Standard support

Which should you pick?

Choose Aha! if

  • You need strategic roadmaps.
  • You also want release planning.
Aha! review

Choose Databricks if

  • You need delta lake.
  • You want to start without paying.
  • You work on Web, Aws, Azure, Gcp.
  • You also want apache spark.
Databricks review

Questions people ask

Is Aha! or Databricks better?
Neither clearly leads. Aha! starts at $59/month and Databricks at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Aha! or Databricks?
Databricks has a free tier; the other does not. Paid plans start at $59/month for Aha! and Free for Databricks.
Does Aha! or Databricks run on more platforms?
Aha! runs on Web. Databricks runs on Web, Aws, Azure, Gcp.
Can I use Databricks for free?
Yes. Databricks has a free tier, so you can try it without paying. Aha! starts at $59/month.
What is Aha! best used for?
Aha! is most often used for product roadmapping linked to strategy and goals, collecting and scoring customer feedback through ideas, customer research and interview analysis with discovery, agile delivery tracking with develop. Of those, product roadmapping linked to strategy and goals and collecting and scoring customer feedback through ideas are not what Databricks is typically brought in for.
What can Aha! do that Databricks cannot?
Aha! covers Strategic roadmaps, Release planning, Idea management, Requirements & user stories. Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog.

Answered from the vendors’ own pages

Aha!: Does Aha! have a free tier?

No. Aha! offers a 30-day free trial without requiring a credit card, but there is no permanent free plan. Pricing starts at $59/user/month for Aha! Roadmaps.

Source
Aha!: How is Aha! pricing structured?

Aha! uses per-user billing. Premium plan charges all users equally regardless of permission level. Enterprise plans only charge for workspace owners and contributors, with unlimited reviewers and viewers at no additional cost.

Source
Aha!: Can I use Aha! offline?

Aha! is a cloud-based SaaS platform with no offline mode mentioned in documentation. All features require internet connectivity to the cloud servers.

Source
Aha!: What does Enterprise+ plan include?

Enterprise+ includes workflow automation, capacity planning, custom tables and calculations, advanced license management, account backup and export, anti-virus scanning, IP access control, and concierge white-glove support.

Source
Aha!: How many integrations does Aha! support?

Aha! Roadmaps offers 40+ integrations including Jira, Azure DevOps, Slack, Salesforce, and Zendesk. Salesforce and Zendesk require additional add-on purchases.

Source
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