Softwr

Machine Learning & Data Science · head to head

Databricks vs Katana

Databricks logo

Databricks

Machine Learning & Data Science

Unified analytics platform for data engineering and data science

From
Free
Rated
-
Full reviewWebsite
Katana logo

Katana

Inventory Management

Smart manufacturing ERP for scaling businesses

From
$99/month
Rated
-
Full reviewWebsite

The short version

  • Only Databricks has a free tier, so it costs nothing to try first.
  • Each has a real cost: Databricks cloud compute is billed separately by the cloud provider on top of Databricks DBU charges; Katana limited BOM explosion and lead-time offset planning requiring manual work that should be automated
  • They diverge on capability: Databricks covers Delta Lake, Katana covers Production planning.

Where they differ

Only the attributes on which Databricks and Katana actually diverge.

Attributes where Databricks and Katana differ
AttributeDatabricksKatana
Starting priceFree$99/month
Pricing modelusage-basedUnknown
Free tierYesNo
PlatformsWeb, Aws, Azure, GcpWeb
CategoryMachine Learning & Data ScienceInventory Management
Founded20132015

Identical on both: 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 Databricks

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

Only in Katana

  • Production planning
  • Real-time inventory
  • BOM management
  • Shop floor control
  • Shopify
  • WooCommerce
  • QuickBooks
  • Xero

Both cover

  • Web support

What people use each for

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

Databricks

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

Katana

  • Production schedulingnot Databricks
  • Material planningnot Databricks
  • Work order managementnot Databricks
  • Inventory optimizationnot Databricks

Where each one falls short

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

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

Katana

  • Limited BOM explosion and lead-time offset planning requiring manual work that should be automated
  • No native invoicing capability, making it standalone without accounting system integration
  • Limited native integrations, with heavy reliance on Zapier for non-core tools
  • Slow performance with large datasets and high SKU counts

Pricing, plan by plan

Databricks

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

Katana

$99/month
  • Essential$99/month
    • Core inventory management
    • Production scheduling
    • Stock tracking
  • Pro$299/month
    • Shop floor control
    • API access
    • Advanced reporting

Which should you pick?

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

Choose Katana if

  • You need production planning.
  • You also want real-time inventory.
Katana review

Questions people ask

Is Databricks or Katana better?
Neither clearly leads. Databricks starts at Free and Katana at $99/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Databricks or Katana?
Databricks has a free tier; the other does not. Paid plans start at Free for Databricks and $99/month for Katana.
Does Databricks or Katana run on more platforms?
Databricks runs on Web, Aws, Azure, Gcp. Katana runs on Web.
Can I use Databricks for free?
Yes. Databricks has a free tier, so you can try it without paying. Katana starts at $99/month.
What is Databricks best used for?
Databricks is most often used for running spark data engineering pipelines on managed clusters, building a lakehouse over data in cloud object storage, training and serving machine learning models alongside the data. Of those, running spark data engineering pipelines on managed clusters and building a lakehouse over data in cloud object storage are not what Katana is typically brought in for.
What can Databricks do that Katana cannot?
Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog. Katana covers Production planning, Real-time inventory, BOM management, Shop floor control. Both handle Web support.

Answered from the vendors’ own pages

Katana: What is Katana's pricing structure?

Katana starts at $99/month for the Essential plan with core MRP features. The Pro plan costs $299/month and adds shop floor control and API access. Add-ons for traceability, manufacturing, and warehouse management cost extra and can reach $747-$1,095 total.

Source
Katana: Does Katana support multi-level bills of materials?

Katana has limited BOM explosion and lead-time offset planning capabilities. Complex multi-level BOMs with sub-assemblies require manual workarounds, which becomes increasingly problematic as SKU count grows.

Source
Katana: Can Katana integrate with my accounting software?

Katana has no native invoicing capability and limited integrations with accounting systems. It is essentially standalone and requires manual data export or Zapier integration for most accounting workflows.

Source
Katana: Does Katana have an offline mode?

No, Katana is a cloud-only solution requiring internet connectivity. There is no built-in offline mode for production floor access without internet.

Source
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Related pages

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