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Machine Learning & Data Science · head to head

Databricks vs Linnworks

Databricks logo

Databricks

Machine Learning & Data Science

Unified analytics platform for data engineering and data science

From
Free
Rated
-
Full reviewWebsite
Linnworks logo

Linnworks

Inventory Management

Multi-channel commerce automation

From
On request
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; Linnworks custom pricing based on monthly order volume with no transparent public pricing published
  • They diverge on capability: Databricks covers Delta Lake, Linnworks covers Inventory sync.

Where they differ

Only the attributes on which Databricks and Linnworks actually diverge.

Attributes where Databricks and Linnworks differ
AttributeDatabricksLinnworks
Starting priceFreeOn request
Pricing modelusage-basedsubscription
Free tierYesNo
PlatformsWeb, Aws, Azure, GcpWeb, Mobile
CategoryMachine Learning & Data ScienceInventory Management
Founded20132009

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 Linnworks

  • Inventory sync
  • Order management
  • Shipping automation
  • Warehouse management
  • Amazon
  • eBay
  • Shopify
  • Magento

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 Linnworks
  • Building a lakehouse over data in cloud object storagenot Linnworks
  • Training and serving machine learning models alongside the datanot Linnworks

Linnworks

  • Multi-channel inventory synchronisation across 100+ marketplacesnot Databricks
  • Order and shipment automationnot Databricks
  • Warehouse management through add-on modulesnot 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

Linnworks

  • Custom pricing based on monthly order volume with no transparent public pricing published
  • Requires contacting sales team for quote, preventing price comparison before sales engagement
  • Onboarding services incur one-time implementation fees calculated based on package selection and internal resources

Pricing, plan by plan

Databricks

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

Linnworks

On request

No published plan breakdown. See the Linnworks review.

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 Linnworks if

  • You need inventory sync.
  • You work on Web, Mobile.
  • You also want order management.
Linnworks review

Questions people ask

Is Databricks or Linnworks better?
Neither clearly leads. Databricks starts at Free and Linnworks at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Databricks or Linnworks?
Databricks has a free tier; the other does not. Paid plans start at Free for Databricks and On request for Linnworks.
Does Databricks or Linnworks run on more platforms?
Databricks runs on Web, Aws, Azure, Gcp. Linnworks runs on Web, Mobile.
Can I use Databricks for free?
Yes. Databricks has a free tier, so you can try it without paying. Linnworks starts at On request.
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 Linnworks is typically brought in for.
What can Databricks do that Linnworks cannot?
Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog. Linnworks covers Inventory sync, Order management, Shipping automation, Warehouse management. Both handle Web support.
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