Softwr

Machine Learning & Data Science · head to head

Databricks vs Sellbrite

Databricks logo

Databricks

Machine Learning & Data Science

Unified analytics platform for data engineering and data science

From
Free
Rated
-
Sellbrite logo

Sellbrite

Inventory Management

Multi-channel listing and inventory

From
Free
Rated
-

The short version

  • Each has a real cost: Databricks cloud compute is billed separately by the cloud provider on top of Databricks DBU charges; Sellbrite free plan limited to 30 orders per month
  • They diverge on capability: Databricks covers Delta Lake, Sellbrite covers Multi-channel listing.

Where they differ

Only the attributes on which Databricks and Sellbrite actually diverge.

Attributes where Databricks and Sellbrite differ
AttributeDatabricksSellbrite
Pricing modelusage-basedfreemium
PlatformsWeb, Aws, Azure, GcpWeb
CategoryMachine Learning & Data ScienceInventory Management
Founded20132014

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 Databricks

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

Only in Sellbrite

  • Multi-channel listing
  • Inventory sync
  • Order management
  • Bulk editing
  • Amazon
  • eBay
  • Walmart
  • Etsy

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

Sellbrite

  • Low-volume sellers with up to 30 monthly orders via free tiernot Databricks
  • Multi-channel merchants listing on Amazon, eBay, Etsy, Shopify via paid tiersnot Databricks
  • Inventory-heavy sellers managing products across multiple warehouses via paid plansnot 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

Sellbrite

  • Free plan limited to 30 orders per month
  • Free plan has 2-hour synchronisation delay; paid plans sync every 15 minutes
  • Free plan lacks core features: no listings manager, no multi-warehouse support, no shipping integrations, no chat support
  • Fulfillment by Amazon (FBA) integration unavailable on free tier and requires additional $19/month fee on paid plans
  • Free plan support is email-only; chat support available only on Pro plans during business hours (7am-4pm PT)

Pricing, plan by plan

Databricks

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

Sellbrite

Free

No published plan breakdown. See the Sellbrite 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.

Choose Sellbrite if

  • You need multi-channel listing.
  • You want to start without paying.
  • You also want inventory sync.

Questions people ask

Is Databricks or Sellbrite better?
Neither clearly leads. Databricks starts at Free and Sellbrite at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Databricks or Sellbrite?
Databricks starts at Free and Sellbrite at Free.
Does Databricks or Sellbrite run on more platforms?
Databricks runs on Web, Aws, Azure, Gcp. Sellbrite runs on Web.
Can I use Databricks for free?
Both have a free tier, so you can try either at no cost before committing.
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 Sellbrite is typically brought in for.
What can Databricks do that Sellbrite cannot?
Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog. Sellbrite covers Multi-channel listing, Inventory sync, Order management, Bulk editing. Both handle Web support.

Related pages

Other head to heads