Softwr

Software · head to head

Databricks vs Netlify

Databricks logo

Databricks

Software

Unified analytics platform for data engineering and data science

From
Free
Rated
-
Netlify logo

Netlify

Software

The fastest way to build the fastest sites

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; Netlify the free tier is an individual account with 300 credits; team members require the Pro plan at $20 a month
  • They diverge on capability: Databricks covers Delta Lake, Netlify covers Continuous deployment.

Where they differ

Only the attributes on which Databricks and Netlify actually diverge.

Attributes where Databricks and Netlify differ
AttributeDatabricksNetlify
Pricing modelusage-basedfreemium
PlatformsWeb, Aws, Azure, GcpWeb
Founded20132014

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Unknown).

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 Netlify

  • Continuous deployment
  • Instant rollbacks
  • Deploy previews
  • Split testing
  • Forms handling
  • Identity/Auth
  • Serverless functions
  • Edge handlers

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

Netlify

  • Hosting static sites and frontend frameworks with global CDN deliverynot Databricks
  • Deploy previews on every pull requestnot Databricks
  • Serverless functions alongside a static sitenot Databricks
  • Netlify Database and Blob storage for small application statenot 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

Netlify

  • The free tier is an individual account with 300 credits; team members require the Pro plan at $20 a month
  • Everything is metered in credits, so bandwidth at 20 credits per GB and production deploys at 15 credits each consume the allowance in ways a bandwidth figure alone would not show
  • Compute is billed at 10 credits per GB-hour, so server-rendered work costs more than static hosting
  • Running past the allowance means buying credit packs, at $5 for 500 on Personal and $10 for 1,500 on Pro
  • AI inference is priced by model rather than at a flat credit rate

Pricing, plan by plan

Databricks

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

Netlify

Free
  • StarterFree
    • 100GB bandwidth
    • 300 build minutes
    • 1 concurrent build
  • Pro$19/month
    • 400GB bandwidth
    • 25,000 build minutes
    • 3 concurrent builds
  • Business$99/month
    • 600GB bandwidth
    • 35,000 build minutes
    • 5 concurrent builds
  • Enterprise$undefined/month
    • Custom bandwidth
    • Custom build minutes
    • Unlimited concurrent builds

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 Netlify if

  • You need continuous deployment.
  • You want to start without paying.
  • You also want instant rollbacks.

Questions people ask

Is Databricks or Netlify better?
Neither clearly leads. Databricks starts at Free and Netlify at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Databricks or Netlify?
Databricks starts at Free and Netlify at Free.
Does Databricks or Netlify run on more platforms?
Databricks runs on Web, Aws, Azure, Gcp. Netlify 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 Netlify is typically brought in for.
What can Databricks do that Netlify cannot?
Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog. Netlify covers Continuous deployment, Instant rollbacks, Deploy previews, Split testing.

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