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Anthropic API vs Databricks

Anthropic API logo

Anthropic API

Software

Claude API for developers

From
$3/per-million-tokens
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: Anthropic API aWS Marketplace lists Claude Opus 4.8 (Amazon Bedrock Edition), published by seller Anthropic, at $5.00 per million input tokens and $25.00 per million output tokens for standard usage, or $2.50 and $12.50 per million tokens respectively for batch processing; Databricks cloud compute is billed separately by the cloud provider on top of Databricks DBU charges
  • They diverge on capability: Anthropic API covers Multiple models, Databricks covers Delta Lake.

Where they differ

Only the attributes on which Anthropic API and Databricks actually diverge.

Attributes where Anthropic API and Databricks differ
AttributeAnthropic APIDatabricks
Starting price$3/per-million-tokensFree
Free tierNoYes
PlatformsApiWeb, Aws, Azure, Gcp
Founded20212013

Identical on both: pricing model (usage-based), 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 Anthropic API

  • Multiple models
  • 200K context
  • Vision capabilities
  • Function calling
  • REST API
  • SDKs
  • Amazon Bedrock
  • Google Vertex

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.

Anthropic API

  • ai tools managementnot Databricks
  • Workflow automationnot Databricks
  • Reportingnot Databricks

Databricks

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

Where each one falls short

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

Anthropic API

  • AWS Marketplace lists Claude Opus 4.8 (Amazon Bedrock Edition), published by seller Anthropic, at $5.00 per million input tokens and $25.00 per million output tokens for standard usage, or $2.50 and $12.50 per million tokens respectively for batch processing
  • AWS Marketplace's Anthropic listing shows cache write tokens billed separately at $6.25 per million tokens for the standard 5-minute cache, rising to $10.00 per million tokens for a 1-hour cache TTL

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

Anthropic API

$3/per-million-tokens
  • Claude 3.5 Sonnet$3/per-million-input-tokens
    • Fast responses
    • 200K context
  • Claude 3 Opus$15/per-million-input-tokens
    • Most capable
    • Complex tasks

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 Anthropic API if

  • You need multiple models.
  • You work on Api.
  • You also want 200k context.
Anthropic API 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 Anthropic API or Databricks better?
Neither clearly leads. Anthropic API starts at $3/per-million-tokens and Databricks at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Anthropic API or Databricks?
Databricks has a free tier; the other does not. Paid plans start at $3/per-million-tokens for Anthropic API and Free for Databricks.
Does Anthropic API or Databricks run on more platforms?
Anthropic API runs on Api. 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. Anthropic API starts at $3/per-million-tokens.
What is Anthropic API best used for?
Anthropic API is most often used for ai tools management, workflow automation, reporting. Of those, ai tools management and workflow automation are not what Databricks is typically brought in for.
What can Anthropic API do that Databricks cannot?
Anthropic API covers Multiple models, 200K context, Vision capabilities, Function calling. Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog.
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