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ShedBox Agent vs Databricks Assistant

Compare ShedBox Agent with Databricks Assistant for AI-powered data work.

Quick Comparison

FeatureShedBox AgentDatabricks Assistant
PlatformStandalone toolDatabricks ecosystem
SetupMinutesEnterprise deployment
Data ScaleSmall to mediumBig data
InfrastructureNone requiredSpark clusters
CostPay per usePlatform licensing
Learning CurveNatural languagePlatform knowledge

Different Scale, Different Purpose

Databricks: Enterprise Data Platform

Databricks Assistant is embedded in the Databricks lakehouse platform:

  • Requires Databricks infrastructure
  • Designed for petabyte-scale data
  • Spark-based processing
  • Enterprise pricing model

ShedBox Agent: Lightweight & Agile

ShedBox Agent is a standalone tool that works with your existing data:

"Pull customer data from Salesforce and analyze purchase patterns"

✓ No infrastructure needed
✓ Direct API connections
✓ Results in seconds
✓ Export anywhere

When to Choose Each

Choose ShedBox Agent When:

You need speed and simplicity:

  • Quick analyses without platform setup
  • Connecting SaaS APIs and databases
  • Building lightweight data pipelines
  • Teams without Databricks infrastructure

Example workflow:

data_sources:
crm:
type: rest_api
url: https://api.hubspot.com/crm/v3/objects/contacts
auth:
type: bearer
token_env: HUBSPOT_KEY

payments:
type: rest_api
url: https://api.stripe.com/v1/customers
auth:
type: bearer
token_env: STRIPE_KEY

processing:
join:
sources: [crm, payments]
on: email

output:
type: file
path: customer_360.json

Choose Databricks When:

You have big data needs:

  • Petabyte-scale data processing
  • Complex ML/AI workloads
  • Existing Databricks investment
  • Real-time streaming at scale

Complementary Use

Many organizations use both:

Use CaseTool
Ad-hoc SaaS data analysisShedBox Agent
Big data processingDatabricks
Quick API integrationsShedBox Agent
ML model trainingDatabricks
Business user reportsShedBox Agent
Data engineering at scaleDatabricks

Get Started Fast

No infrastructure required—start analyzing data in minutes.

Try ShedBox Agent →