ShedBox Agent vs Databricks Assistant
Compare ShedBox Agent with Databricks Assistant for AI-powered data work.
Quick Comparison
| Feature | ShedBox Agent | Databricks Assistant |
|---|---|---|
| Platform | Standalone tool | Databricks ecosystem |
| Setup | Minutes | Enterprise deployment |
| Data Scale | Small to medium | Big data |
| Infrastructure | None required | Spark clusters |
| Cost | Pay per use | Platform licensing |
| Learning Curve | Natural language | Platform 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 Case | Tool |
|---|---|
| Ad-hoc SaaS data analysis | ShedBox Agent |
| Big data processing | Databricks |
| Quick API integrations | ShedBox Agent |
| ML model training | Databricks |
| Business user reports | ShedBox Agent |
| Data engineering at scale | Databricks |
Get Started Fast
No infrastructure required—start analyzing data in minutes.