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On this page
Data Source Integration
Why is my data source connection failing?
What formats are supported for ingesting data?
AI/ML Model Integration
How do I connect my hosted model?
What types of model endpoints are supported?
Sync & Schema Issues
Why is my sync failing?
How can I test if my connection is working?
Developer Resources
Data & AI Integration
This section addresses frequently asked questions when connecting data sources, setting up AI/ML model endpoints, or troubleshooting integration issues within AI Squared.
Data Source Integration
Why is my data source connection failing?
Verify that the connection credentials (e.g., host, port, username, password) are correct.
Ensure that the network/firewall rules allow connections to AI Squared’s IPs (for on-prem data).
Check if the database is online and reachable.
What formats are supported for ingesting data?
AI Squared supports connections to major databases like Snowflake, BigQuery, PostgreSQL, Oracle, and more.
Files such as CSV, Excel, and JSON can be ingested via SFTP or cloud storage (e.g., S3).
AI/ML Model Integration
How do I connect my hosted model?
Use the
Add AI/ML Source
guide to define your model endpoint.
Provide input/output schema details so the platform can handle data mapping effectively.
What types of model endpoints are supported?
REST-based hosted models with JSON payloads
Hosted services like AWS SageMaker, Vertex AI, and custom HTTP endpoints
Sync & Schema Issues
Why is my sync failing?
Confirm that your data model and sync mapping are valid
Check that input types in your model schema match your data source fields
Review logs for any missing fields or payload mismatches
How can I test if my connection is working?
Use the “Test Connection” button when setting up a new source or sync.
If testing fails, examine error messages and retry with updated configs.
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