Veeva performance tuning
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'Veeva Vault performance tuning for REST API and clinical operations.
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SKILL.md
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Veeva Vault Performance Tuning
Overview
Guidance for performance tuning with Veeva Vault REST API, VQL queries, and VAPIL Java SDK.
Instructions
Key Vault API Concepts
- Authentication: Session-based (username/password or OAuth 2.0)
- Base URL:
https://{vault}.veevavault.com/api/v24.1/ - VQL: SQL-like query language for Vault data
- VAPIL: Open-source Java SDK covering all Platform APIs
- Lifecycle: Documents flow through states (Draft > In Review > Approved)
Common VQL Patterns
-- List documents by type
SELECT id, name__v FROM documents WHERE type__v = 'Trial Document'
-- Find objects
SELECT id, name__v FROM site__v WHERE status__v = 'active__v'
-- Join related objects
SELECT id, name__v, study__vr.name__v FROM study_country__v
Error Handling
| Error | Cause | Solution |
|---|---|---|
INVALID_SESSION_ID | Session expired | Re-authenticate |
INSUFFICIENT_ACCESS | Missing permissions | Check security profile |
INVALID_DATA | Bad VQL or field name | Validate against metadata |
OPERATION_NOT_ALLOWED | Lifecycle state conflict | Check document state |
Resources
Next Steps
See related Veeva Vault skills for more patterns.