How to migrate from Amazon CloudSearch to Amazon OpenSearch Serverless
Big Data Blog
This article provides a comprehensive guide for migrating from Amazon CloudSearch to Amazon OpenSearch Serverless, enabling access to modern search capabilities like semantic search, RAG, and agentic search with automatic scaling.
- Assess CloudSearch configuration including instance types, field definitions, analyzers, and API versions before migration
- Model data using explicit OpenSearch index mappings with strict validation to prevent schema drift
- Map CloudSearch field types to OpenSearch equivalents (text to text, literal to keyword, latlon to geo_point)
- Convert source documents from CloudSearch SDF format to OpenSearch JSON format and store in Amazon S3
- Use Amazon OpenSearch Ingestion pipelines to bulk-load converted documents from S3
- Translate CloudSearch URL-based queries to OpenSearch query DSL with compound queries and boosting
- Configure layered security using encryption, network, and data access policies
- Validate document counts, query results, ranking, and latency before production cutover
- Monitor OpenSearch Compute Unit (OCU) consumption and set capacity limits for cost management
OpenSearch Serverless provides hands-off operations with independent scaling of indexing and search compute, pay-per-use pricing, and richer query capabilities than CloudSearch.
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