vs

Azure AI Search vs OpenSearch

Azure AI Search: Microsoft's managed search service for full-text, vector, hybrid and agentic retrieval on Azure. OpenSearch: Apache-licensed, foundation-governed fork of Elasticsearch for search, vectors and observability.

key differences

  • Licensing: Azure AI Search is proprietary (Proprietary (Azure service)); OpenSearch is open source (permissive) (Apache License 2.0).
  • OpenSearch is built for larger datasets (Multi-PB) than Azure AI Search (≤ 1 PB).
  • Transactions: Azure AI Search offers none ACID; OpenSearch offers limited.
  • Only OpenSearch has compression, online schema changes, streaming ingest.

choose azure-ai-search for

  • +Enterprise RAG over SharePoint and Blob content
  • +Copilot and Foundry agent grounding
  • +Site and catalog search on Azure
  • +Hybrid semantic search for internal knowledge bases

best at · Search, Vector search, RAG

choose opensearch for

  • +Log analytics and observability
  • +Application and e-commerce search
  • +Vector and hybrid search for RAG on AWS
  • +Security event analytics

best at · Search, Vector search, RAG

overview
Primary model
Search Engine
Search Engine
Also supports
Vector, Document
Document, Vector, Spatial, Time-Series
Type
Managed service
Database engine
Status
Active
Active
Developer
Microsoft
OpenSearch Software Foundation (Linux Foundation)
First release
2015
2021
Latest version
–
3.9.0 (Sep 29, 2026)
License
ProprietaryProprietary (Azure service)
Open source (permissive)Apache License 2.0
Free tier
✓
✓
popularity
WhichDB Score
32.4
56.6
Rank
#70
#18
GitHub stars
–
13.9K
Stack Overflow questions
1.8K
1.1K
scale & guarantees
Comfortable data size
Large (≤ 1 PB)
Massive (Multi-PB)
Horizontal scaling
Native
Native
Multi-region
None
Read replicas
ACID
None
Limited
Consistency
Eventual
Eventual
Schema
Strict
Flexible
Architecture
Distributed, Serverless
Distributed, Client server
deployment
Self-hosted
—
✓
Vendor-managed cloud
✓
—
Serverless
—
—
Embedded
—
—
Edge
—
—
Clouds
Azure
AWS, Oracle Cloud, Aiven, DigitalOcean
capabilities
Transactions
—
—
Joins
—
—
Secondary indexes
✓
✓
Full-text search
✓
✓
Vector search
✓
✓
Geospatial
✓
✓
JSON
✓
✓
Change data capture
—
—
Triggers
—
—
Stored procedures
—
—
Materialized views
—
—
TTL / expiry
—
—
Pub/Sub
—
—
Columnar storage
—
—
In-memory
—
—
Durable persistence
✓
✓
Compression
—
✓
Encryption at rest
✓
✓
Role-based access
✓
✓
Time travel
—
—
Branching
—
—
Online schema changes
—
✓
Streaming ingest
—
✓
Offline sync
—
—
Runs in WebAssembly
—
—
interfaces
Query languages
Simple query syntax, Lucene query syntax, OData filters
Query DSL, PPL, SQL
Client languages
.NET, Java, JavaScript, Python
Java, Python, JavaScript, Go, .NET, Ruby, PHP, Rust
Best for
Search, Vector search, RAG, Geo
Search, Vector search, RAG, Observability

Azure AI Search vs OpenSearch: FAQ

What is the difference between Azure AI Search and OpenSearch?

Azure AI Search: Microsoft's managed search service for full-text, vector, hybrid and agentic retrieval on Azure. OpenSearch: Apache-licensed, foundation-governed fork of Elasticsearch for search, vectors and observability. Licensing: Azure AI Search is proprietary (Proprietary (Azure service)); OpenSearch is open source (permissive) (Apache License 2.0). OpenSearch is built for larger datasets (Multi-PB) than Azure AI Search (≤ 1 PB). Transactions: Azure AI Search offers none ACID; OpenSearch offers limited.

When should I choose Azure AI Search over OpenSearch?

Choose Azure AI Search for enterprise RAG over SharePoint and Blob content; copilot and Foundry agent grounding; and site and catalog search on Azure. Choose OpenSearch for log analytics and observability; application and e-commerce search; and vector and hybrid search for RAG on AWS.

Is Azure AI Search or OpenSearch more popular?

OpenSearch ranks #18 on the WhichDB Score (56.6/100) and Azure AI Search ranks #70 (32.4/100). Popularity is not fit: check the requirements that matter for your project.

Are Azure AI Search and OpenSearch open source?

No. Azure AI Search is proprietary, closed-source software. Yes. OpenSearch is open source. License: Apache License 2.0.