15 February 202410 min read
Implementing Enterprise Search with Elasticsearch
ElasticsearchSearchBackendArchitecture
Building effective search experiences with Elasticsearch. Index design, query optimization, and relevance tuning for enterprise data.
Implementing Enterprise Search with Elasticsearch
Elasticsearch powers search across many enterprise applications. Here's how to implement it effectively.
Index Design
- Understand your query patterns first
- Denormalize for query performance
- Choose appropriate field types
- Plan for index lifecycle management
Query Optimization
- Use filters for exact matches
- Queries for relevance scoring
- Multi-match for searching across fields
- Function score for custom relevance
Relevance Tuning
Default relevance is rarely optimal. Analyze search patterns, collect feedback, and iterate on scoring.
Operational Considerations
- Cluster sizing and sharding strategy
- Snapshot and restore procedures
- Index aliases for zero-downtime updates
- Monitoring and alerting setup