Elasticsearch: More Than Just Search
Inverted indexes, fuzzy matching, and log analytics with the ELK Stack.
How does Google search work? How does Amazon find products so fast? They use Inverted Indexes.
The Inverted Index
Instead of mapping Document -> Words, it maps Word -> Documents.
- "Apple" -> [Doc 1, Doc 3]
- "Banana" -> [Doc 2]
This makes full-text search O(1).
Elasticsearch Features
- Fuzzy Search: Finds "iPhone" even if you type "ipone".
- Aggregations: "Count products by category" (faster than SQL GROUP BY).
- Scalability: Distributed by nature. Splits indexes into shards across nodes.
The ELK Stack
Elasticsearch + Logstash + Kibana. The industry standard for searching and visualizing server logs.