Data and databases · Independent · 23 Oct 2026

elastic/elasticsearch

Free and Open Source, Distributed, RESTful Search Engine

← Data and databases
Elasticsearch: search engine. Indexes and searches massive text and vector datasets.

In simple English

This tool lets you search through millions of documents or log lines in a fraction of a second. It acts as a giant filing cabinet that reads every word you put inside. You can store product lists, customer records, or computer system logs. When you type a query, it finds matching results almost instantly. It runs on your own server or in the cloud.

What it is

Elasticsearch is a search and analytics engine built to handle large amounts of data quickly. It indexes text, numbers, and vector data so you can run complex searches and machine learning tasks.

What it is good for

Solo builders use it to add fast search bars to websites or to gather and read server error logs in one place.

Stars78k
LicenceCustom
Latestv9.5.5 (2026-10-06)checked 23 Oct 2026
Last code change2026-10-23
Written inJava
Setup effort
2 / 5
Payoff
5 / 5
Good
  • Finds search terms across millions of records almost instantly.
  • Handles vector search and AI data alongside normal text.
  • Comes with ready-made scripts to test everything locally in Docker (a way to run a program inside its own sealed box, so it cannot break anything else on your server).
Watch for
  • Needs 2 to 4 GB of memory (RAM, the fast temporary memory your computer uses to run active programs), so check your server has room.
  • Running a cluster on your own servers takes ongoing maintenance and careful backup planning.
  • Uses a custom licence that restricts how cloud companies can resell it as a managed service.
Replaces

SQL LIKE queries that slow down as your database grows

Works well with

Kibana (a web dashboard for exploring and visualizing data stored in Elasticsearch)

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Install
curl -fsSL https://elastic.co/start-local | sh

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