Specialized Applications

Advanced Search with Elasticsearch

Implement advanced search capabilities using Elasticsearch or Algolia with full-text search, autocomplete, fuzzy matching, faceted filtering, and relevance tuning. Includes search analytics to understand user behavior.

Complexity: Medium 8-13 effort units 2-3 weeks

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Project Milestone & Feature Breakdown

3

Project Milestones

7

Features

13

Total Effort Units

1

Search Infrastructure Setup

Set up Elasticsearch and data indexing

5 pts 1 week 2 Features

Elasticsearch Setup

2 pts Simple

Configure Elasticsearch cluster and indices

Data Indexing

3 pts Medium

Index data with mappings and analyzers

Deliverables

Elasticsearch cluster
Index configuration
Data pipeline

2

Search Features

Implement search UI with autocomplete and filters

5 pts 1 week 3 Features

Search UI

2 pts Simple

Search bar with instant results and highlighting

Autocomplete

2 pts Medium

Real-time search suggestions as user types

Faceted Filters

1 pts Simple

Dynamic filters with counts and multi-select

Deliverables

Search UI
Autocomplete
Filter components

3

Relevance & Analytics

Tune search relevance and track analytics

3 pts 3-5 days 2 Features

Relevance Tuning

2 pts Medium

Boost fields, synonyms, and fuzzy matching

Search Analytics

1 pts Simple

Track popular queries and zero-result searches

Deliverables

Relevance configuration
Search analytics
Performance metrics

Technical Stack

Elasticsearch Algolia React Node.js Kibana Logstash

Key Considerations

Index size and query performance

Relevance tuning for your domain

Handling typos with fuzzy matching

Keeping search index in sync with database

Cost optimization for cloud search services

Success Criteria

Search returns relevant results in under 100ms

Autocomplete suggests results instantly

Fuzzy matching handles typos

Faceted filters update dynamically

Search analytics track user behavior

Related Use Cases

View All Use Cases

Complex

Marketplace Platform MVP

55-89 effort units 10-16 weeks

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