Big Data

Indexing Strategies for Search & Filter

NoSQL is fast only if your indexes are right. This lesson covers Compound and Geospatial indexes for apps like Uber or Airbnb.

Level: IntermediateBig Data

What You'll Learn

Single-field vs compound index design
Index selectivity and cardinality rules
Geospatial indexing with 2dsphere
Text search indexes for full-text queries
Covered queries for zero-document-fetch reads
'Find nearby stores' query implementation
Index analysis with explain() and execution stats

What's Included

๐ŸงญAI Tutor๐Ÿ”’

Interactive learning path with AI-generated lessons read aloud by your personal tutor

๐ŸงชPractice Lab๐Ÿ”’

Step-by-step lab instructions with AI guidance โ€” run in your own IDE or sandbox.

๐ŸŽ™๏ธMock Interviews๐Ÿ”’

AI interviewer asks tailored questions, gives real-time feedback and a score report

๐Ÿ“Evaluation๐Ÿ”’

MCQ questions (theory, practical, code) to test your knowledge and earn a badge

โš”๏ธChallenge AI๐Ÿ”’

Compete head-to-head against AI on real production problems โ€” judged on correctness, performance, scalability, code quality, and edge cases

Course Syllabus

Module 1: Index Fundamentals

  • โ€ขHow B-tree indexes work under the hood
  • โ€ขSingle-field vs compound index trade-offs
  • โ€ขIndex selectivity, cardinality, and prefix rules
  • โ€ขThe ESR rule: Equality โ†’ Sort โ†’ Range
  • โ€ขUsing explain() to audit query plans

Module 2: Geospatial Indexes

  • โ€ขGeoJSON point, polygon, and LineString types
  • โ€ขCreating a 2dsphere index for location data
  • โ€ข$near and $geoWithin operators
  • โ€ขDistance-based radius queries
  • โ€ข'Find nearby stores' implementation walkthrough

Module 3: Advanced Indexing Patterns

  • โ€ขText indexes for full-text search
  • โ€ขCovered queries: reading from index only
  • โ€ขPartial and sparse indexes
  • โ€ขCompound geospatial + filter indexes (Uber / Airbnb pattern)
  • โ€ขCapstone: location-aware search with compound 2dsphere index

You're all set

Everything in this course is unlocked.

Continue Learning โ†’
โœ“AI Tutor
โœ“Practice Lab
โœ“Mock Interviews
โœ“Evaluation
โœ“Challenge AI