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The JusDB Database Engineering Blog

Deep dives on PostgreSQL, MySQL, MongoDB and more — performance tuning, high availability, migrations and production war stories from our DBAs.

29 articles

Popular Searches

Topics:
All Articles(29)Database Performance(64)MySQL(52)PostgreSQL(47)Database Engineering(40)Database SRE(35)Cloud Databases(31)Analytics & OLAP(16)NoSQL Databases(45)Database Architecture(25)High Availability(20)

Latest Articles

Showing 12 of 29 articles

Database Performance

PostgreSQL Indexing Best Practices: The Complete Guide for Production

PostgreSQL offers multiple index types for different access patterns — and choosing wrong means slow queries or wasted space. A comprehensive guide to indexing strategy, from type selection to monitoring and maintenance.

PostgreSQL10 minMar 7, 2025
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NoSQL Databases

Handling Index Fragmentation in MongoDB: Detection and Remediation

MongoDB indexes fragment over time as documents are inserted, updated, and deleted. Here's how to detect fragmentation, measure its performance impact, and rebuild indexes safely.

MongoDB8 minFeb 18, 2025
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Database Architecture

OpenSearch vs Elasticsearch in 2026: Licensing, Features, and Migration

OpenSearch (Apache 2.0) and Elasticsearch (EL2/SSPL) have diverged. Compare licensing, security features, AI/ML capabilities, and migration complexity for 2026.

8 minJan 14, 2025
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Database Engineering

pgvector Complete Guide: Vector Similarity Search in PostgreSQL

pgvector brings vector similarity search to PostgreSQL — enabling semantic search, recommendation engines, and RAG pipelines without a separate vector database.

PostgreSQL10 minJan 15, 2024
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NoSQL Databases

MongoDB Indexing: A Complete Guide to Faster Queries

MongoDB's indexing system supports single-field, compound, multikey, text, geospatial, and partial indexes. Choosing the right index type and key order determines whether your queries use microseconds or seconds.

MongoDB11 minNov 16, 2023
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Database Architecture

Vector Databases Compared: pgvector, Pinecone, Weaviate, and Qdrant

Compare vector database options for AI workloads — pgvector in PostgreSQL, Pinecone, Weaviate, and Qdrant

PostgreSQL12 minOct 24, 2023
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Database Architecture

Elasticsearch vs Typesense vs Meilisearch: Search Engine Comparison

Compare Elasticsearch, Typesense, and Meilisearch — relevance, speed, operational complexity, and when to use each

11 minSep 14, 2023
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Database Performance

Improving Query Performance with Multi-Valued Indexes in MySQL 8.0

MySQL 8.0 introduced multi-valued indexes — allowing you to index individual elements of a JSON array so queries using MEMBER OF or JSON_OVERLAPS can use an index.

MySQL8 minJun 30, 2023
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Database Engineering

UUIDs as Primary Keys: How We Destroyed Database Performance

UUIDs as primary keys can destroy database performance. Learn why 50M rows went from 0.5ms to 2.3ms inserts, and how to fix it with hybrid approaches.

PostgreSQL10 minJun 6, 2023
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Database Performance

PostgreSQL Index Bloat: Detection and Remediation

Identify bloated indexes in PostgreSQL using pgstattuple, REINDEX CONCURRENTLY, and automated monitoring

PostgreSQL11 minApr 11, 2023
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Database Performance

PostgreSQL JSONB vs JSON: Indexing, Performance, and When to Use Each

A deep dive into PostgreSQL JSONB vs JSON storage formats, GIN and B-tree indexing strategies, containment operators, and the performance characteristics that determine which to use for document storage workloads.

PostgreSQL12 minFeb 14, 2023
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PostgreSQL

PostgreSQL Full-Text Search: tsvector, GIN Indexes, and ts_rank in Production

A production guide to PostgreSQL full-text search — building tsvector generated columns, GIN indexes, multi-column search with setweight, ts_rank scoring, websearch_to_tsquery, and comparison against Elasticsearch.

PostgreSQL13 minJan 24, 2023
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