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Tag: database internals

2026-04-29 • Alex Merced

How Query Engines Think: The Tradeoffs Behind Every Data System

Every database is a collection of engineering tradeoffs. Learn the 9 design decisions that shape how query engines store...

2026-04-29 • Alex Merced

Row vs. Column: How Storage Layout Shapes Everything

Row stores keep records together for fast transactions. Column stores keep field values together for fast analytics. Her...

2026-04-29 • Alex Merced

How Databases Organize Data on Disk: Pages, Blocks, and File Formats

Databases structure data on disk as heap files, sorted files, or LSM trees, then wrap it in formats like Parquet with me...

2026-04-29 • Alex Merced

B-Trees, LSM Trees, and the Indexing Tradeoff Spectrum

B-trees balance reads and writes for OLTP. LSM trees maximize write throughput. Bitmap indexes accelerate OLAP filtering...

2026-04-29 • Alex Merced

Inside the Query Optimizer: How Engines Pick a Plan

Query optimizers transform SQL into execution plans using rule-based rewrites, cost-based search, and adaptive runtime a...

2026-04-29 • Alex Merced

Volcano, Vectorized, Compiled: How Engines Execute Your Query

The Volcano model processes one row at a time. Vectorized execution processes batches with SIMD. Code generation fuses o...

2026-04-29 • Alex Merced

Buffer Pools, Caches, and the Memory Hierarchy

Databases use buffer pools, column caches, and result caches to keep hot data in RAM. Here is how each caching strategy ...

2026-04-29 • Alex Merced

Partitioning, Sharding, and Data Distribution Strategies

Hash partitioning distributes data evenly. Range partitioning enables fast range scans. Both create tradeoffs. Here is h...

2026-04-29 • Alex Merced

Hash, Sort-Merge, Broadcast: How Distributed Joins Work

Distributed joins move data across the network using shuffle, broadcast, or co-location strategies. Here is how each wor...

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