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Bytes & B-Tree's

System Design Roadmap

Bytes & B-trees is a weekly newsletter for software engineers who want to understand databases from first principles — storage physics to distributed consensus. One production concept per issue, with working SQL scripts and demos in the GitHub vault.

Platform
Substack
PricingFreemiumPublishesWeekly
Issues26Founded5 months agoLast Issue5 days ago
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Latest Issues

issue-21: Hash Indexes — When and Why Postgres Uses Them

Hash indexes win on one thing and lose on everything else.

Hash indexes win on one thing and lose on everything else. Understanding when Postgres should use USING hash instead of a B-tree — and when it must not — explains why an equality l...

5 days ago
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Issue-20:Index-only scans, covering indexes & fill_factor

Three distinct ways Postgres uses a B-tree index — and one of them never touches the heap.

Three distinct ways Postgres uses a B-tree index — and one of them never touches the heap. Understanding the difference between an index scan, a bit...

12 days ago
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Issue-019: B+ trees — the leaf-linked difference

Postgres does not use a B-tree.

Postgres does not use a B-tree. It uses a B+ tree — a specific variant where data lives only in leaf pages, and those leaf pages are linked in key order. The difference explains why range scans are fast, why...

19 days ago
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Issue-018: B-trees — the balanced tree on disk

Every Postgres table has at least one B-tree index — the primary key.

Every Postgres table has at least one B-tree index — the primary key. Understanding the physical layout of that tree — pages, keys, pointers, splits — explains every ind...

a month ago
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Issue- 017: Row vs columnar storage — when each wins

Postgres stores your data row-by-row.

Postgres stores your data row-by-row. DuckDB, Redshift, and ClickHouse store it column-by-column. Same data, fundamentally different I/O cost for different query types. This is the single most conseque...

a month ago
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