staff-engineering-skills-object-store-as-database

Installation
SKILL.md

Object Store as Database

S3 is no longer just a blob store. With strong read-after-write consistency (2020) and conditional writes (2024), S3 is a linearizable key-value store for single-key operations. The trap is not "don't use S3 as a database" -- it's using S3 as a database without using conditional writes for correctness.

What Changed

Year Change Impact
2020 Strong read-after-write consistency Read after write returns latest; LIST reflects current state.
Aug 2024 If-None-Match: * (put-if-absent) Atomic create-if-not-exists. Enables append-only logs, idempotent writes.
Nov 2024 If-Match: <etag> (compare-and-swap) True CAS on objects. Enables optimistic concurrency, leader election, metadata catalogs.

Together these give linearizable single-key operations: read an object (get its ETag), compute a new value, write it back with If-Match. This is the building block under Delta Lake, Iceberg, SlateDB, WarpStream, Chroma, and dozens of others.

The Fundamental Pattern

Almost every system using S3 as a database follows the same architecture:

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