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Data

SQL vs NoSQL

SQL (relational) databases are the right default — strong consistency, mature tooling and flexible querying suit most applications. NoSQL wins for massive scale, flexible/evolving schemas or specific access patterns. Many systems use both, each for what it does best.

Criterion SQL NoSQL
Data consistency Strong (ACID) Often eventual
Flexible / evolving schema Requires migrations Schema-flexible
Complex queries & joins Strong Limited
Horizontal scale Harder Built for it
Tooling & talent Mature, ubiquitous Varies by engine
Specific access patterns General-purpose Tunable per use case
Safe default choice Yes Situational

Choose SQL when

Transactional apps, reporting, anything needing consistency and rich queries — the safe default for most business software.

Choose NoSQL when

Very high scale, rapidly changing or unstructured data, caching, real-time feeds, or a known high-volume access pattern.

The verdict

Start relational unless you have a concrete reason not to — most "we need NoSQL for scale" turns out to be premature. Then add a NoSQL store for the specific job it suits. Lazlo picks the data layer from your access patterns, not hype.

Where this fits

Hand-picked, editorially linked — not auto-generated.

Guides & pillars

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