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Wide-Column Data Modeling: Partition Keys, Clustering Keys & Anti-Patterns

Wide-column databases are designed around access patterns rather than normalized entity models. The partition key controls placement, while clustering keys organize rows inside a partition.

Query-first design

Start from the queries your application must support and build tables to serve those patterns efficiently.

Partition sizing

Bounded partitions are important for predictable performance. Time-based bucketing is a common technique for high-volume event or time-series workloads.

Avoid production anti-patterns

Watch for unbounded partitions, tombstone-heavy queue patterns, excessive filtering and unsuitable secondary indexes.

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