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Sharded hub-and-spoke architecture isolates tenants, preventing one tenant's data burst or database failure from causing backlog and SLA violations across shared data pipelines. The pattern replaces monolithic setups to protect multi-tenant platforms from noisy neighbor disruptions.
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