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1h ago · 16 min read · Why Migrate from Apache Flink to RisingWave You have a Flink pipeline in production. It processes events from Kafka, aggregates them in windowed computations, and sinks results to a downstream database. It works, but the operational overhead is real:...
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1h ago · 14 min read · If you have ever lost data during a system failure or found duplicate records polluting your analytics, you already know why delivery guarantees matter. In stream processing, the question of "how many times does each record get processed?" is not aca...
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1h ago · 13 min read · Event-driven microservices promise loose coupling and real-time responsiveness. In practice, they deliver something else: hundreds of lines of consumer boilerplate, hand-rolled state management, and retry logic that nobody wants to maintain. If you h...
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1h ago · 14 min read · Every modern application generates a constant stream of data: user clicks, transactions, sensor readings, log events. Traditional databases were designed for a world where data arrives in batches and queries run on demand. But when you need answers a...
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1h ago · 14 min read · Most machine learning models are only as good as the features they consume. You can have the most sophisticated model architecture in the world, but if your features are stale, incomplete, or slow to compute, your predictions suffer. This is the feat...
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