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Fault Tolerance and Processing Semantics video and slides A webinar covering core Apache Apex features including checkpointing and fault tolerance with fast, incremental recovery via a buffer server which uses a publish-subscribe model for inter-operator data transport. A variety of failure scenarios and processing guarantees are discussed.
Smart Partitioning with Apache Apex video and slides Webinar covering partitioning, including unique Apex features such as elasticity with dynamic resource allocation, parallel partitions for speculative execution and processing SLA etc. Real Time Stream Processing Versus Batch Slide deck compares and contrasts the needs, use cases and challenges of stream processing with those of batch processing.
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An Introduction to Checkpointing in Apache Apex Discusses checkpointing by saving serializing operator state to HDFS and how to configure the frequency of checkpointing or skip it altogether via attributes or annotations. End-to-end Exactly-Once with Apache Apex Details how Apache Apex can work in conjunction with transactional systems to provide exactly-once semantics.
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A simple example of reading data from a Kafka topic and writing processed results to a SQL database is discussed along with the relevant operators already provided in the Apex Malhar library and the importance of idempotency. Dimensions Computation - Part 1: Introduction A two-part blog that discusses dimensions computation in Apache Apex in considerable detail.
The first part introduces the domain, shows an AdEvent object to model tuples in the data stream and analyzes the various dimensions of interest.
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Dimensions Computation - Part 2: Implementation The second part continues with discussion of the three phases involved pre-aggregation , unification and storage the JSON schema to encapsulate the various keys and aggregates, code fragments and, finally, concludes with visualization of the results. Apache Apex Performance Benchmarks Discusses the performance suite used to certify releases. Throughput, Latency, And Yahoo! Performance Benchmarks. Is There A Winner?