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Real-Time Analytics in the Cloud

Real-time analytics processes and analyzes incoming data streams to provide instant insights, which are essential for applications such as fraud detection, recommendation systems, and industrial IoT.

1. Real-Time Data Streaming

  • Apache Kafka: Distributed event streaming platform for high-throughput, real-time applications.
  • Amazon Kinesis: Scales real-time data ingestion and processing on AWS.
  • Google Cloud Pub/Sub: Enables event-driven architectures and messaging between services.

2. Real-Time Analytics Platforms

  • Apache Flink: Provides high-throughput stream processing with stateful computations.
  • Google BigQuery Streaming: Processes real-time data with SQL-like queries.
  • Azure Stream Analytics: Cloud-native solution for analyzing streaming data at scale.