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description: "Curated, AI-ranked AWS Data resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
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# AWS Big Data

!!! tip "Nubenetes V2 Elite Portal"
    You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the [**V1 Historical Archive**](/v1/aws-data/).

!!! info "Architectural Context"
    Detailed reference for AWS Big Data in the context of Cloud Providers (Hyperscalers).

## Cloud Infrastructure

### AWS

#### Event Streaming

  - **(2016)** [**Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming**](https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming) <span class='md-tag md-tag--warning'>[SCALA CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> — Technical blueprint detailing Spark Streaming integration with Amazon Kinesis streams. Discusses record-processing window optimizations, checkpoint configurations, and SQL querying on live event pipelines.
### Event Streaming (1)

#### Comparison

  - **(2021)** [**whizlabs.com: AWS Kinesis vs Kafka Apache**](https://www.whizlabs.com/blog/kinesis-vs-kafka) <span class='md-tag md-tag--warning'>[NONE CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[ENTERPRISE-STABLE]</span> — Comparative architectural review between AWS Kinesis and Apache Kafka. Analyzes data retention policies, throughput capabilities, scaling overheads, and total cost of ownership (TCO) profiles.

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💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Oraclecloud](./oraclecloud.md)

🔗 **See Also:** [About](./about.md) | [Angular](./angular.md)