# AWS Big Data

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

## Standard Reference

  - [Using Spark SQL for ETL](http://blogs.aws.amazon.com/bigdata/post/Tx2D93GZRHU3TES/Using-Spark-SQL-for-ETL)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [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--info'>[COMMUNITY-TOOL]</span>
  - [whizlabs.com: AWS Kinesis vs Kafka Apache](https://www.whizlabs.com/blog/kinesis-vs-kafka)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium: No-Code Data Collect API on AWS](https://medium.com/@dima.statz_89242/no-code-data-collect-api-on-aws-d79e3681d204)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [AWS Big Data Blog: Category - AWS Data Pipeline](https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

## Data Architecture

### Data Pipelines

#### AWS

  - **(2026)** [aws.amazon.com/big-data](http://aws.amazon.com/big-data)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight / Live Grounding: Overview directory of AWS Big Data resources, mapping core platform linkages across EMR, Amazon Athena, and Glue pipelines to construct high-throughput analytical data structures.
  - **(2026)** [blogs.aws.amazon.com/bigdata](http://blogs.aws.amazon.com/bigdata)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight / Live Grounding: AWS big data blog featuring implementation blueprints and performance patterns. Provides tuning configurations for large-scale distributed frameworks running inside cloud boundaries.
  - **(2026)** [AWS Data Pipeline](https://aws.amazon.com/glue)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight / Live Grounding: Technical reference on AWS Data Pipeline and AWS Glue. Clarifies how modern workflows leverage Glue for serverless metadata cataloging and event-driven data integrations.
  - **(2026)** [AWS Data Pipeline Documentation](https://docs.aws.amazon.com/data-pipeline)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight / Live Grounding: Guide to AWS Data Pipeline service, covering scheduling topologies, error mitigation routines, and execution templates across Amazon EMR and RDS.

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