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Introduction to End-to-End Data on AWS This presentation explores building a comprehensive, end-to-end data solution on Amazon Web Services (AWS). We'll cover everything from ingestion to visualization, emphasizing cloud-native architecture for modern data engineering. +91-7032290546
Data Ingestion Frameworks Real-time Streaming Database Migration Leverage Amazon Kinesis for high-throughput, real-time data ingestion and processing, ideal for immediate insights. Utilize AWS DMS for seamless, continuous data replication and migration from various databases to AWS. Batch & Cataloging Large-Scale Import AWS Glue offers robust capabilities for batch ETL operations and automatic data cataloging across your data lake. For massive data volumes, AWS Snowball and Snowcone provide secure, physical data transfer services. +91-7032290546
Data Storage Options on AWS Central Data Lake Amazon S3 serves as the foundational data lake, offering scalable, durable, and cost-effective object storage for all data types. Data Warehousing Amazon Redshift provides a fast, fully managed, petabyte-scale cloud data warehouse for analytical workloads. Governed Access AWS Lake Formation simplifies building, securing, and managing data lakes with fine-grained access control. +91-7032290546 Structured Data Amazon RDS (relational databases) and DynamoDB (NoSQL) support specific application data needs. Best Practices Implement partitioning strategies and tiered storage (e.g., S3 Intelligent-Tiering) to optimize performance and cost.
Data Processing & Transformation ETL & Prep Serverless Processing AWS Glue provides serverless data integration for ETL, data preparation, and catalog management. AWS Lambda enables lightweight, event-driven processing of data, executing code without provisioning servers. Big Data Workloads Workflow Orchestration Amazon EMR is a managed cluster platform for running big data frameworks like Apache Spark and Hadoop. AWS Step Functions allows visual orchestration of complex data processing workflows and microservices. +91-7032290546
Real-Time & Streaming Data Pipelines Managed Kafka Kinesis Amazon MSK offers a fully managed Apache Kafka service for building and running event-driven applications. Process and analyze real-time data streams with Kinesis Data Streams and Firehose for efficient ingestion. Use Cases Lambda Transforms Enable use cases such as IoT analytics, fraud detection, and real-time clickstream data processing. AWS Lambda performs real-time transformations and aggregations on streaming data events. +91-7032290546
Data Visualization & Insights QuickSight Dashboards Amazon QuickSight is a scalable, serverless BI service for creating interactive dashboards and reports. Data Integration Seamlessly integrate with data sources like Amazon Redshift, Athena, and RDS for comprehensive insights. Real-time Viz QuickSight supports real-time visualizations directly from streaming data sources for immediate operational insights. Secure Sharing Embed analytics into applications and securely share insights with role-based access controls. +91-7032290546
Security, Governance & Monitoring Access Control Pipeline Monitoring Implement fine-grained access policies using IAM roles and AWS Lake Formation for secure data access. Utilize Amazon CloudWatch and AWS CloudTrail for comprehensive monitoring, logging, and auditing of data pipelines. Data Encryption Compliance & Audit Ensure data protection with encryption at rest (e.g., S3 SSE, KMS) and in transit (e.g., TLS). Leverage tagging strategies and detailed audit logs for compliance requirements and cost allocation. +91-7032290546
Best Practices & Architecture Patterns • Design modular and loosely coupled data pipelines for flexibility and resilience. • Prioritize serverless services to reduce operational overhead and optimize cost efficiency. • Automate all data workflows with CI/CD practices for consistent and reliable deployments. • Continuously monitor resource usage and optimize for cost performance using AWS cost management tools. • Evolve towards a self-service data platform, empowering users with governed access to data. +91-7032290546
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