All about Data Engineering
Amazon Simple Storage Service (S3) is an object storage service that offers industry-leading scalability, data availability, security, and performance.
lt is ideal for data storage, backup, and Analytics.
Amazon S3 provides features like scalable storage, versioning, data encryption, lifeeyGle management, and integration with Various AWS services. It supports diverse use cases such as data lakes, backups, storage.
Amazon Redshift is a fully managed petabyte-scale data warehouse service in the cloud, designed for large-scale data storage arad real-time data analysis.
Recishift offers fast query performance, scalable architecture, columnar storage, ana aata compression. It integrates with Various data sources and supports advancea analytics and machine learning
AWS Glue is a fully managed ETL service that makes it easy to prepare and transform data for analytics, using a server less architecture to automate data integration tasks.
AWS Glue includes a data catalog for metadata management, job scheduling, data transformation with Spark, and st1pport for various data sources and targets. It simplifies ETL processes with Automated schema discovery and code
Amazon Elastic MapReduce (EMR) is a cloud-native big data platform that allows processing vast amounts of data quickly and Gast-effectively using open-source tools like h-Hadoop, Spark, and Hive.
EM provides managed clusters with automatic scaling, integration with S3 for storage, and support for a wide range of bi@ eata processing frameworks. It offers flexit>ility and cost-effectiveness for
-----.. processimg large datasets.
Amazon Kinesis is a platform for real-time data streaming and analytics, providing powerf?I tools for processing and analyzing large streams of data in
Kinesis offers services like Kinesis Data Streams for real-time data ingestion, Kinesis Data Firehose for data delivery to storage and analytics services, and Kinesis E>ata Analytics for real-time data
AWS Lambda is a server less compute sef3vice that lets you run code in response to events without provisioning or managing servers, enabling you to build scalah>le and cost-effective data
---- rocessing workflows.
Lambda offers automatic scaling, built-in fault tolerance, and integration with
arious AWS services for event-driven executi0n. It supports multiple programming languages and provides
fine-graiAed access control with 1AM.
Amazon Relational Database Service (RDS) is a managed relational database service that supports various database engines, offering scalability, high availaoility, and security for data-driven
RDS provides automated backups, patching, and failover support. It allows you t0 choose from multiple database engiRes like MySQL, PostgreSQL, and Gracie, and integrates with other AWS
- services for enhanced functionality.
Amazon DynamoDB is a fully managed N0SQL database service that provides fast a d predictable performance with seamless scalability, ideal for key-value and document data models.
DynamoDB offers single-digit millisecond response times, automatic scaling, built-in seeurity features, and global replication. It st1pports flexible data models and is OPitimizea for high-traffic applications.
AWS Fargate is a serverless compute en§ine for containers that works with Amazon EGS. It allows you to run c0ntainers without managing the under:lying infrastructure, simplifying application deployment.
Fargate handles container orchestration, scaling, and provisioning, enabling you to focus or:, application development. It integrates with ECS for task management and supports both Linux and Windows
Amazon Managed Streaming for Apache Kafl{a (MSK) is a fully managed service that makes it easy to build and run apRlications that use Apache Kafka for Ptr:oeessing streaming data.
lv'lSK provides a fully managed Kafka sef3vice with automatic scaling, data replication, and monitoring. It integrates
witn other AWS services and offers seamless migration from on-premises Kafika clusters.
Amazon AppFlow is a fully managed integration service that enables you to seeurely transfer data between AWS services and Saas applications like Salesfo ce, ServiceNow, and SAP, without
- ---writing an code.
AppPlow provides bidirectional data transfer, data transformation capabilities, ana prie-built connectors for popular Saas apRlications. It also supports encryption and data filtering to ensure secure and relevaAt data transfers.
AWS Systems Manager Parameter Store is a secure, scalable, and highly available service to centrally manage configuration data aP1d secrets as text parameters. It pr:oViiaes a simple interface to store and
_ retrieve configuration information.
Parameter Store enables you to manage cornfiguration data for applications and data engineering workflows, such as data0ase connection strings, API keys, and environment variables, ensuring se0ure and eonsistent access.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
AWS Secrets Manager is a fully managed sef3vice that makes it easy to rotate, manage, and retrieve database credentials, API keys, and other secrets ttiroughotJt their lifecycle, enhancing
compliance.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
SeGrets Manager allows you to securely store and manage sensitive information,
aut0mate secret rotation with built-in integrati0ns for RDS databases, and access secrets using the AWS SOK or
C I.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
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Amazon Managed Workflows for Apache Airfl0w (MWAA) is a managed
orcnestration service that makes it easier to ru?data pipelines using Apache Airflow
in the,::--0,,.cloud. MWAA handles scaling,
---- atcliiing, and securing Airflow environme1;1ts.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
MWAA offers automatic scaling, high availability, and seamless integration with AWS ser\lices, reducing the operational overhead of managing Apache Airflow envi onments and allowing data engineers
- to tact.ts 0r1 building workflows.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
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Amazon EventBridge is a serverless event bus service that allows you to connect application data from your own apRlications, Saas applications, and AWS
serv.ices t0 create event-driven applicati0ns.
- Sachin Chandrashekhar
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EventBridge enables real-time data processing by routing events from different sources to target AWS services like 6ambda, Step Functions, or SQS, making it an essential tool for building
- data-driven applications.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
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Amazon Athena is an interactive query sef3vice that enables you to analyze data directly in Amazon S3 using standard
SQ . lta€(tm)s serverless, so therea€(tm)s no infrastructure to manage, and it scales
- automatica11y.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
Athena supports a variety of data formats, i?elt:Jding CSV, JSON, ORC, and Parquet.
It integrates with AWS Glue Data Catalog for metadata management and provides Pray-per-query pricing, making it
_ c0st-effectiVre for on-demand queries.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
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Amazon QuickSight is a scalable, sef3verless, embeddable business irntelligence (Bl) service that provides interactive data visualizations and
insights. It helps you create and share rich
crlashboards and reports.
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https://masterclass.sachin.cloud
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QuiGkSight offers machine learning insights, customizable dashboards, and su R0rt for various data sources. It provides fast and interactive visualizations and scales automatically with user needs.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
Amazon Elastic Compute Cloud (EC2) provides scalable compute capacity in the cloud. It allows you to run virtual servers, manage storage, and scale resources basea on y0ur applicationa€(tm)s needs.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
EC2 offers a variety of instance types optimized for different workloads, flexible storage options, and auto-scaling. It integrates with other AWS services for ennancea performance and management.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
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Amazon CloudWatch provides monitoring ancrl observability for AWS resources and applications. It collects and tracks metrics, c0llects amd monitors log files, and sets
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
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CloudWatch offers detailed insights into system performance, automated alarms, ana event-driven actions. It integrates with AWS services to provide comprehensive monitoring and logging capabilities.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
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AWS Identity and Access Management (1AM) enables you to manage access to AWS ser\lices and resources securely.
Y0u Gan create and manage users, groups, and permissions to control
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
1AM supp0rts multi-factor authentication, role-based access control, and detailed aeGess policies. It integrates with AWS services t0 enforce security and Gompliance requirements.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
Amazon Simple Notification Service (SNS) is a fully managed messaging service that enables you to send messages to multiple stJbscribers, including SMS, email, and aP,plicati0m endpoints.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
SNS supports pub/sub messaging, message filtering, and integration with other AWS services. It provides scalable ana reliable messaging for distributed
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
Amazon Simple Queue Service (SQS) is a fully managed message queuing service that allows you to decouple and scale microservices, distributed systems, and serVierless applications.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
SQS offers standard and FIFO queues, ensuring high throughput and message order. It provides reliable message delivery and automatic scaling to handle var ing w0r:kloads.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
AWS Key Management Service (KMS) is a managed service that makes it easy to create and control encryption keys used to encrypt your data, providing centralized key management.
- Sachin Chandrashekhar
https://masterclass.sachin.cloud
KMS supports automatic key rotation, integrates with other AWS services for encryption, and provides detailed logging of key usage. It ensures data protection and comRliance.
All about Data Engineering
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