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Different services and concepts of AWS data engineering
AWS Data
Engineering and
Data Analytics services offer a comprehensive suite of tools for efficiently
managing and extracting insights from large datasets. In the realm of data
engineering, services like Amazon S3 provide a robust foundation for storing vast
amounts of raw data, while AWS Glue
simplifies the ETL process by automating data preparation and loading tasks. Amazon
Web Services (AWS) offers a variety of services and concepts that are relevant
to data engineering. AWS provides scalable and flexible solutions for handling
and processing large volumes of data. Here are some key AWS data engineering
services and concepts
AWS Data
Engineering Online Training
1. Amazon S3 (Simple Storage Service):
Concept: Amazon S3 is an object storage
service that allows you to store and retrieve any amount of data at any time.
Use in
Data Engineering: S3 is
often used as a data lake for storing raw data before processing. It provides
high durability and availability for large-scale data storage. AWS Data
Engineering
2. Amazon
Redshift:
Concept: Amazon Redshift is a fully managed,
petabyte-scale data warehouse service.
Use in
Data Engineering: Redshift
is commonly used for analytical processing and querying of large datasets. It
is optimized for high-performance analysis.
3. AWS Glue:
Concept: AWS Glue is a fully managed extract,
transform, and load (ETL) service that makes it easy for you to prepare and
load your data for analysis.
Use in
Data Engineering: Glue can
automate the ETL process, making it easier to transform and prepare data for
analysis. It supports various data sources and destinations.
4. Amazon EMR
(Elastic Map Reduce):
Concept: Amazon EMR is a cloud-based big data
platform that allows processing of large data sets using popular frameworks
such as Apache Spark and Apache Hardtop.
Use in
Data Engineering: EMR is
used for distributed processing of large datasets. It is suitable for a wide
range of data processing tasks, including data transformation and analysis. Data Engineer
Training in Hyderabad
5. AWS Data
Pipeline:
Concept: AWS Data Pipeline is a web service
for orchestrating and automating the movement and transformation of data
between different AWS services and on-premises data sources.
Use in
Data Engineering: Data
Pipeline helps you create, schedule, and manage data workflows, making it
easier to move and process data across different services.
6. Amazon
Kinesis:
Concept: Amazon Kinesis is a platform for
streaming data on AWS, offering capabilities for real-time data ingestion and
processing.
Use in
Data Engineering: Kinesis
is suitable for scenarios where you need to ingest and process real-time
streaming data. It includes services like Kinesis Streams for handling
high-throughput data streams.
7. Amazon
Aurora:
Concept: Amazon Aurora is a MySQL and
PostgreSQL-compatible relational database engine.
Use in
Data Engineering: Aurora
can be used as a scalable and high-performance database for applications,
including those involving data engineering tasks.
8. AWS
Lambda:
Concept: AWS Lambda is a server less computing
service that lets you run your code without provisioning or managing servers.
Use in
Data Engineering: Lambda
functions can be used to execute code in response to events, making it useful
for tasks like data transformation and processing triggered by events. Data Analyst
Course in Hyderabad
9. Amazon Dynamo
DB:
Concept: Amazon Dynamo DB is a fully managed nosily database service.
Use in
Data Engineering: Dynamo
DB can be used to store and retrieve semi-structured data and is often used in
scenarios where low-latency and high-throughput access to data is required.
These are just a few examples, and AWS provides a wide range
of services to cater to various data engineering needs, from storage and
processing to analytics and machine learning. The choice of services depends on
the specific requirements of your data engineering workflows.
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