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CASSANDRA Exploring NoSQL
!1
Bu
Building Data Warehouse by using REDSHIFT
What is Redshift?
1. An Amazon Redshift data warehouse is an enterprise-class relational
database query and management system. 

2. Amazon Redshift supports client connections with many types of
applications, including business intelligence (BI), reporting, data, and analytics
tools. 

3. When you execute analytic queries, you are retrieving, comparing, and
evaluating large amounts of data in multiple-stage operations to produce a final
result. 

4. Amazon Redshift achieves efficient storage and optimum query performance
through a combination of massively parallel processing, columnar data storage,
and very efficient, targeted data compression encoding schemes. This section
presents an introduction to the Amazon Redshift system architecture.

What is Redshift?
Data warehouse
ETL?
1. Time consuming

2. Expensive

3. Complexity with parallel processing 

4. Hard to scale

5. Does not support data lake

6. Fault tolerance

Challenges?
ELT instead of ETL

Redshift
Redshift
Redshift works on principle called ELT
Build Schema on Target Database(Redshift)



Create a CSV from your datasource and put into S3

Use COPY command to upload data into Redshift

How ELT looks with Redshift
Sample DW house Redshift
https://github.com/nanofaroque/data-engineering-udacity/tree/master/Lesson_3/
Data_Warehouse
Redshift internal architecture?
Columnar Storage?
1. 1/3 IO of row based storage

2. Better compression

3. Better Storage options for unstructured rows

4. Bigger block size reduces IO

Benefits of columnar storage?
Redshift run on Single AZ but not in multi AZ. 

Fault Tolerance
Fault Tolerance
Fault Tolerance
Fault Tolerance
Fault Tolerance
What happened leader fails??

Benefits of columnar storage?
1. All blocks on disk and s3 are encrypted

2. SSL is used in data transit

3. VPC is used for network isolation

4. Audit logging with cloud trail

Security
1. We can use different type of instance

2. Resizing is super easy by using CLI or few clicks on console

3. During resizing, cluster becomes read only. Data will be
copied to new cluster with MPP

Scalability
https://github.com/nanofaroque/nerd-read/tree/master/redshift
Good Read
Thanks
The Omar

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Redshift

  • 1. CASSANDRA Exploring NoSQL !1 Bu Building Data Warehouse by using REDSHIFT
  • 3. 1. An Amazon Redshift data warehouse is an enterprise-class relational database query and management system. 2. Amazon Redshift supports client connections with many types of applications, including business intelligence (BI), reporting, data, and analytics tools. 3. When you execute analytic queries, you are retrieving, comparing, and evaluating large amounts of data in multiple-stage operations to produce a final result. 4. Amazon Redshift achieves efficient storage and optimum query performance through a combination of massively parallel processing, columnar data storage, and very efficient, targeted data compression encoding schemes. This section presents an introduction to the Amazon Redshift system architecture. What is Redshift?
  • 6. 1. Time consuming 2. Expensive 3. Complexity with parallel processing 4. Hard to scale 5. Does not support data lake 6. Fault tolerance Challenges?
  • 7. ELT instead of ETL Redshift
  • 8. Redshift Redshift works on principle called ELT
  • 9. Build Schema on Target Database(Redshift) Create a CSV from your datasource and put into S3 Use COPY command to upload data into Redshift How ELT looks with Redshift
  • 10. Sample DW house Redshift https://github.com/nanofaroque/data-engineering-udacity/tree/master/Lesson_3/ Data_Warehouse
  • 13. 1. 1/3 IO of row based storage 2. Better compression 3. Better Storage options for unstructured rows 4. Bigger block size reduces IO Benefits of columnar storage?
  • 14. Redshift run on Single AZ but not in multi AZ. Fault Tolerance
  • 19. What happened leader fails?? Benefits of columnar storage?
  • 20. 1. All blocks on disk and s3 are encrypted 2. SSL is used in data transit 3. VPC is used for network isolation 4. Audit logging with cloud trail Security
  • 21. 1. We can use different type of instance 2. Resizing is super easy by using CLI or few clicks on console 3. During resizing, cluster becomes read only. Data will be copied to new cluster with MPP Scalability