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© 2015, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Pavan Pothukuchi
June 17, 2015
Amazon Redshift
Getting Started
Introduction
Petabyte scale
Massively parallel
Relational data warehouse
Fully managed; zero admin
Amazon
Redshift
a lot faster
a lot cheaper
a whole lot simpler
Redshift
EMR
EC2
Analyze
Data Pipeline
Glacier
DynamoDB
Store
Direct Connect
Collect
Kinesis
S3
Selected Amazon Redshift Customers
Rapidly Growing Ecosystem
Benefits
Amazon Redshift Architecture
Leader Node
• SQL endpoint, JDBC/ODBC
• Stores metadata
• Coordinates query execution
Compute Nodes
• Local, columnar storage
• Execute queries in parallel
• Load, backup, restore via Amazon S3
• Load from Amazon DynamoDB or SSH
Two hardware platforms
• Optimized for data processing
• DS2: HDD; scale from 2TB to 2PB
• DC1: SSD; scale from 160GB to 326TB
10 GigE
(HPC)
Ingestion
Backup
Restore
JDBC/ODBC
Amazon Redshift dramatically reduces I/O
Column storage
Data compression
Zone maps
Direct-attached storage
Large data block sizes
ID Age State Amoun
t
123 20 CA 500
345 25 WA 250
678 40 FL 125
957 37 WA 375
Amazon Redshift dramatically reduces I/O
Column storage
Data compression
Zone maps
Direct-attached storage
Large data block sizes
ID Age State Amoun
t
123 20 CA 500
345 25 WA 250
678 40 FL 125
957 37 WA 375
Amazon Redshift dramatically reduces I/O
Column storage
Data compression
Zone maps
Direct-attached storage
Large data block sizes
analyze compression listing;
Table | Column | Encoding
---------+----------------+----------
listing | listid | delta
listing | sellerid | delta32k
listing | eventid | delta32k
listing | dateid | bytedict
listing | numtickets | bytedict
listing | priceperticket | delta32k
listing | totalprice | mostly32
listing | listtime | raw
Amazon Redshift dramatically reduces I/O
Column storage
Data compression
Zone maps
Direct-attached storage
Large data block sizes
• Track of the minimum and
maximum value for each block
• Skip over blocks that don’t contain
the data needed for a given query
• Minimize unnecessary I/O
Amazon Redshift dramatically reduces I/O
Column storage
Data compression
Zone maps
Direct-attached storage
Large data block sizes
• Use direct-attached storage to
maximize throughput
• Hardware optimized for high
performance data processing
• Large block sizes to make the
most of each read
• Amazon Redshift manages
durability for you
Amazon Redshift Node Types
• Optimized for I/O intensive workloads
• High disk density
• On demand at $0.85/hour
• As low as $1,000/TB/Year
• Scale from 2TB to 2PB
DS2.XL: 31 GB RAM, 2 Cores
2 TB compressed storage, 0.5 GB/sec scan
DS2.8XL: 244 GB RAM, 16 Cores
16 TB compressed, 4 GB/sec scan
• High performance at smaller storage size
• High compute and memory density
• On demand at $0.25/hour
• As low as $5,500/TB/Year
• Scale from 160GB to 326TB
DC1.L: 16 GB RAM, 2 Cores
160 GB compressed SSD storage
DC1.8XL: 256 GB RAM, 32 Cores
2.56 TB of compressed SSD storage
Priced to let you analyze all your data
Price is nodes times hourly
cost
No charge for leader node
3x data compression on avg
Price includes 3 copies of
data
DS2 (HDD)
Price Per Hour for
DW1.XL Single Node
Effective Annual
Price per TB compressed
On-Demand $ 0.850 $ 3,725
1 Year Reservation $ 0.500 $ 2,190
3 Year Reservation $ 0.228 $ 999
DC1 (SSD)
Price Per Hour for
DW2.L Single Node
Effective Annual
Price per TB compressed
On-Demand $ 0.250 $ 13,690
1 Year Reservation $ 0.161 $ 8,795
3 Year Reservation $ 0.100 $ 5,500
Built-in Security
• Load encrypted from S3
• SSL to secure data in transit; ECDHE perfect
forward security
• Encryption to secure data at rest
• All blocks on disks & in Amazon S3 encrypted
• Block key, Cluster key, Master key (AES-256)
• On-premises HSM & CloudHSM support
• Audit logging & AWS CloudTrail integration
• Amazon VPC support
• SOC 1/2/3, PCI-DSS Level 1, FedRAMP
10 GigE
(HPC)
Ingestion
Backup
Restore
Customer VPC
Internal
VPC
JDBC/ODBC
Durability and Availability – Managed
Replication within the cluster and backup to Amazon S3 to maintain multiple copies of data at
all times
Backups to Amazon S3 are continuous, automatic, and incremental
• Designed for eleven nines of durability
Continuous monitoring and automated recovery from failures of drives and nodes
Able to restore snapshots to any Availability Zone within a region
Easily enable backups to a second region for disaster recovery
Use cases
Common Customer Use Cases
Reduce costs by extending DW
rather than adding HW
Migrate completely from existing
DW systems
Respond faster to business
Improve performance by an
order of magnitude
Make more data available for
analysis
Access business data via
standard reporting tools
Add analytic functionality to
applications
Scale DW capacity as demand
grows
Reduce HW & SW costs by an
order of magnitude
Traditional Enterprise DW Companies with Big Data SaaS Companies
• 10s of million ads/day
• Stores 18 months of data
• Analyzes ad opportunities,
clicks and experiments
• 250M mobile events/day
• Stores 3 wk. granular and 4
yr. of aggregate data
• Analyzes new feature usage
and A/B testing
Create and Scale
Enter Cluster Details
Select Node Configuration
Select Security Settings and Provision
Point and click resize
Resize
• Resize while remaining online
• Provision a new cluster in the
background
• Copy data in parallel from node to
node
• Only charged for source cluster
Load data
AWS CloudCorporate Data center
Amazon S3
Amazon
Redshift
Flat files
Data loading options
AWS CloudCorporate Data center
ETL
Source DBs
Amazon
Redshift
Amazon
Redshift
Data loading options
AWS Cloud
Amazon
Redshift
Amazon
Kinesis
Data loading options
Demo for loading data
Use the COPY command
Each slice can load one file at a
time
A single input file means only one
slice is ingesting data
Instead of 100MB/s, you’re only
getting 6.25MB/s
Use multiple input files to maximize
throughput
Use the COPY command
You need at least as many input
files as you have slices
With 16 input files, all slices are
working so you maximize
throughput
Get 100MB/s per node; scale
linearly as you add nodes
Use multiple input files to maximize
throughput
Load lineorder table from single file
copy lineorder from 's3://awssampledb/load/lo/lineorder-single.tbl'
credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=>key>'
gzip
compupdate off
region 'us-east-1';
Load lineorder table from multiple files
copy lineorder from 's3://awssampledb/load/lo/lineorder-multi.tbl'
credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=>key>'
gzip
compupdate off
region 'us-east-1';
Query
JDBC/ODBC
Amazon Redshift
Amazon Redshift works with your existing
analysis tools
ODBC/JDBC
BI Clients
Redshift
ODBC/JDBC
BI Server Redshift
Clients
Monitor query performance
View explain plans
Resources
Pavan Pothukuchi | pavanpo@amazon.com |
Detail Pages
• http://aws.amazon.com/redshift
• https://aws.amazon.com/marketplace/redshift/
Best Practices
• http://docs.aws.amazon.com/redshift/latest/dg/c_loading-data-best-practices.html
• http://docs.aws.amazon.com/redshift/latest/dg/c_designing-tables-best-practices.html
• http://docs.aws.amazon.com/redshift/latest/dg/c-optimizing-query-performance.html
Deep Dive Webinar Series in July
• Migration and Loading Data
• Optimizing Performance
• Reporting and Advanced Analytics
AWS Summit – Chicago: An exciting, free cloud conference designed to educate and inform new
customers about the AWS platform, best practices and new cloud services.
Details
• July 1, 2015
• Chicago, Illinois
• @ McCormick Place
Featuring
• New product launches
• 36+ sessions, labs, and bootcamps
• Executive and partner networking
Registration is now open
• Come and see what AWS and the cloud can do for you.
• Click here to register: http://amzn.to/1RooPPL
Pavan Pothukuchi – pavanpo@amazon.com
Load part table using key prefix
copy part from 's3://pp-redshift-webinar-demo/load/part-csv.tbl'
credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=<key>;'
csv
null as '000';
Load supplier table using gzip
copy supplier from 's3://awssampledb/ssbgz/supplier.tbl'
credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=<key>'
delimiter '|'
gzip
region 'us-east-1';
Load customer table using a manifest file
copy customer from 's3://pp-redshift-webinar-demo/load/customer-fw-manifest'
credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=<key>'
fixedwidth 'c_custkey:10, c_name:25, c_address:25, c_city:10, c_nation:15, c_region :12,
c_phone:15,c_mktsegment:10'
maxerror 10
acceptinvchars as '^'
manifest;
Load dwdate using auto
copy dwdate from 's3://pp-redshift-webinar-demo/load/dwdate-tab.tbl'
credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=<key>'
delimiter 't'
dateformat 'auto';
Load lineorder table from single file
copy lineorder from 's3://awssampledb/load/lo/lineorder-single.tbl'
credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=>key>'
gzip
compupdate off
region 'us-east-1';
Load lineorder table from multiple files
copy lineorder from 's3://awssampledb/load/lo/lineorder-multi.tbl'
credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=>key>'
gzip
compupdate off
region 'us-east-1';

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AWS June Webinar Series - Getting Started: Amazon Redshift

  • 1. © 2015, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Pavan Pothukuchi June 17, 2015 Amazon Redshift Getting Started
  • 3. Petabyte scale Massively parallel Relational data warehouse Fully managed; zero admin Amazon Redshift a lot faster a lot cheaper a whole lot simpler
  • 8. Amazon Redshift Architecture Leader Node • SQL endpoint, JDBC/ODBC • Stores metadata • Coordinates query execution Compute Nodes • Local, columnar storage • Execute queries in parallel • Load, backup, restore via Amazon S3 • Load from Amazon DynamoDB or SSH Two hardware platforms • Optimized for data processing • DS2: HDD; scale from 2TB to 2PB • DC1: SSD; scale from 160GB to 326TB 10 GigE (HPC) Ingestion Backup Restore JDBC/ODBC
  • 9. Amazon Redshift dramatically reduces I/O Column storage Data compression Zone maps Direct-attached storage Large data block sizes ID Age State Amoun t 123 20 CA 500 345 25 WA 250 678 40 FL 125 957 37 WA 375
  • 10. Amazon Redshift dramatically reduces I/O Column storage Data compression Zone maps Direct-attached storage Large data block sizes ID Age State Amoun t 123 20 CA 500 345 25 WA 250 678 40 FL 125 957 37 WA 375
  • 11. Amazon Redshift dramatically reduces I/O Column storage Data compression Zone maps Direct-attached storage Large data block sizes analyze compression listing; Table | Column | Encoding ---------+----------------+---------- listing | listid | delta listing | sellerid | delta32k listing | eventid | delta32k listing | dateid | bytedict listing | numtickets | bytedict listing | priceperticket | delta32k listing | totalprice | mostly32 listing | listtime | raw
  • 12. Amazon Redshift dramatically reduces I/O Column storage Data compression Zone maps Direct-attached storage Large data block sizes • Track of the minimum and maximum value for each block • Skip over blocks that don’t contain the data needed for a given query • Minimize unnecessary I/O
  • 13. Amazon Redshift dramatically reduces I/O Column storage Data compression Zone maps Direct-attached storage Large data block sizes • Use direct-attached storage to maximize throughput • Hardware optimized for high performance data processing • Large block sizes to make the most of each read • Amazon Redshift manages durability for you
  • 14. Amazon Redshift Node Types • Optimized for I/O intensive workloads • High disk density • On demand at $0.85/hour • As low as $1,000/TB/Year • Scale from 2TB to 2PB DS2.XL: 31 GB RAM, 2 Cores 2 TB compressed storage, 0.5 GB/sec scan DS2.8XL: 244 GB RAM, 16 Cores 16 TB compressed, 4 GB/sec scan • High performance at smaller storage size • High compute and memory density • On demand at $0.25/hour • As low as $5,500/TB/Year • Scale from 160GB to 326TB DC1.L: 16 GB RAM, 2 Cores 160 GB compressed SSD storage DC1.8XL: 256 GB RAM, 32 Cores 2.56 TB of compressed SSD storage
  • 15. Priced to let you analyze all your data Price is nodes times hourly cost No charge for leader node 3x data compression on avg Price includes 3 copies of data DS2 (HDD) Price Per Hour for DW1.XL Single Node Effective Annual Price per TB compressed On-Demand $ 0.850 $ 3,725 1 Year Reservation $ 0.500 $ 2,190 3 Year Reservation $ 0.228 $ 999 DC1 (SSD) Price Per Hour for DW2.L Single Node Effective Annual Price per TB compressed On-Demand $ 0.250 $ 13,690 1 Year Reservation $ 0.161 $ 8,795 3 Year Reservation $ 0.100 $ 5,500
  • 16. Built-in Security • Load encrypted from S3 • SSL to secure data in transit; ECDHE perfect forward security • Encryption to secure data at rest • All blocks on disks & in Amazon S3 encrypted • Block key, Cluster key, Master key (AES-256) • On-premises HSM & CloudHSM support • Audit logging & AWS CloudTrail integration • Amazon VPC support • SOC 1/2/3, PCI-DSS Level 1, FedRAMP 10 GigE (HPC) Ingestion Backup Restore Customer VPC Internal VPC JDBC/ODBC
  • 17. Durability and Availability – Managed Replication within the cluster and backup to Amazon S3 to maintain multiple copies of data at all times Backups to Amazon S3 are continuous, automatic, and incremental • Designed for eleven nines of durability Continuous monitoring and automated recovery from failures of drives and nodes Able to restore snapshots to any Availability Zone within a region Easily enable backups to a second region for disaster recovery
  • 19. Common Customer Use Cases Reduce costs by extending DW rather than adding HW Migrate completely from existing DW systems Respond faster to business Improve performance by an order of magnitude Make more data available for analysis Access business data via standard reporting tools Add analytic functionality to applications Scale DW capacity as demand grows Reduce HW & SW costs by an order of magnitude Traditional Enterprise DW Companies with Big Data SaaS Companies
  • 20. • 10s of million ads/day • Stores 18 months of data • Analyzes ad opportunities, clicks and experiments • 250M mobile events/day • Stores 3 wk. granular and 4 yr. of aggregate data • Analyzes new feature usage and A/B testing
  • 24. Select Security Settings and Provision
  • 25. Point and click resize
  • 26. Resize • Resize while remaining online • Provision a new cluster in the background • Copy data in parallel from node to node • Only charged for source cluster
  • 28. AWS CloudCorporate Data center Amazon S3 Amazon Redshift Flat files Data loading options
  • 29. AWS CloudCorporate Data center ETL Source DBs Amazon Redshift Amazon Redshift Data loading options
  • 32. Use the COPY command Each slice can load one file at a time A single input file means only one slice is ingesting data Instead of 100MB/s, you’re only getting 6.25MB/s Use multiple input files to maximize throughput
  • 33. Use the COPY command You need at least as many input files as you have slices With 16 input files, all slices are working so you maximize throughput Get 100MB/s per node; scale linearly as you add nodes Use multiple input files to maximize throughput
  • 34. Load lineorder table from single file copy lineorder from 's3://awssampledb/load/lo/lineorder-single.tbl' credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=>key>' gzip compupdate off region 'us-east-1';
  • 35. Load lineorder table from multiple files copy lineorder from 's3://awssampledb/load/lo/lineorder-multi.tbl' credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=>key>' gzip compupdate off region 'us-east-1';
  • 36. Query
  • 37. JDBC/ODBC Amazon Redshift Amazon Redshift works with your existing analysis tools
  • 42. Resources Pavan Pothukuchi | pavanpo@amazon.com | Detail Pages • http://aws.amazon.com/redshift • https://aws.amazon.com/marketplace/redshift/ Best Practices • http://docs.aws.amazon.com/redshift/latest/dg/c_loading-data-best-practices.html • http://docs.aws.amazon.com/redshift/latest/dg/c_designing-tables-best-practices.html • http://docs.aws.amazon.com/redshift/latest/dg/c-optimizing-query-performance.html Deep Dive Webinar Series in July • Migration and Loading Data • Optimizing Performance • Reporting and Advanced Analytics
  • 43. AWS Summit – Chicago: An exciting, free cloud conference designed to educate and inform new customers about the AWS platform, best practices and new cloud services. Details • July 1, 2015 • Chicago, Illinois • @ McCormick Place Featuring • New product launches • 36+ sessions, labs, and bootcamps • Executive and partner networking Registration is now open • Come and see what AWS and the cloud can do for you. • Click here to register: http://amzn.to/1RooPPL
  • 44. Pavan Pothukuchi – pavanpo@amazon.com
  • 45. Load part table using key prefix copy part from 's3://pp-redshift-webinar-demo/load/part-csv.tbl' credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=<key>;' csv null as '000';
  • 46. Load supplier table using gzip copy supplier from 's3://awssampledb/ssbgz/supplier.tbl' credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=<key>' delimiter '|' gzip region 'us-east-1';
  • 47. Load customer table using a manifest file copy customer from 's3://pp-redshift-webinar-demo/load/customer-fw-manifest' credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=<key>' fixedwidth 'c_custkey:10, c_name:25, c_address:25, c_city:10, c_nation:15, c_region :12, c_phone:15,c_mktsegment:10' maxerror 10 acceptinvchars as '^' manifest;
  • 48. Load dwdate using auto copy dwdate from 's3://pp-redshift-webinar-demo/load/dwdate-tab.tbl' credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=<key>' delimiter 't' dateformat 'auto';
  • 49. Load lineorder table from single file copy lineorder from 's3://awssampledb/load/lo/lineorder-single.tbl' credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=>key>' gzip compupdate off region 'us-east-1';
  • 50. Load lineorder table from multiple files copy lineorder from 's3://awssampledb/load/lo/lineorder-multi.tbl' credentials 'aws_access_key_id=<key_id>;aws_secret_access_key=>key>' gzip compupdate off region 'us-east-1';