SlideShare a Scribd company logo
1 of 56
© 2016, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Russell Nash – AWS Solutions Architect, AWS
Building
a Modern Data Architecture
on AWS
In partnership with:
SCALABLE FLEXIBLE MANAGEABLE
COST
EFFECTIVE
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Modern Data Architecture
AWS
Cloud Trail
AWS
IAM
Amazon
CloudWatch
AWS
KMS
Database Analytics Flat File
Processing
Real-time
Pipeline
Data Lake
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Database Analytics
Amazon
Redshift
Source
Database
MPP SQL Database
Optimised for Analytics
Gigabytes to Petabytes
Fully relational
Amazon
Redshift
ID Name
1 John Smith
2 Jane Jones
3 Peter Black
4 Pat Partridge
5 Sarah Cyan
6 Brian Snail
1 John Smith
4 Pat Partridge
2 Jane Jones
5 Sarah Cyan
3 Peter Black
6 Brian Snail
1 John Smith
4 Pat Partridge
2 Jane Jones
5 Sarah Cyan
3 Peter Black
6 Brian Snail
SQL
SQL SQL SQLResults Results Results
Results
160 GB
2 PB
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
ETL
Amazon
Redshift
Source
Database
Database Analytics
AWS Database
Migration Service
Amazon
RedshiftSource
Database
ETL
Data Integration
Partners
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
ELT
Amazon
Redshift
Amazon
Redshift
Source
Database
Database Analytics
https://aws.amazon.com/solutions/case-studies/boingo-wireless/
Database Analytics Flat File
Processing
Real-time
Pipeline
Data Lake
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Batch Processing
Flat
Files
Amazon
S3
Amazon
S3
Object Storage
Low Cost
Highly Scalable
11 9’s of durability
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Flat
Files
Amazon
S3
Batch Processing
AWS
Snowball
AWS
CLI & SDK
In pioneer days, they used oxen for heavy pulling,
and when one ox couldn’t budge a log,
they didn’t try to grow a bigger ox.
Grace Hopper
PIG
Infrastructure
Data Layer
Process Layer
Framework
Applications
PIG
SQL
Infrastructure
Data Layer
Process Layer
Framework
Applications
PIG
SQL
Amazon
EMR
PIG
SQL
Amazon
EMR
Amazon
S3
EMRFS
Amazon
EMR
• Managed Hadoop
• Optimized with S3
• Open Source Support
Compute Flexibility
Compute Memory Storage
Machine Learning
C4 Family
C3 Family
X1 Family
R3 Family
Interactive Analysis
D2 Family
I2 Family
Large HDFS
General
Batch Process
M4 Family
M3 Family
Cost & Time
# CPUs
Time
# CPUs
Time
Wall clock time: 1 hourWall clock time: 10 hours
Spot Price – M3.2XL
On-Demand Spot-Price
$0.08$0.75
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Flat
Files
Amazon
S3
Batch Processing
Amazon
EMR
Amazon
S3
AWS
Glue
AWS
Snowball
AWS
CLI & SDK
AWS
Glue
• Managed Transform Engine
• Job Scheduler
• Data Catalog
• Built on Apache Spark
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Flat
Files
Amazon
S3
Batch Processing
Amazon
EMR
Amazon
S3
AWS
Glue
Amazon
Redshift
Amazon
EMR
AWS
Snowball
AWS
CLI & SDK
PIG
SQL
Amazon
EMR
Amazon
S3
EMRFS
R
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Flat
Files
Amazon
S3
Batch Processing
Amazon
EMR
Amazon
S3
AWS
Glue
Amazon
Redshift
Amazon
EMR
Amazon
AthenaAWS
Snowball
AWS
CLI & SDK
Amazon
Athena
Query S3 data with SQL
Serverless
Instant Spin-Up
Pay per Query
Athena
S3
Comparison of SQL Processing engines
Amazon
Redshift
Amazon
Athena
Data Structure
Languages
Semi Semi
SQL, HiveQL SQL
Full
SQL
Data Store S3/HDFS S3 Local
SQL
Semi
SQL
S3/HDFS
Performance
Comparison of SQL Processing engines
Transformation
SQL Queries
For S3/HDFS
Fully Featured
SQL
Database
Use Case
Amazon
Redshift
Amazon
Athena
SQL
Serverless
SQL Queries
for S3
https://aws.amazon.com/solutions/case-studies/finra/
Database Analytics Flat File
Processing
Real-time
Pipeline
Data Lake
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Real-time Pipeline
Amazon
Kinesis
Machines
Devices
Mobile
Clickstream
Availability
Zone
Availability
Zone
Availability
Zone
Amazon Kinesis
Stream
AWS Lambda
KCL App
Amazon EMR
Streaming
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Amazon
Kinesis
AWS Lambda
Application
Amazon EMR
Streaming
S3
(Log)
Amazon
ElasticSearch
(Dashboard)
Real-time Pipeline
Amazon
Elasticsearch
• Search and Analytics
• Scalable
• Fully Managed
• Integrated – Logstash, Kibana
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Amazon
Kinesis
AWS Lambda
Application
Amazon EMR
Streaming
S3
(Logs)
Amazon
ElasticSearch
(Dashboards)
Amazon EMR
(Predictions)
ML
Amazon SNS
(Alerts)
Real-time Pipeline
Amazon
Redshift
(Analytics)
StreamAlert
https://medium.com/airbnb-engineering/streamalert-real-time-data-analysis-and-alerting-e8619e3e5043
Database Analytics Flat File
Processing
Real-time
Pipeline
Data Lake
Any data Any analysisData Lake
Ingest Serving
Speed (Real-time)
Scale (Batch)
Data analysts
Data scientists
Business users
Engagement platforms
Automation / events
Sources
Amazon
Kinesis
AWS Lambda
Application
Amazon EMR
Streaming
Amazon
EMR
Data Lake
Amazon
Redshift
ETL
Amazon
Athena
EC2
AWS
CLI & SDK
Amazon
S3
Amazon
EMR
Amazon
S3
AWS
Cloud Trail
AWS
IAM
Amazon
CloudWatch
AWS
KMS
New X1 Instance - Tons of Memory
• Large-scale, in-memory applications
• Intel® Xeon® E7 8880 v3 Haswell processors
• Up to 2TB of memory
• Up to 128 vCPUs per instance
Intel® Processor Technologies
Intel®	AVX	– Dramatically	increases	performance	for	highly	parallel	HPC	workloads	
such	as	life	science	engineering,	data	mining,	financial	analysis,	media	processing
Intel®	AES-NI	– Enhances	security	with	new	encryption	instructions	that	reduce	the	
performance	penalty	associated	with	encrypting/decrypting	data
Intel®	Turbo	Boost	Technology	– Increases	computing	power	with	performance	that	
adapts	to	spikes	in	workloads
Intel	Transactional	Synchronization	(TSX)	Extensions	– Enables	execution	of	
transactions	that	are	independent	to	accelerate	throughput
P	state	&	C	state	control – provides	granular	performance	tuning	for	cores	and	sleep	
states	to	improve	overall	application	performance
REGISTER NOW
http://amzn.to/2jFt11N
Complimentary labs are available only till 31 March 2017
Get hands on experience working with the AWS Technology.
Access the complimentary Big Data on AWS self-paced labs

More Related Content

What's hot

Data Mesh Part 4 Monolith to Mesh
Data Mesh Part 4 Monolith to MeshData Mesh Part 4 Monolith to Mesh
Data Mesh Part 4 Monolith to Mesh
Jeffrey T. Pollock
 

What's hot (20)

AWS Lake Formation Deep Dive
AWS Lake Formation Deep DiveAWS Lake Formation Deep Dive
AWS Lake Formation Deep Dive
 
Building Data Lakes and Analytics on AWS
Building Data Lakes and Analytics on AWSBuilding Data Lakes and Analytics on AWS
Building Data Lakes and Analytics on AWS
 
Building-a-Data-Lake-on-AWS
Building-a-Data-Lake-on-AWSBuilding-a-Data-Lake-on-AWS
Building-a-Data-Lake-on-AWS
 
The Zen of DataOps – AWS Lake Formation and the Data Supply Chain Pipeline
The Zen of DataOps – AWS Lake Formation and the Data Supply Chain PipelineThe Zen of DataOps – AWS Lake Formation and the Data Supply Chain Pipeline
The Zen of DataOps – AWS Lake Formation and the Data Supply Chain Pipeline
 
Best Practices for Building Your Data Lake on AWS
Best Practices for Building Your Data Lake on AWSBest Practices for Building Your Data Lake on AWS
Best Practices for Building Your Data Lake on AWS
 
Getting Started with AWS Database Migration Service
Getting Started with AWS Database Migration ServiceGetting Started with AWS Database Migration Service
Getting Started with AWS Database Migration Service
 
Azure Synapse Analytics Overview (r2)
Azure Synapse Analytics Overview (r2)Azure Synapse Analytics Overview (r2)
Azure Synapse Analytics Overview (r2)
 
Owning Your Own (Data) Lake House
Owning Your Own (Data) Lake HouseOwning Your Own (Data) Lake House
Owning Your Own (Data) Lake House
 
Data Mesh Part 4 Monolith to Mesh
Data Mesh Part 4 Monolith to MeshData Mesh Part 4 Monolith to Mesh
Data Mesh Part 4 Monolith to Mesh
 
Building Modern Data Platform with Microsoft Azure
Building Modern Data Platform with Microsoft AzureBuilding Modern Data Platform with Microsoft Azure
Building Modern Data Platform with Microsoft Azure
 
Introduction to AWS Glue
Introduction to AWS Glue Introduction to AWS Glue
Introduction to AWS Glue
 
Data Lake Overview
Data Lake OverviewData Lake Overview
Data Lake Overview
 
Azure data platform overview
Azure data platform overviewAzure data platform overview
Azure data platform overview
 
Time to Talk about Data Mesh
Time to Talk about Data MeshTime to Talk about Data Mesh
Time to Talk about Data Mesh
 
Module 2 - Datalake
Module 2 - DatalakeModule 2 - Datalake
Module 2 - Datalake
 
Introduction to AWS Glue
Introduction to AWS GlueIntroduction to AWS Glue
Introduction to AWS Glue
 
Azure data factory
Azure data factoryAzure data factory
Azure data factory
 
Building End-to-End Delta Pipelines on GCP
Building End-to-End Delta Pipelines on GCPBuilding End-to-End Delta Pipelines on GCP
Building End-to-End Delta Pipelines on GCP
 
DW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptxDW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptx
 
Amazon QuickSight
Amazon QuickSightAmazon QuickSight
Amazon QuickSight
 

Similar to Building a Modern Data Architecture on AWS - Webinar

Similar to Building a Modern Data Architecture on AWS - Webinar (20)

Building A Modern Data Analytics Architecture on AWS
Building A Modern Data Analytics Architecture on AWSBuilding A Modern Data Analytics Architecture on AWS
Building A Modern Data Analytics Architecture on AWS
 
Modern Data Architectures for Business Insights at Scale
Modern Data Architectures for Business Insights at ScaleModern Data Architectures for Business Insights at Scale
Modern Data Architectures for Business Insights at Scale
 
Modern Data Architectures for Business Insights at Scale
Modern Data Architectures for Business Insights at ScaleModern Data Architectures for Business Insights at Scale
Modern Data Architectures for Business Insights at Scale
 
Modern data architectures for real time analytics and engagement
Modern data architectures for real time analytics and engagementModern data architectures for real time analytics and engagement
Modern data architectures for real time analytics and engagement
 
Modern Data Architectures for Real Time Analytics & Engagement
Modern Data Architectures for Real Time Analytics & EngagementModern Data Architectures for Real Time Analytics & Engagement
Modern Data Architectures for Real Time Analytics & Engagement
 
Building your first Data lake platform
Building your first Data lake platform Building your first Data lake platform
Building your first Data lake platform
 
Your First Data Lake on AWS_Simon Elisha
Your First Data Lake on AWS_Simon ElishaYour First Data Lake on AWS_Simon Elisha
Your First Data Lake on AWS_Simon Elisha
 
From Data Collection to Actionable Insights in 60 Seconds: AWS Developer Work...
From Data Collection to Actionable Insights in 60 Seconds: AWS Developer Work...From Data Collection to Actionable Insights in 60 Seconds: AWS Developer Work...
From Data Collection to Actionable Insights in 60 Seconds: AWS Developer Work...
 
Building Data Lakes and Analytics on AWS; Patterns and Best Practices - BDA30...
Building Data Lakes and Analytics on AWS; Patterns and Best Practices - BDA30...Building Data Lakes and Analytics on AWS; Patterns and Best Practices - BDA30...
Building Data Lakes and Analytics on AWS; Patterns and Best Practices - BDA30...
 
Big Data and Analytics
Big Data and AnalyticsBig Data and Analytics
Big Data and Analytics
 
AWS Analytics Immersion Day - Build BI System from Scratch (Day1, Day2 Full V...
AWS Analytics Immersion Day - Build BI System from Scratch (Day1, Day2 Full V...AWS Analytics Immersion Day - Build BI System from Scratch (Day1, Day2 Full V...
AWS Analytics Immersion Day - Build BI System from Scratch (Day1, Day2 Full V...
 
Implementing a Data Lake
Implementing a Data LakeImplementing a Data Lake
Implementing a Data Lake
 
Build Data Lakes and Analytics on AWS: Patterns & Best Practices - BDA305 - A...
Build Data Lakes and Analytics on AWS: Patterns & Best Practices - BDA305 - A...Build Data Lakes and Analytics on AWS: Patterns & Best Practices - BDA305 - A...
Build Data Lakes and Analytics on AWS: Patterns & Best Practices - BDA305 - A...
 
BDA305 Building Data Lakes and Analytics on AWS
BDA305 Building Data Lakes and Analytics on AWSBDA305 Building Data Lakes and Analytics on AWS
BDA305 Building Data Lakes and Analytics on AWS
 
Building Data Lakes and Analytics on AWS; Patterns and Best Practices - BDA30...
Building Data Lakes and Analytics on AWS; Patterns and Best Practices - BDA30...Building Data Lakes and Analytics on AWS; Patterns and Best Practices - BDA30...
Building Data Lakes and Analytics on AWS; Patterns and Best Practices - BDA30...
 
BDA303 Serverless big data architectures: Design patterns and best practices
BDA303 Serverless big data architectures: Design patterns and best practicesBDA303 Serverless big data architectures: Design patterns and best practices
BDA303 Serverless big data architectures: Design patterns and best practices
 
Big Data & Analytics: End to End on AWS - Technical 101
Big Data & Analytics: End to End on AWS - Technical 101Big Data & Analytics: End to End on AWS - Technical 101
Big Data & Analytics: End to End on AWS - Technical 101
 
Serverless Big Data Architectures: Serverless Data Analytics
Serverless Big Data Architectures: Serverless Data AnalyticsServerless Big Data Architectures: Serverless Data Analytics
Serverless Big Data Architectures: Serverless Data Analytics
 
Preparing Data for the Lake
Preparing Data for the LakePreparing Data for the Lake
Preparing Data for the Lake
 
AWS re:Invent 2016: Building Big Data Applications with the AWS Big Data Plat...
AWS re:Invent 2016: Building Big Data Applications with the AWS Big Data Plat...AWS re:Invent 2016: Building Big Data Applications with the AWS Big Data Plat...
AWS re:Invent 2016: Building Big Data Applications with the AWS Big Data Plat...
 

More from Amazon Web Services

Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWS
Amazon Web Services
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch Deck
Amazon Web Services
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without servers
Amazon Web Services
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
Amazon Web Services
 

More from Amazon Web Services (20)

Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
 
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
 
Esegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateEsegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS Fargate
 
Costruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSCostruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWS
 
Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot
 
Open banking as a service
Open banking as a serviceOpen banking as a service
Open banking as a service
 
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
 
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
 
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsMicrosoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
 
Computer Vision con AWS
Computer Vision con AWSComputer Vision con AWS
Computer Vision con AWS
 
Database Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareDatabase Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatare
 
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSCrea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
 
API moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAPI moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e web
 
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareDatabase Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
 
Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWS
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch Deck
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without servers
 
Fundraising Essentials
Fundraising EssentialsFundraising Essentials
Fundraising Essentials
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
 
Introduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceIntroduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container Service
 

Recently uploaded

Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
amitlee9823
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
amitlee9823
 
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
amitlee9823
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
amitlee9823
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
amitlee9823
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
amitlee9823
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter Lessons
JoseMangaJr1
 

Recently uploaded (20)

Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
 
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
 
Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science Project
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and Milvus
 
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
 
ELKO dropshipping via API with DroFx.pptx
ELKO dropshipping via API with DroFx.pptxELKO dropshipping via API with DroFx.pptx
ELKO dropshipping via API with DroFx.pptx
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
 
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
 
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort ServiceBDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
BDSM⚡Call Girls in Mandawali Delhi >༒8448380779 Escort Service
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
 
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptx
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
BigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptxBigBuy dropshipping via API with DroFx.pptx
BigBuy dropshipping via API with DroFx.pptx
 
Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter Lessons
 

Building a Modern Data Architecture on AWS - Webinar