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Data Lakes & Analytics en
AWS
Luis Caro
Solutions Architect
Data is a strategic asset
for every organization
The world’s most valuable
resource is
*Copyright: The Economist, 2017, David Parkins
Thinking about data as an asset, not a
cost
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Stop
throwing
data away
Make it
available to
more users
Arm users
with more
data processing
technologies
A data lake is a centralized repository that
allows you to store all your structured and
unstructured data at any scale
Store exabytes of data
Stage from landing dock to transformed to curated–Make
available in each
Load, transform, and catalog once
Make data available to many tools
Open formats and interfaces support innovation
Snowball
Snowmobile Kinesis
Data Firehose
Kinesis
Data Streams
Amazon S3
Amazon
Redshift
Amazon
EMR
Athena
Amazon
Kinesis Amazon
Elasticsearch
Service
Data lakes help you cost-effectively scale
Kinesis
Video Streams
AI Services
Amazon
QuickSight
AWS databases and analytics
Broad and deep portfolio, built for builders
AWS Marketplace
Amazon Redshift
Data warehousing
Amazon EMR
Hadoop + Spark
Athena
Interactive analytics
Kinesis Analytics
Real-time
Amazon Elasticsearch service
Operational Analytics
RDS
MySQL, PostgreSQL, MariaDB,
Oracle, SQL Server
Aurora
MySQL, PostgreSQL
Amazon
QuickSight
Amazon
SageMaker
DynamoDB
Key value, Document
ElastiCache
Redis, Memcached
Neptune
Graph
Timestream
Time Series
QLDB
Ledger Database
S3/Amazon Glacier
AWS Glue
ETL & Data Catalog
Lake Formation
Data Lakes
Database Migration Service | Snowball | Kinesis | Managed Streaming for Apache Kafka | Direct Connect | Transfer for SFTP
Data Movement
AnalyticsDatabases
Business Intelligence & Machine Learning
Data Lake
Managed
Blockchain
Blockchain
Templates
Blockchain
Amazon
Comprehend
Amazon
Rekognition
Amazon
Lex
Amazon
Transcribe
AWS DeepLens 250+ solutions
730+ Database
solutions
600+ Analytics
solutions
25+ Blockchain
solutions
20+ Data lake
solutions
30+ solutions
RDS on VMWare
More data lakes and analytics than anywhere else
More than 10,000 data lakes on AWS
200+ million players
Data provides a constant feedback loop
for game designers
Up-to-the-minute analysis of gamer
satisfaction to drive gamer engagement
Resulting in the most popular
game played in the world
Fortnite
Epic Games uses Data Lakes and analytics
Entire analytics platform running on AWS
S3 leveraged as a Data Lake
All telemetry data is collected with Kinesis
Real-time analytics done through Spark on EMR,
DynamoDB to create scoreboards and real-time queries
Use Amazon EMR for large batch data processing
Game designers use data to inform their decisions
Game
clients
Game
servers
Launcher
Game
services
N E A R R E A L T I M E P I P E L I N E
N E A R R E A L T I M E P I P E L I N E
Grafana
Scoreboards API
Limited Raw Data
(real time ad-hoc SQL)
User ETL
(metric definition)
Spark on EMR DynamoDB
NEAR REALTIME PIPELINES
BATCH PIPELINES
ETL using
EMR
Tableau/BI
Ad-hoc SQLS3
(Data Lake)
Kinesis
APIs
Databases
S3
Other
sources
¿Quiénes somos?
35años Estados Unidos
México
Nicaragua
Costa Rica
República
Dominicana
Panamá
El Salvador
Guatemala
Honduras
Colombia
Trabajando en la región
10Países
+300 Clientes SatisfechosOficinas y Sucursales
+900mil
Millones en depósitos
$3mil
Préstamos
+700mil
+20mm
De transacciones
mensuales
64%
Transacciones por
canales electrónicos
¿Cómo
llegamos
a la
Feb
2018
Nov
2018
Dic
2018
Oct
2019
API Gateway
Integramos nuestros formularios
Web con el Backoffice del Banco,
hoy 15% de nuestras ventas
retail son electrónicas
API Gateway
Integramos nuestros Call centers con la
misma api, hoy procesamos 2 millones
de llamadas al año
Fargate
Automatizamos 55% de las llamadas
de Callcener usando RPA, hoy
tenemos más de 300 robots que
automatizan tareas de call center y
pruebas de Bancanet
S3 Presigned URL
Usamos S3 para nuestra tarjeta
prepago virtual, esperamos
procesar más de 100 mil
solicitudes en línea en los
próximos meses
Ene
2019
Kinesis/Elasticsearch
Analizamos en tiempo real logs de
Bancanet, hoy analizamos 2 millones
eventos al día
¿Cómo llegamos a la nube?
Feb
2018
Nov
2018
Dic
2018
Oct
2019
API Gateway
Integramos nuestros formularios
Web con el Backoffice del Banco,
hoy 15% de nuestras ventas
retail son electrónicas
API Gateway
Integramos nuestros Call centers con la
misma api, hoy procesamos 2 millones
de llamadas al año
Fargate
Automatizamos 55% de las llamadas
de Callcener usando RPA, hoy
tenemos más de 300 robots que
automatizan tareas de call center y
pruebas de Bancanet
S3 Presigned URL
Usamos S3 para nuestra tarjeta
prepago virtual, esperamos
procesar más de 100 mil
solicitudes en línea en los
próximos meses
Ene
2019
Kinesis/Elasticsearch
Analizamos en tiempo real logs de
Bancanet, hoy analizamos 2 millones
eventos al día
¿Cómo llegamos a la nube?
https://www.lafise.com/bancanet
Kinesis
Analytics
Amazon Simple
Notification Service
Salesforce
Service Cloud
Amazon
S3
Kinesis
Agent
Kinesis
Data Stream
Kinesis
Firehose
Amazon
Elasticsearch
AWS
Kibana
Amazon
Cognito
Monitoreo en
Tiempo Real
Detección de
Anomalías
Datos
Geoespaciales
On Premise
60 Segundos
ó 1Mb
Kibana
¿Cómo
5% 5%
6%
8%
15% 14%
17%
18%
19%
21%
Ene Feb Mar Abr May Jun Jul Ago Sep Oct
50%
56%
63%
70%
69%
71% 72%
72%
41% 47%
Uso de Bancanet 3.0
(% De los clients totales que usaron la plataforma)
Usuarios Móviles
3.99%
3.54%
2.76%
1.40%
1.77%
0.86% 0.74% 0.66% 0.96% 0.69% 0.72%
94%
95%
96%
97%
98%
99%
100%
Ene Feb Mar Abr May Jun Jul Ago Sep Oct Nov
Errores en la Plataforma
(% de eventos de error versus el resto)
Store exabytes of data
Stage from landing dock to transformed to curated–Make
available in each
Load, transform, and catalog once
Make data available to many tools
Open formats and interfaces support innovation
Snowball
Snowmobile Kinesis
Data Firehose
Kinesis
Data Streams
Amazon S3
Amazon
Redshift
Amazon
EMR
Athena
Amazon
Kinesis Amazon
Elasticsearch
Service
Data lakes help you cost-effectively scale
Kinesis
Video Streams
AI Services
Amazon
QuickSight
AWS Lake Formation
• Build, secure, and manage a data lake in days
Build a data lake in days,
not months
Build and deploy a fully
managed data lake with a few
clicks
Enforce security
policies across multiple
services
Centrally define security,
governance, and auditing policies in
one place and enforce those policies
for all users and all applications
Combine different
analytics approaches
Empower analyst and data scientist
productivity, giving them self-
service discovery and safe access to
all data from a single catalog
DEMO
Califique nuestra charla
GRACIAS

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AWS Cloud Experience CA: Data Lakes & Analytics en AWS

  • 1. 2 0 1 9
  • 2. Data Lakes & Analytics en AWS Luis Caro Solutions Architect
  • 3. Data is a strategic asset for every organization The world’s most valuable resource is *Copyright: The Economist, 2017, David Parkins
  • 4. Thinking about data as an asset, not a cost © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Stop throwing data away Make it available to more users Arm users with more data processing technologies
  • 5. A data lake is a centralized repository that allows you to store all your structured and unstructured data at any scale
  • 6. Store exabytes of data Stage from landing dock to transformed to curated–Make available in each Load, transform, and catalog once Make data available to many tools Open formats and interfaces support innovation Snowball Snowmobile Kinesis Data Firehose Kinesis Data Streams Amazon S3 Amazon Redshift Amazon EMR Athena Amazon Kinesis Amazon Elasticsearch Service Data lakes help you cost-effectively scale Kinesis Video Streams AI Services Amazon QuickSight
  • 7. AWS databases and analytics Broad and deep portfolio, built for builders AWS Marketplace Amazon Redshift Data warehousing Amazon EMR Hadoop + Spark Athena Interactive analytics Kinesis Analytics Real-time Amazon Elasticsearch service Operational Analytics RDS MySQL, PostgreSQL, MariaDB, Oracle, SQL Server Aurora MySQL, PostgreSQL Amazon QuickSight Amazon SageMaker DynamoDB Key value, Document ElastiCache Redis, Memcached Neptune Graph Timestream Time Series QLDB Ledger Database S3/Amazon Glacier AWS Glue ETL & Data Catalog Lake Formation Data Lakes Database Migration Service | Snowball | Kinesis | Managed Streaming for Apache Kafka | Direct Connect | Transfer for SFTP Data Movement AnalyticsDatabases Business Intelligence & Machine Learning Data Lake Managed Blockchain Blockchain Templates Blockchain Amazon Comprehend Amazon Rekognition Amazon Lex Amazon Transcribe AWS DeepLens 250+ solutions 730+ Database solutions 600+ Analytics solutions 25+ Blockchain solutions 20+ Data lake solutions 30+ solutions RDS on VMWare
  • 8. More data lakes and analytics than anywhere else More than 10,000 data lakes on AWS
  • 9. 200+ million players Data provides a constant feedback loop for game designers Up-to-the-minute analysis of gamer satisfaction to drive gamer engagement Resulting in the most popular game played in the world Fortnite
  • 10. Epic Games uses Data Lakes and analytics Entire analytics platform running on AWS S3 leveraged as a Data Lake All telemetry data is collected with Kinesis Real-time analytics done through Spark on EMR, DynamoDB to create scoreboards and real-time queries Use Amazon EMR for large batch data processing Game designers use data to inform their decisions Game clients Game servers Launcher Game services N E A R R E A L T I M E P I P E L I N E N E A R R E A L T I M E P I P E L I N E Grafana Scoreboards API Limited Raw Data (real time ad-hoc SQL) User ETL (metric definition) Spark on EMR DynamoDB NEAR REALTIME PIPELINES BATCH PIPELINES ETL using EMR Tableau/BI Ad-hoc SQLS3 (Data Lake) Kinesis APIs Databases S3 Other sources
  • 11.
  • 12. ¿Quiénes somos? 35años Estados Unidos México Nicaragua Costa Rica República Dominicana Panamá El Salvador Guatemala Honduras Colombia Trabajando en la región 10Países
  • 13. +300 Clientes SatisfechosOficinas y Sucursales +900mil Millones en depósitos $3mil Préstamos +700mil
  • 16. Feb 2018 Nov 2018 Dic 2018 Oct 2019 API Gateway Integramos nuestros formularios Web con el Backoffice del Banco, hoy 15% de nuestras ventas retail son electrónicas API Gateway Integramos nuestros Call centers con la misma api, hoy procesamos 2 millones de llamadas al año Fargate Automatizamos 55% de las llamadas de Callcener usando RPA, hoy tenemos más de 300 robots que automatizan tareas de call center y pruebas de Bancanet S3 Presigned URL Usamos S3 para nuestra tarjeta prepago virtual, esperamos procesar más de 100 mil solicitudes en línea en los próximos meses Ene 2019 Kinesis/Elasticsearch Analizamos en tiempo real logs de Bancanet, hoy analizamos 2 millones eventos al día ¿Cómo llegamos a la nube?
  • 17. Feb 2018 Nov 2018 Dic 2018 Oct 2019 API Gateway Integramos nuestros formularios Web con el Backoffice del Banco, hoy 15% de nuestras ventas retail son electrónicas API Gateway Integramos nuestros Call centers con la misma api, hoy procesamos 2 millones de llamadas al año Fargate Automatizamos 55% de las llamadas de Callcener usando RPA, hoy tenemos más de 300 robots que automatizan tareas de call center y pruebas de Bancanet S3 Presigned URL Usamos S3 para nuestra tarjeta prepago virtual, esperamos procesar más de 100 mil solicitudes en línea en los próximos meses Ene 2019 Kinesis/Elasticsearch Analizamos en tiempo real logs de Bancanet, hoy analizamos 2 millones eventos al día ¿Cómo llegamos a la nube? https://www.lafise.com/bancanet
  • 18. Kinesis Analytics Amazon Simple Notification Service Salesforce Service Cloud Amazon S3 Kinesis Agent Kinesis Data Stream Kinesis Firehose Amazon Elasticsearch AWS Kibana Amazon Cognito Monitoreo en Tiempo Real Detección de Anomalías Datos Geoespaciales On Premise 60 Segundos ó 1Mb
  • 20.
  • 22. 5% 5% 6% 8% 15% 14% 17% 18% 19% 21% Ene Feb Mar Abr May Jun Jul Ago Sep Oct 50% 56% 63% 70% 69% 71% 72% 72% 41% 47% Uso de Bancanet 3.0 (% De los clients totales que usaron la plataforma) Usuarios Móviles
  • 23. 3.99% 3.54% 2.76% 1.40% 1.77% 0.86% 0.74% 0.66% 0.96% 0.69% 0.72% 94% 95% 96% 97% 98% 99% 100% Ene Feb Mar Abr May Jun Jul Ago Sep Oct Nov Errores en la Plataforma (% de eventos de error versus el resto)
  • 24.
  • 25. Store exabytes of data Stage from landing dock to transformed to curated–Make available in each Load, transform, and catalog once Make data available to many tools Open formats and interfaces support innovation Snowball Snowmobile Kinesis Data Firehose Kinesis Data Streams Amazon S3 Amazon Redshift Amazon EMR Athena Amazon Kinesis Amazon Elasticsearch Service Data lakes help you cost-effectively scale Kinesis Video Streams AI Services Amazon QuickSight
  • 26. AWS Lake Formation • Build, secure, and manage a data lake in days Build a data lake in days, not months Build and deploy a fully managed data lake with a few clicks Enforce security policies across multiple services Centrally define security, governance, and auditing policies in one place and enforce those policies for all users and all applications Combine different analytics approaches Empower analyst and data scientist productivity, giving them self- service discovery and safe access to all data from a single catalog
  • 27. DEMO
  • 28.