SlideShare uma empresa Scribd logo
1 de 14
Baixar para ler offline
Alluxio Product School
Webinar - Transparent URI
February 23rd, 2023
Greg Palmer | greg.palmer@alluxio.com | Alluxio
1
Demands in a Fragmented Data World
2
Unprecedented Complexity of Data Platforms
3
Data Trend Complex Platform
New compute and storage tech
created every 3-8 years
On-premise, cloud, hybrid,
multi-cloud environments all have
different environment properties
More data generated every day,
and stored in data silos
Data copies, synchronization costs
More people and teams need to
access and leverage these data
Multiple APIs necessitate
integration and application rewrites
3
Data Silos Across Data Centers, Regions and Clouds
Manual copy-based data synchronization across storage systems spread across environments
v
REGION A
v
REGION B
PRIVATE DATA
CENTERS
Amazon
EMR
Cloud
Dataproc
Kubernetes
Engine
Compute
Engine
Hive
DATACENTER 2
DATACENTER 1
ERROR PRONE AND
NETWORK INTENSIVE
DATA COPIES
4
4
Strong Market Demand For Simplification
Acceleration &
auto-tiering of data
based on policies
EFFICIENT ACCESS &
DATA MANAGEMENT
Agility across regions for
private, hybrid or
multi-cloud
ENVIRONMENT
AGNOSTICITY
Multiple APIs to serve
analytics & AI with
storage abstraction
UNIFICATION OF
DATA LAKES
≈
5
Analytics & AI
in the Hybrid & Multi-Cloud Era
Available:
6
No-copy data access across silos
agnostic to compute engine
Foundation of a heterogeneous data
platform across geos
SOLUTION
≈
Multi-Cloud Ready Analytics & AI Platform
v
REGION A
v
REGION B
REGION A REGION B
GKE
DATACENTER 2
DATACENTER 1
HMS
7
7
COMMON LANDING USE CASES
Hybrid Cloud Gateway to utilize
on-prem compute for data in the cloud
CASE 02: HYBRID
Alluxio
Spark
PUBLIC CLOUD
ON PREMISE
Cross Datacenter Access without
changing Ingest Pipeline across regions
CASE 03: MULTI-DATACENTER
Trino/Presto
Alluxio
DATACENTER 1
DATACENTER 2
INGESTION
Consistent SLAs, Performance, and
Cost Savings on cloud storage
CASE 01: CLOUD
PUBLIC CLOUD
Tensorflow
Alluxio
8
Google Cloud Storage
ALLUXIO 9
Transparent URI
9
SEAMLESS HIVE CATALOG DEFINITIONS - PRESTO/TRINO
No table redefinitions required using “Transparent URI”
Example Scenario
I. Initial state
A. Data in HDFS
B. Hive Metastore table definitions pointing
to HDFS
II. Compute cluster with Alluxio
A. Catalog points to Hive Metastore
B. Alluxio intercepts Presto/Trino calls to
HDFS
III. Query execution
A. Accesses to HDFS are served by Alluxio
B. No manual data copies or application
re-writes
Presto Catalog
Hive
Metastore
Hive Connector
hdfs://hive/warehouse/table
1.
1I.
Presto/Trino
Alluxio
III.
Public Cloud
On-premise
s
HDFS
10
SEAMLESS HIVE CATALOG DEFINITIONS - SPARK
No table redefinitions required using “Transparent URI”
Example Scenario
I. Initial state
A. Data in HDFS
B. Hive Metastore table definitions pointing
to HDFS
II. Compute cluster with Alluxio
A. Spark points to Hive Metastore
B. Alluxio intercepts Spark calls to HDFS
III. Query execution
A. Accesses to HDFS are served by Alluxio
B. No manual data copies or application
re-writes
Spark Hive Integration
Hive
Metastore
Hive Connector
hdfs://hive/warehouse/table
1.
1I.
Spark
Alluxio
III.
Public Cloud
On-premise
s
HDFS
11
SEAMLESS HIVE CATALOG DEFINITIONS - HDFS & S3
No table redefinitions required using “Transparent URI”
Example Scenario
I. Initial state
A. Data in on-prem HDFS and S3 in cloud
B. Hive Metastore table definitions pointing
to HDFS and S3
II. Compute cluster with Alluxio
A. Spark points to Hive Metastore
B. Alluxio intercepts Spark calls to HDFS
and S3
III. Query execution
A. Accesses to HDFS and S3 are served by
Alluxio
B. No manual data copies or application
re-writes
Hive Integration
Hive
Metastore
Hive Connector
hdfs://hive/warehouse/table
s3:/bucket/hive/warehouse/table
1.
1I.
Trino/Spark
Alluxio
III.
Public Cloud
On-premise
s
HDFS
12
S3
ALLUXIO 13
Transparent URI Demo
13
Twitter.com/alluxio
Linkedin.com/alluxio
Website
www.alluxio.io
Slack
http://slackin.alluxio.io/
@
Social Media
Greg Palmer - greg.palmer@alluxio.com
Git Repo: https://github.com/gregpalmr/alluxio-trino-minio

Mais conteúdo relacionado

Semelhante a Alluxio Product School Webinar - Transparent URI

Unified Data API for Distributed Cloud Analytics and AI
Unified Data API for Distributed Cloud Analytics and AIUnified Data API for Distributed Cloud Analytics and AI
Unified Data API for Distributed Cloud Analytics and AIAlluxio, Inc.
 
Alluxio Data Orchestration Platform for the Cloud
Alluxio Data Orchestration Platform for the CloudAlluxio Data Orchestration Platform for the Cloud
Alluxio Data Orchestration Platform for the CloudShubham Tagra
 
Accelerate Analytics and ML in the Hybrid Cloud Era
Accelerate Analytics and ML in the Hybrid Cloud EraAccelerate Analytics and ML in the Hybrid Cloud Era
Accelerate Analytics and ML in the Hybrid Cloud EraAlluxio, Inc.
 
Simplified Data Preparation for Machine Learning in Hybrid and Multi Clouds
Simplified Data Preparation for Machine Learning in Hybrid and Multi CloudsSimplified Data Preparation for Machine Learning in Hybrid and Multi Clouds
Simplified Data Preparation for Machine Learning in Hybrid and Multi CloudsAlluxio, Inc.
 
Enabling Apache Spark for Hybrid Cloud
Enabling Apache Spark for Hybrid CloudEnabling Apache Spark for Hybrid Cloud
Enabling Apache Spark for Hybrid CloudAlluxio, Inc.
 
Alluxio 2.9 Release Overview
Alluxio 2.9 Release OverviewAlluxio 2.9 Release Overview
Alluxio 2.9 Release OverviewAlluxio, Inc.
 
Hw09 Hadoop Development At Facebook Hive And Hdfs
Hw09   Hadoop Development At Facebook  Hive And HdfsHw09   Hadoop Development At Facebook  Hive And Hdfs
Hw09 Hadoop Development At Facebook Hive And HdfsCloudera, Inc.
 
Architecting a Heterogeneous Data Platform Across Clusters, Regions, and Clouds
Architecting a Heterogeneous Data Platform Across Clusters, Regions, and CloudsArchitecting a Heterogeneous Data Platform Across Clusters, Regions, and Clouds
Architecting a Heterogeneous Data Platform Across Clusters, Regions, and CloudsAlluxio, Inc.
 
Achieving Separation of Compute and Storage in a Cloud World
Achieving Separation of Compute and Storage in a Cloud WorldAchieving Separation of Compute and Storage in a Cloud World
Achieving Separation of Compute and Storage in a Cloud WorldAlluxio, Inc.
 
Future of Data Platform in Cloud Native world
Future of Data Platform in Cloud Native worldFuture of Data Platform in Cloud Native world
Future of Data Platform in Cloud Native worldSrivatsan Srinivasan
 
Hadoop and Cloudian HyperStore
Hadoop and Cloudian HyperStoreHadoop and Cloudian HyperStore
Hadoop and Cloudian HyperStoreCloudian
 
Burst Presto & Spark workloads to AWS EMR with no data copies
Burst Presto & Spark workloads to AWS EMR with no data copiesBurst Presto & Spark workloads to AWS EMR with no data copies
Burst Presto & Spark workloads to AWS EMR with no data copiesAlluxio, Inc.
 
Alluxio @ Uber Seattle Meetup
Alluxio @ Uber Seattle MeetupAlluxio @ Uber Seattle Meetup
Alluxio @ Uber Seattle MeetupAlluxio, Inc.
 
Alluxio 2 Community Update
Alluxio 2 Community UpdateAlluxio 2 Community Update
Alluxio 2 Community UpdateAlluxio, Inc.
 
Accelerate Spark Workloads on S3
Accelerate Spark Workloads on S3Accelerate Spark Workloads on S3
Accelerate Spark Workloads on S3Alluxio, Inc.
 
From limited Hadoop compute capacity to increased data scientist efficiency
From limited Hadoop compute capacity to increased data scientist efficiencyFrom limited Hadoop compute capacity to increased data scientist efficiency
From limited Hadoop compute capacity to increased data scientist efficiencyAlluxio, Inc.
 
Data Orchestration Platform for the Cloud
Data Orchestration Platform for the CloudData Orchestration Platform for the Cloud
Data Orchestration Platform for the CloudAlluxio, Inc.
 
Alluxio Innovations for Structured Data
Alluxio Innovations for Structured DataAlluxio Innovations for Structured Data
Alluxio Innovations for Structured DataAlluxio, Inc.
 
Alluxio Use Cases and Future Directions
Alluxio Use Cases and Future DirectionsAlluxio Use Cases and Future Directions
Alluxio Use Cases and Future DirectionsAlluxio, Inc.
 
How the Development Bank of Singapore solves on-prem compute capacity challen...
How the Development Bank of Singapore solves on-prem compute capacity challen...How the Development Bank of Singapore solves on-prem compute capacity challen...
How the Development Bank of Singapore solves on-prem compute capacity challen...Alluxio, Inc.
 

Semelhante a Alluxio Product School Webinar - Transparent URI (20)

Unified Data API for Distributed Cloud Analytics and AI
Unified Data API for Distributed Cloud Analytics and AIUnified Data API for Distributed Cloud Analytics and AI
Unified Data API for Distributed Cloud Analytics and AI
 
Alluxio Data Orchestration Platform for the Cloud
Alluxio Data Orchestration Platform for the CloudAlluxio Data Orchestration Platform for the Cloud
Alluxio Data Orchestration Platform for the Cloud
 
Accelerate Analytics and ML in the Hybrid Cloud Era
Accelerate Analytics and ML in the Hybrid Cloud EraAccelerate Analytics and ML in the Hybrid Cloud Era
Accelerate Analytics and ML in the Hybrid Cloud Era
 
Simplified Data Preparation for Machine Learning in Hybrid and Multi Clouds
Simplified Data Preparation for Machine Learning in Hybrid and Multi CloudsSimplified Data Preparation for Machine Learning in Hybrid and Multi Clouds
Simplified Data Preparation for Machine Learning in Hybrid and Multi Clouds
 
Enabling Apache Spark for Hybrid Cloud
Enabling Apache Spark for Hybrid CloudEnabling Apache Spark for Hybrid Cloud
Enabling Apache Spark for Hybrid Cloud
 
Alluxio 2.9 Release Overview
Alluxio 2.9 Release OverviewAlluxio 2.9 Release Overview
Alluxio 2.9 Release Overview
 
Hw09 Hadoop Development At Facebook Hive And Hdfs
Hw09   Hadoop Development At Facebook  Hive And HdfsHw09   Hadoop Development At Facebook  Hive And Hdfs
Hw09 Hadoop Development At Facebook Hive And Hdfs
 
Architecting a Heterogeneous Data Platform Across Clusters, Regions, and Clouds
Architecting a Heterogeneous Data Platform Across Clusters, Regions, and CloudsArchitecting a Heterogeneous Data Platform Across Clusters, Regions, and Clouds
Architecting a Heterogeneous Data Platform Across Clusters, Regions, and Clouds
 
Achieving Separation of Compute and Storage in a Cloud World
Achieving Separation of Compute and Storage in a Cloud WorldAchieving Separation of Compute and Storage in a Cloud World
Achieving Separation of Compute and Storage in a Cloud World
 
Future of Data Platform in Cloud Native world
Future of Data Platform in Cloud Native worldFuture of Data Platform in Cloud Native world
Future of Data Platform in Cloud Native world
 
Hadoop and Cloudian HyperStore
Hadoop and Cloudian HyperStoreHadoop and Cloudian HyperStore
Hadoop and Cloudian HyperStore
 
Burst Presto & Spark workloads to AWS EMR with no data copies
Burst Presto & Spark workloads to AWS EMR with no data copiesBurst Presto & Spark workloads to AWS EMR with no data copies
Burst Presto & Spark workloads to AWS EMR with no data copies
 
Alluxio @ Uber Seattle Meetup
Alluxio @ Uber Seattle MeetupAlluxio @ Uber Seattle Meetup
Alluxio @ Uber Seattle Meetup
 
Alluxio 2 Community Update
Alluxio 2 Community UpdateAlluxio 2 Community Update
Alluxio 2 Community Update
 
Accelerate Spark Workloads on S3
Accelerate Spark Workloads on S3Accelerate Spark Workloads on S3
Accelerate Spark Workloads on S3
 
From limited Hadoop compute capacity to increased data scientist efficiency
From limited Hadoop compute capacity to increased data scientist efficiencyFrom limited Hadoop compute capacity to increased data scientist efficiency
From limited Hadoop compute capacity to increased data scientist efficiency
 
Data Orchestration Platform for the Cloud
Data Orchestration Platform for the CloudData Orchestration Platform for the Cloud
Data Orchestration Platform for the Cloud
 
Alluxio Innovations for Structured Data
Alluxio Innovations for Structured DataAlluxio Innovations for Structured Data
Alluxio Innovations for Structured Data
 
Alluxio Use Cases and Future Directions
Alluxio Use Cases and Future DirectionsAlluxio Use Cases and Future Directions
Alluxio Use Cases and Future Directions
 
How the Development Bank of Singapore solves on-prem compute capacity challen...
How the Development Bank of Singapore solves on-prem compute capacity challen...How the Development Bank of Singapore solves on-prem compute capacity challen...
How the Development Bank of Singapore solves on-prem compute capacity challen...
 

Mais de Alluxio, Inc.

Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio, Inc.
 
Optimizing Data Access for Analytics And AI with Alluxio
Optimizing Data Access for Analytics And AI with AlluxioOptimizing Data Access for Analytics And AI with Alluxio
Optimizing Data Access for Analytics And AI with AlluxioAlluxio, Inc.
 
Speed Up Presto at Uber with Alluxio Caching
Speed Up Presto at Uber with Alluxio CachingSpeed Up Presto at Uber with Alluxio Caching
Speed Up Presto at Uber with Alluxio CachingAlluxio, Inc.
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleAlluxio, Inc.
 
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/ML
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/MLBig Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/ML
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/MLAlluxio, Inc.
 
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...Alluxio, Inc.
 
Alluxio Monthly Webinar | Five Disruptive Trends that Every Data & AI Leader...
Alluxio Monthly Webinar | Five Disruptive Trends that Every  Data & AI Leader...Alluxio Monthly Webinar | Five Disruptive Trends that Every  Data & AI Leader...
Alluxio Monthly Webinar | Five Disruptive Trends that Every Data & AI Leader...Alluxio, Inc.
 
Data Infra Meetup | FIFO Queues are All You Need for Cache Eviction
Data Infra Meetup | FIFO Queues are All You Need for Cache EvictionData Infra Meetup | FIFO Queues are All You Need for Cache Eviction
Data Infra Meetup | FIFO Queues are All You Need for Cache EvictionAlluxio, Inc.
 
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio Edge
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio EdgeData Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio Edge
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio EdgeAlluxio, Inc.
 
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the Cloud
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the CloudData Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the Cloud
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the CloudAlluxio, Inc.
 
Data Infra Meetup | ByteDance's Native Parquet Reader
Data Infra Meetup | ByteDance's Native Parquet ReaderData Infra Meetup | ByteDance's Native Parquet Reader
Data Infra Meetup | ByteDance's Native Parquet ReaderAlluxio, Inc.
 
Data Infra Meetup | Uber's Data Storage Evolution
Data Infra Meetup | Uber's Data Storage EvolutionData Infra Meetup | Uber's Data Storage Evolution
Data Infra Meetup | Uber's Data Storage EvolutionAlluxio, Inc.
 
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...Alluxio, Inc.
 
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...Alluxio, Inc.
 
AI Infra Day | The AI Infra in the Generative AI Era
AI Infra Day | The AI Infra in the Generative AI EraAI Infra Day | The AI Infra in the Generative AI Era
AI Infra Day | The AI Infra in the Generative AI EraAlluxio, Inc.
 
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...Alluxio, Inc.
 
AI Infra Day | The Generative AI Market And Intel AI Strategy and Product Up...
AI Infra Day | The Generative AI Market  And Intel AI Strategy and Product Up...AI Infra Day | The Generative AI Market  And Intel AI Strategy and Product Up...
AI Infra Day | The Generative AI Market And Intel AI Strategy and Product Up...Alluxio, Inc.
 
AI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ MetaAI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ MetaAlluxio, Inc.
 
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber Scale
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber ScaleAI Infra Day | Model Lifecycle Management Quality Assurance at Uber Scale
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber ScaleAlluxio, Inc.
 
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWS
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWSAlluxio Monthly Webinar | Efficient Data Loading for Model Training on AWS
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWSAlluxio, Inc.
 

Mais de Alluxio, Inc. (20)

Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
 
Optimizing Data Access for Analytics And AI with Alluxio
Optimizing Data Access for Analytics And AI with AlluxioOptimizing Data Access for Analytics And AI with Alluxio
Optimizing Data Access for Analytics And AI with Alluxio
 
Speed Up Presto at Uber with Alluxio Caching
Speed Up Presto at Uber with Alluxio CachingSpeed Up Presto at Uber with Alluxio Caching
Speed Up Presto at Uber with Alluxio Caching
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at Scale
 
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/ML
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/MLBig Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/ML
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/ML
 
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
 
Alluxio Monthly Webinar | Five Disruptive Trends that Every Data & AI Leader...
Alluxio Monthly Webinar | Five Disruptive Trends that Every  Data & AI Leader...Alluxio Monthly Webinar | Five Disruptive Trends that Every  Data & AI Leader...
Alluxio Monthly Webinar | Five Disruptive Trends that Every Data & AI Leader...
 
Data Infra Meetup | FIFO Queues are All You Need for Cache Eviction
Data Infra Meetup | FIFO Queues are All You Need for Cache EvictionData Infra Meetup | FIFO Queues are All You Need for Cache Eviction
Data Infra Meetup | FIFO Queues are All You Need for Cache Eviction
 
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio Edge
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio EdgeData Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio Edge
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio Edge
 
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the Cloud
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the CloudData Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the Cloud
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the Cloud
 
Data Infra Meetup | ByteDance's Native Parquet Reader
Data Infra Meetup | ByteDance's Native Parquet ReaderData Infra Meetup | ByteDance's Native Parquet Reader
Data Infra Meetup | ByteDance's Native Parquet Reader
 
Data Infra Meetup | Uber's Data Storage Evolution
Data Infra Meetup | Uber's Data Storage EvolutionData Infra Meetup | Uber's Data Storage Evolution
Data Infra Meetup | Uber's Data Storage Evolution
 
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...
 
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...
 
AI Infra Day | The AI Infra in the Generative AI Era
AI Infra Day | The AI Infra in the Generative AI EraAI Infra Day | The AI Infra in the Generative AI Era
AI Infra Day | The AI Infra in the Generative AI Era
 
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...
 
AI Infra Day | The Generative AI Market And Intel AI Strategy and Product Up...
AI Infra Day | The Generative AI Market  And Intel AI Strategy and Product Up...AI Infra Day | The Generative AI Market  And Intel AI Strategy and Product Up...
AI Infra Day | The Generative AI Market And Intel AI Strategy and Product Up...
 
AI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ MetaAI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
 
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber Scale
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber ScaleAI Infra Day | Model Lifecycle Management Quality Assurance at Uber Scale
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber Scale
 
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWS
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWSAlluxio Monthly Webinar | Efficient Data Loading for Model Training on AWS
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWS
 

Último

Diamond Application Development Crafting Solutions with Precision
Diamond Application Development Crafting Solutions with PrecisionDiamond Application Development Crafting Solutions with Precision
Diamond Application Development Crafting Solutions with PrecisionSolGuruz
 
Building Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop SlideBuilding Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop SlideChristina Lin
 
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...OnePlan Solutions
 
Advancing Engineering with AI through the Next Generation of Strategic Projec...
Advancing Engineering with AI through the Next Generation of Strategic Projec...Advancing Engineering with AI through the Next Generation of Strategic Projec...
Advancing Engineering with AI through the Next Generation of Strategic Projec...OnePlan Solutions
 
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AISyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AIABDERRAOUF MEHENNI
 
How To Use Server-Side Rendering with Nuxt.js
How To Use Server-Side Rendering with Nuxt.jsHow To Use Server-Side Rendering with Nuxt.js
How To Use Server-Side Rendering with Nuxt.jsAndolasoft Inc
 
Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)OPEN KNOWLEDGE GmbH
 
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...MyIntelliSource, Inc.
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfkalichargn70th171
 
A Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxA Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxComplianceQuest1
 
Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxHand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxbodapatigopi8531
 
HR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.comHR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.comFatema Valibhai
 
What is Binary Language? Computer Number Systems
What is Binary Language?  Computer Number SystemsWhat is Binary Language?  Computer Number Systems
What is Binary Language? Computer Number SystemsJheuzeDellosa
 
Cloud Management Software Platforms: OpenStack
Cloud Management Software Platforms: OpenStackCloud Management Software Platforms: OpenStack
Cloud Management Software Platforms: OpenStackVICTOR MAESTRE RAMIREZ
 
Project Based Learning (A.I).pptx detail explanation
Project Based Learning (A.I).pptx detail explanationProject Based Learning (A.I).pptx detail explanation
Project Based Learning (A.I).pptx detail explanationkaushalgiri8080
 
Optimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTVOptimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTVshikhaohhpro
 
Test Automation Strategy for Frontend and Backend
Test Automation Strategy for Frontend and BackendTest Automation Strategy for Frontend and Backend
Test Automation Strategy for Frontend and BackendArshad QA
 
Software Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsSoftware Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsArshad QA
 
why an Opensea Clone Script might be your perfect match.pdf
why an Opensea Clone Script might be your perfect match.pdfwhy an Opensea Clone Script might be your perfect match.pdf
why an Opensea Clone Script might be your perfect match.pdfjoe51371421
 

Último (20)

Diamond Application Development Crafting Solutions with Precision
Diamond Application Development Crafting Solutions with PrecisionDiamond Application Development Crafting Solutions with Precision
Diamond Application Development Crafting Solutions with Precision
 
Building Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop SlideBuilding Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
 
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
 
Advancing Engineering with AI through the Next Generation of Strategic Projec...
Advancing Engineering with AI through the Next Generation of Strategic Projec...Advancing Engineering with AI through the Next Generation of Strategic Projec...
Advancing Engineering with AI through the Next Generation of Strategic Projec...
 
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AISyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
 
How To Use Server-Side Rendering with Nuxt.js
How To Use Server-Side Rendering with Nuxt.jsHow To Use Server-Side Rendering with Nuxt.js
How To Use Server-Side Rendering with Nuxt.js
 
Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)
 
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
 
A Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxA Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docx
 
Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxHand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptx
 
HR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.comHR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.com
 
What is Binary Language? Computer Number Systems
What is Binary Language?  Computer Number SystemsWhat is Binary Language?  Computer Number Systems
What is Binary Language? Computer Number Systems
 
Cloud Management Software Platforms: OpenStack
Cloud Management Software Platforms: OpenStackCloud Management Software Platforms: OpenStack
Cloud Management Software Platforms: OpenStack
 
Project Based Learning (A.I).pptx detail explanation
Project Based Learning (A.I).pptx detail explanationProject Based Learning (A.I).pptx detail explanation
Project Based Learning (A.I).pptx detail explanation
 
Optimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTVOptimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTV
 
Call Girls In Mukherjee Nagar 📱 9999965857 🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...
Call Girls In Mukherjee Nagar 📱  9999965857  🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...Call Girls In Mukherjee Nagar 📱  9999965857  🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...
Call Girls In Mukherjee Nagar 📱 9999965857 🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...
 
Test Automation Strategy for Frontend and Backend
Test Automation Strategy for Frontend and BackendTest Automation Strategy for Frontend and Backend
Test Automation Strategy for Frontend and Backend
 
Software Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsSoftware Quality Assurance Interview Questions
Software Quality Assurance Interview Questions
 
why an Opensea Clone Script might be your perfect match.pdf
why an Opensea Clone Script might be your perfect match.pdfwhy an Opensea Clone Script might be your perfect match.pdf
why an Opensea Clone Script might be your perfect match.pdf
 

Alluxio Product School Webinar - Transparent URI

  • 1. Alluxio Product School Webinar - Transparent URI February 23rd, 2023 Greg Palmer | greg.palmer@alluxio.com | Alluxio 1
  • 2. Demands in a Fragmented Data World 2
  • 3. Unprecedented Complexity of Data Platforms 3 Data Trend Complex Platform New compute and storage tech created every 3-8 years On-premise, cloud, hybrid, multi-cloud environments all have different environment properties More data generated every day, and stored in data silos Data copies, synchronization costs More people and teams need to access and leverage these data Multiple APIs necessitate integration and application rewrites 3
  • 4. Data Silos Across Data Centers, Regions and Clouds Manual copy-based data synchronization across storage systems spread across environments v REGION A v REGION B PRIVATE DATA CENTERS Amazon EMR Cloud Dataproc Kubernetes Engine Compute Engine Hive DATACENTER 2 DATACENTER 1 ERROR PRONE AND NETWORK INTENSIVE DATA COPIES 4 4
  • 5. Strong Market Demand For Simplification Acceleration & auto-tiering of data based on policies EFFICIENT ACCESS & DATA MANAGEMENT Agility across regions for private, hybrid or multi-cloud ENVIRONMENT AGNOSTICITY Multiple APIs to serve analytics & AI with storage abstraction UNIFICATION OF DATA LAKES ≈ 5
  • 6. Analytics & AI in the Hybrid & Multi-Cloud Era Available: 6
  • 7. No-copy data access across silos agnostic to compute engine Foundation of a heterogeneous data platform across geos SOLUTION ≈ Multi-Cloud Ready Analytics & AI Platform v REGION A v REGION B REGION A REGION B GKE DATACENTER 2 DATACENTER 1 HMS 7 7
  • 8. COMMON LANDING USE CASES Hybrid Cloud Gateway to utilize on-prem compute for data in the cloud CASE 02: HYBRID Alluxio Spark PUBLIC CLOUD ON PREMISE Cross Datacenter Access without changing Ingest Pipeline across regions CASE 03: MULTI-DATACENTER Trino/Presto Alluxio DATACENTER 1 DATACENTER 2 INGESTION Consistent SLAs, Performance, and Cost Savings on cloud storage CASE 01: CLOUD PUBLIC CLOUD Tensorflow Alluxio 8 Google Cloud Storage
  • 10. SEAMLESS HIVE CATALOG DEFINITIONS - PRESTO/TRINO No table redefinitions required using “Transparent URI” Example Scenario I. Initial state A. Data in HDFS B. Hive Metastore table definitions pointing to HDFS II. Compute cluster with Alluxio A. Catalog points to Hive Metastore B. Alluxio intercepts Presto/Trino calls to HDFS III. Query execution A. Accesses to HDFS are served by Alluxio B. No manual data copies or application re-writes Presto Catalog Hive Metastore Hive Connector hdfs://hive/warehouse/table 1. 1I. Presto/Trino Alluxio III. Public Cloud On-premise s HDFS 10
  • 11. SEAMLESS HIVE CATALOG DEFINITIONS - SPARK No table redefinitions required using “Transparent URI” Example Scenario I. Initial state A. Data in HDFS B. Hive Metastore table definitions pointing to HDFS II. Compute cluster with Alluxio A. Spark points to Hive Metastore B. Alluxio intercepts Spark calls to HDFS III. Query execution A. Accesses to HDFS are served by Alluxio B. No manual data copies or application re-writes Spark Hive Integration Hive Metastore Hive Connector hdfs://hive/warehouse/table 1. 1I. Spark Alluxio III. Public Cloud On-premise s HDFS 11
  • 12. SEAMLESS HIVE CATALOG DEFINITIONS - HDFS & S3 No table redefinitions required using “Transparent URI” Example Scenario I. Initial state A. Data in on-prem HDFS and S3 in cloud B. Hive Metastore table definitions pointing to HDFS and S3 II. Compute cluster with Alluxio A. Spark points to Hive Metastore B. Alluxio intercepts Spark calls to HDFS and S3 III. Query execution A. Accesses to HDFS and S3 are served by Alluxio B. No manual data copies or application re-writes Hive Integration Hive Metastore Hive Connector hdfs://hive/warehouse/table s3:/bucket/hive/warehouse/table 1. 1I. Trino/Spark Alluxio III. Public Cloud On-premise s HDFS 12 S3
  • 14. Twitter.com/alluxio Linkedin.com/alluxio Website www.alluxio.io Slack http://slackin.alluxio.io/ @ Social Media Greg Palmer - greg.palmer@alluxio.com Git Repo: https://github.com/gregpalmr/alluxio-trino-minio