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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

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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