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Copyright 2018 Accenture. All rights reserved.
Manage Your Data using
Oracle Big Data Appliance
Tips & Tricks
Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved.
About me
Aleksejs Nemirovskis
Technology Architect
Over 23 years of experience in IT industry with main focus to
- DB architecture, design, analysis, development and performance tuning
- Data Integration / Data Warehousing / ETL / EL-T / BI / Data Analytics
- Oracle Technologies stack: DB, Data Integrations, Infrastructure, Cloud
- Big Data (Apache Hadoop, CDH, Cloudera Manager)
Experienced in all stages of software development life cycle (SDLC) from business
requirements and technical definitions to development, testing and production
support as well as in Agile software development techniques (Scrum, XP)
Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved.
Agenda
➢ Oracle Big Data Appliance architecture and components overview
➢ Oracle BDA System Overview
➢ Oracle BDA Hardware Overview
➢ Oracle BDA Software Overview
➢ Cloudera Distributed Hadoop (CDH)
➢ Advantages and additional value of an Oracle BDA
➢ End-to-end system
➢ Oracle XQuery 4 Hadoop
➢ Oracle DataSource for Apache Hadoop (OD4H)
➢ Challenges
➢ Oracle Big Data Appliance
➢ Cloudera
➢ Hadoop Eco-System
➢ Architecture & Implementation
➢ Customer case
➢ Infrastructure Setup
➢ Infrastructure Setup - PROD
➢ Data Processing
➢ Q&A
Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved.
Manage Your Data using Oracle BDA
➢Oracle BDA architecture and components overview
➢Advantages and additional value of an Oracle BDA
➢Challenges
➢Customer case
➢Q&A
Copyright 2018 Accenture. All rights reserved.
Oracle Big Data Appliance
➢ Cloudera Manager
▪ Cloudera Navigator
➢ Cloudera Distributed Hadoop
➢ Oracle Big Data Connectors
➢ Oracle Linux
➢ Oracle Server (hardware)
System Overview
Copyright 2018 Accenture. All rights reserved.
Oracle Big Data Appliance
Hardware OverviewStarter Rack - 6 x Compute / Storage Nodes
X7-2 Per Node
configuration
➢ 2 x 24-Core (2.1GHz) Intel
® Xeon ® 8160
➢ 8 x 32GB DDR4-2666 MHz
Memory, expandable to
1.5TB
➢ 12 x 10 TB 7,200 RPM High
Capacity SAS Drives
➢ 2 x 150GB M.2 SATA SSD
Drives
➢ 2 x QDR 40Gb/sec
InfiniBand Ports
➢ 1 x Dual-port InfiniBand
QDR CX3 (40 Gb/sec) PCIe
HCA
➢ 1 x Built-in RJ45 1 Gigabit
Ethernet port
Full Rack - 18 x Compute / Storage Nodes
Copyright 2018 Accenture. All rights reserved.
Oracle Big Data Appliance
Software Overview
Integrated Software
➢ Cloudera Enterprise 5 – Data Hub Edition with
support for:
▪ Cloudera’s Distribution including Apache
Hadoop (CDH)
▪ Cloudera Impala
▪ Cloudera Search
▪ Apache HBase
▪ Apache Spark
▪ Apache Kafka
▪ Cloudera Manager with support for:
o Cloudera Navigator
o Cloudera Back-up and Disaster
Recovery (BDR)
➢ Oracle Perfect Balance
➢ Oracle Table Access for Hadoop
Optional Software
➢ Oracle Big Data SQL
➢ Oracle Big Data Connectors:
▪ Oracle SQL Connector for Hadoop
▪ Oracle Loader for Hadoop
▪ Oracle XQuery for Hadoop
▪ Oracle R Advanced Analytics for Hadoop
▪ Oracle Data Integrator
➢ Oracle Audit Vault and Database Firewall for
Hadoop Auditing
➢ Oracle Data Integrator
➢ Oracle GoldenGate
➢ Oracle NoSQL Database Enterprise Edition
➢ Oracle Big Data Spatial and Graph
➢ Oracle Big Data Discovery
Copyright 2018 Accenture. All rights reserved.
Oracle Big Data Appliance
Cloudera Distributed Hadoop
Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved.
Manage Your Data using Oracle BDA
➢Oracle BDA architecture and components overview
➢Advantages and additional value of an Oracle BDA
➢Challenges
➢Customer case
➢Q&A
Copyright 2018 Accenture. All rights reserved.
Oracle Big Data Appliance
End-to-End System`
Maintained&SupportedbyOracle
Copyright 2018 Accenture. All rights reserved.
Oracle Big Data Appliance
Oracle XQuery 4 Hadoop
Copyright 2018 Accenture. All rights reserved.
Oracle Big Data Appliance
Oracle DataSource 4 Hadoop
Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved.
Manage Your Data using Oracle BDA
➢Oracle BDA architecture and components overview
➢Advantages and additional value of an Oracle BDA
➢Challenges
➢Customer case
➢Q&A
Copyright 2018 Accenture. All rights reserved.
Challenges
Oracle Big Data Appliance
Cloudera release: gap up to 2 years
Hadoop HFDS: dedicated Name Node
vs. Name/Data Node
Support: Oracle vs. Cloudera vs.
Hadoop
Copyright 2018 Accenture. All rights reserved.
Challenges
Cloudera
HIVE vs. Impala
Limitations
(e.g. DBs/Objects to replicate)
HDFS <> Sentry synchronization
Copyright 2018 Accenture. All rights reserved.
Challenges
Hadoop Eco-System
Parallel writing into the Parquet files
Spark and Sentry – how to deal with
security, using Spark
Copyright 2018 Accenture. All rights reserved.
Challenges
Architecture & Implementation
Partitioning – partitioning key challenge
Compression – always needed?
Fast processing > small files on HDFS
(e.g. Resilient Distributed Datasets – Spark RDD)
Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved.
Manage Your Data using Oracle BDA
➢Oracle BDA architecture and components overview
➢Advantages and additional value of an Oracle BDA
➢Challenges
➢Customer case
➢Q&A
Copyright 2018 Accenture. All rights reserved.
Infrastructure Setup
 Node01
 Node02
 Node03
Oracle BDA Informatica BDM
Customer Case
7 Clusters: BDA X6-2 Starter Rack (6 nodes)
➢ 264 CPU cores
➢ 1.5 TB RAM (+ 1.5 TB RAM per cluster is upcoming)
➢ 576 TB Storage
4 Domains: Informatica Big Data Management
➢ 10.2.1 in a full push-down mode
➢ 2 Domains: 3 nodes per domain
➢ 2 Domains: 3 + 3 (DR) nodes per domain
Copyright 2018 Accenture. All rights reserved.
Infrastructure Setup - PROD
 Node01
 Node02
 Node03
Main Cluster Main Nodes
Customer Case
BDA X6-2 Starter Rack cluster (6 nodes + 10 nodes are upcoming)
➢ 264 CPU cores (+ 440 CPU cores are upcoming)
➢ 1.5 TB RAM (+ 6.3 TB RAM is upcoming)
➢ 576 TB Storage (+ 960 TB is upcoming)
Informatica Big Data Management
➢ 10.2.1 in a full push-down mode
Copyright 2018 Accenture. All rights reserved.
Customer Case
Data Processing
Sources Ingestion/Processing Stores Usage
Cloudera Data
Science Workbench
Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved.
Manage Your Data using Oracle BDA
Q & A

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Aleksejs Nemirovskis - Manage your data using oracle BDA

  • 1. Copyright 2018 Accenture. All rights reserved. Manage Your Data using Oracle Big Data Appliance Tips & Tricks
  • 2. Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved. About me Aleksejs Nemirovskis Technology Architect Over 23 years of experience in IT industry with main focus to - DB architecture, design, analysis, development and performance tuning - Data Integration / Data Warehousing / ETL / EL-T / BI / Data Analytics - Oracle Technologies stack: DB, Data Integrations, Infrastructure, Cloud - Big Data (Apache Hadoop, CDH, Cloudera Manager) Experienced in all stages of software development life cycle (SDLC) from business requirements and technical definitions to development, testing and production support as well as in Agile software development techniques (Scrum, XP)
  • 3. Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved. Agenda ➢ Oracle Big Data Appliance architecture and components overview ➢ Oracle BDA System Overview ➢ Oracle BDA Hardware Overview ➢ Oracle BDA Software Overview ➢ Cloudera Distributed Hadoop (CDH) ➢ Advantages and additional value of an Oracle BDA ➢ End-to-end system ➢ Oracle XQuery 4 Hadoop ➢ Oracle DataSource for Apache Hadoop (OD4H) ➢ Challenges ➢ Oracle Big Data Appliance ➢ Cloudera ➢ Hadoop Eco-System ➢ Architecture & Implementation ➢ Customer case ➢ Infrastructure Setup ➢ Infrastructure Setup - PROD ➢ Data Processing ➢ Q&A
  • 4. Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved. Manage Your Data using Oracle BDA ➢Oracle BDA architecture and components overview ➢Advantages and additional value of an Oracle BDA ➢Challenges ➢Customer case ➢Q&A
  • 5. Copyright 2018 Accenture. All rights reserved. Oracle Big Data Appliance ➢ Cloudera Manager ▪ Cloudera Navigator ➢ Cloudera Distributed Hadoop ➢ Oracle Big Data Connectors ➢ Oracle Linux ➢ Oracle Server (hardware) System Overview
  • 6. Copyright 2018 Accenture. All rights reserved. Oracle Big Data Appliance Hardware OverviewStarter Rack - 6 x Compute / Storage Nodes X7-2 Per Node configuration ➢ 2 x 24-Core (2.1GHz) Intel ® Xeon ® 8160 ➢ 8 x 32GB DDR4-2666 MHz Memory, expandable to 1.5TB ➢ 12 x 10 TB 7,200 RPM High Capacity SAS Drives ➢ 2 x 150GB M.2 SATA SSD Drives ➢ 2 x QDR 40Gb/sec InfiniBand Ports ➢ 1 x Dual-port InfiniBand QDR CX3 (40 Gb/sec) PCIe HCA ➢ 1 x Built-in RJ45 1 Gigabit Ethernet port Full Rack - 18 x Compute / Storage Nodes
  • 7. Copyright 2018 Accenture. All rights reserved. Oracle Big Data Appliance Software Overview Integrated Software ➢ Cloudera Enterprise 5 – Data Hub Edition with support for: ▪ Cloudera’s Distribution including Apache Hadoop (CDH) ▪ Cloudera Impala ▪ Cloudera Search ▪ Apache HBase ▪ Apache Spark ▪ Apache Kafka ▪ Cloudera Manager with support for: o Cloudera Navigator o Cloudera Back-up and Disaster Recovery (BDR) ➢ Oracle Perfect Balance ➢ Oracle Table Access for Hadoop Optional Software ➢ Oracle Big Data SQL ➢ Oracle Big Data Connectors: ▪ Oracle SQL Connector for Hadoop ▪ Oracle Loader for Hadoop ▪ Oracle XQuery for Hadoop ▪ Oracle R Advanced Analytics for Hadoop ▪ Oracle Data Integrator ➢ Oracle Audit Vault and Database Firewall for Hadoop Auditing ➢ Oracle Data Integrator ➢ Oracle GoldenGate ➢ Oracle NoSQL Database Enterprise Edition ➢ Oracle Big Data Spatial and Graph ➢ Oracle Big Data Discovery
  • 8. Copyright 2018 Accenture. All rights reserved. Oracle Big Data Appliance Cloudera Distributed Hadoop
  • 9. Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved. Manage Your Data using Oracle BDA ➢Oracle BDA architecture and components overview ➢Advantages and additional value of an Oracle BDA ➢Challenges ➢Customer case ➢Q&A
  • 10. Copyright 2018 Accenture. All rights reserved. Oracle Big Data Appliance End-to-End System` Maintained&SupportedbyOracle
  • 11. Copyright 2018 Accenture. All rights reserved. Oracle Big Data Appliance Oracle XQuery 4 Hadoop
  • 12. Copyright 2018 Accenture. All rights reserved. Oracle Big Data Appliance Oracle DataSource 4 Hadoop
  • 13. Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved. Manage Your Data using Oracle BDA ➢Oracle BDA architecture and components overview ➢Advantages and additional value of an Oracle BDA ➢Challenges ➢Customer case ➢Q&A
  • 14. Copyright 2018 Accenture. All rights reserved. Challenges Oracle Big Data Appliance Cloudera release: gap up to 2 years Hadoop HFDS: dedicated Name Node vs. Name/Data Node Support: Oracle vs. Cloudera vs. Hadoop
  • 15. Copyright 2018 Accenture. All rights reserved. Challenges Cloudera HIVE vs. Impala Limitations (e.g. DBs/Objects to replicate) HDFS <> Sentry synchronization
  • 16. Copyright 2018 Accenture. All rights reserved. Challenges Hadoop Eco-System Parallel writing into the Parquet files Spark and Sentry – how to deal with security, using Spark
  • 17. Copyright 2018 Accenture. All rights reserved. Challenges Architecture & Implementation Partitioning – partitioning key challenge Compression – always needed? Fast processing > small files on HDFS (e.g. Resilient Distributed Datasets – Spark RDD)
  • 18. Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved. Manage Your Data using Oracle BDA ➢Oracle BDA architecture and components overview ➢Advantages and additional value of an Oracle BDA ➢Challenges ➢Customer case ➢Q&A
  • 19. Copyright 2018 Accenture. All rights reserved. Infrastructure Setup  Node01  Node02  Node03 Oracle BDA Informatica BDM Customer Case 7 Clusters: BDA X6-2 Starter Rack (6 nodes) ➢ 264 CPU cores ➢ 1.5 TB RAM (+ 1.5 TB RAM per cluster is upcoming) ➢ 576 TB Storage 4 Domains: Informatica Big Data Management ➢ 10.2.1 in a full push-down mode ➢ 2 Domains: 3 nodes per domain ➢ 2 Domains: 3 + 3 (DR) nodes per domain
  • 20. Copyright 2018 Accenture. All rights reserved. Infrastructure Setup - PROD  Node01  Node02  Node03 Main Cluster Main Nodes Customer Case BDA X6-2 Starter Rack cluster (6 nodes + 10 nodes are upcoming) ➢ 264 CPU cores (+ 440 CPU cores are upcoming) ➢ 1.5 TB RAM (+ 6.3 TB RAM is upcoming) ➢ 576 TB Storage (+ 960 TB is upcoming) Informatica Big Data Management ➢ 10.2.1 in a full push-down mode
  • 21. Copyright 2018 Accenture. All rights reserved. Customer Case Data Processing Sources Ingestion/Processing Stores Usage Cloudera Data Science Workbench
  • 22. Copyright 2018 Accenture. All rights reserved.Copyright 2018 Accenture. All rights reserved. Manage Your Data using Oracle BDA Q & A