Exadata has been around since 2008 and the software features are being enhanced each release. This Presentation talks about the 12.1.x.x series of Software updates and some of the things you can now do with Exadata
Oracle Database Appliance - RAC in a box Some strings attached Fuad Arshad
The document discusses the deployment of an Oracle Database Appliance (ODA). It begins by describing the components of the ODA, including its two server nodes and storage configuration. It then discusses the important predeployment tasks, such as cabling and collecting networking information. The main sections cover deploying the Integrated Lights Out Manager (ILOM) via serial port, and then using the ILOM to configure the network settings and power on the database nodes for deployment.
The document discusses Walgreen Company's migration from a single instance Oracle database to a RAC configuration using Oracle Data Guard for zero downtime. It describes the analysis that showed the existing architecture could not handle growth. The strategy involved building RAC servers, setting up Data Guard replication between the primary and standby RAC clusters, and using DBUA for an in-place upgrade with no downtime. Things to watch out for included validating the environment, understanding XA changes in 11.2.0.2, and monitoring post-migration.
Migrating from Single Instance to RAC Data guard Fuad Arshad
The document discusses migrating from a single instance Oracle database to an Oracle RAC database using Data Guard. Key steps included:
1) Configuring the new Oracle RAC environment with 3 nodes and validating the installation.
2) Installing Oracle Grid Infrastructure and database software, addressing known issues during installation.
3) Setting up the old single instance database as a physical standby using Data Guard to duplicate the database to the new RAC nodes.
4) Configuring the new RAC database and notifying the clusterware of the physical standby configuration, allowing migration with only 1 hour of downtime.
Pythian is a global leader in database administration and consulting services. The document discusses the speaker's first 100 days of experience with an Oracle Exadata database machine. It provides an overview of Exadata components and features like Hybrid Columnar Compression and Smart Scan, which offloads processing from database servers to storage cells.
Oda as an enterprise solution at walgreens oow 2012 v7Fuad Arshad
Walgreens implemented Oracle Database Appliances (ODAs) as an enterprise solution to deploy a critical application within two weeks. The presentation discusses Walgreens' experience with ODAs, including best practices for deploying and managing them as an enterprise solution. It provides a blueprint for pre-deployment, deployment, and post-deployment steps, as well as ODA best practices, reference materials, and questions.
Oracle Database Appliance RAC in a box Some Strings AttachedFuad Arshad
Oracle Database Appliance is an engineered system that is geared towards Small and Medium businesses but has all the bells and whistles for enterprise deployments. This talk will focus on Oracle Database Appliance deployment as a consolidation platform as well as as a development platform for rapidly deploying databases. We will talk about the Deployment process , the patching process and the best practices built into The Oracle Database Appliance. We will also talk about the DBA's role for managing the ODA as well as security considerations
MIgrating from Single Instance to RAC via DataguardFuad Arshad
This document discusses Walgreen Company's migration from a single instance Oracle database to a RAC configuration and upgrading the database version using Oracle Data Guard. The key steps taken were:
1) Building new RAC servers and networking infrastructure and validating the environment using tools like RAC Check.
2) Setting up the primary database for Data Guard by enabling archiving and adding redo threads.
3) Configuring the standby RAC cluster by duplicating the primary database and registering instances with SRVCTL.
4) Validating that archive logs were shipping properly between primary and standby before upgrading the database using DBUA or manual steps.
The document describes Oracle Exadata, a database machine that provides extreme performance for online transaction processing (OLTP) and data warehousing (DWH) workloads. It highlights key features like Smart Scans, Storage Indexes, and Flash Cache that reduce data processing loads on database servers. Customer testimonials report performance improvements like queries speeding up from days to minutes.
Optimize and Simplify Oracle 12C RAC using dNFS, ZFS and OISPSecure-24
Mike Gangler presented on how Secure-24 leverages Oracle ZFS Storage, Oracle Intelligent Storage Protocol (OISP), and Oracle 12C RAC to implement a private cloud for Oracle 12C RAC applications. They paired Oracle databases with ZFS storage through Oracle's VCA, which enables automatic and dynamic tuning of storage settings through OISP. This simplifies management and improves performance by optimizing record sizes based on database queries.
Oracle Exadata is a packaged solution offering from Oracle, configured with bundled hardware, storage and database, which is touted to be optimized for handling scalable data warehouse-type workloads in query and analysis.
Exadata and Database Machine Overview
The document provides an overview of Oracle's Exadata and Database Machine products. It discusses that Exadata delivers revolutionary performance that is 10-100x faster than traditional data warehouses. It then outlines the agenda and describes the Exadata architecture, features and performance capabilities. The Exadata storage servers work together in a grid configuration to deliver extreme performance for data warehousing, OLTP and consolidation workloads.
Running E-Business Suite Database on Oracle Database ApplianceMaris Elsins
This is my Collaborate 13 presentation.
ODA is a pre-configured, simple setup, high performance engineered system running 11gR2 cluster. It is a great choice for small to medium sized DBs and if you wish it can be used for Oracle EBS DB too. This paper will show you how the standardized configuration of ODA can be adjusted to comply with the specific requirements of e-Business Suite without sacrificing ODA’s flexibility and supportability. The paper will also share author’s experience migrating, running and maintaining R12 database tier on ODA.
This document discusses backup and recovery strategies for Oracle Exadata systems. It outlines the fundamental principles of backups including having multiple copies of data stored on different media with one copy offsite. It then describes the various backup options for Exadata, including using additional Exadata storage cells for the fastest backups, using a ZFS storage appliance for flexibility, or backing up to tape for economical long-term storage with removable offline copies. Key metrics like backup and restore speeds are provided for each option.
Whitepaper: Running Oracle e-Business Suite Database on Oracle Database Appli...Maris Elsins
This is the whitepaper for my Collaborate 13 presentation with the same title. It describes how Pythian completed a migration project of eBS R12 database top ODA (Oracle Appliance Kit v2.2).
The document provides a critical review of the Oracle Exadata X2-8 system. It summarizes that Exadata combines Oracle database software with specialized hardware including flash storage and servers. While Exadata promises high performance, it relies on older disk technology and is very expensive, costing over $9 million for hardware and software licenses. Alternative configurations using newer flash storage technologies from other vendors can provide similar or better performance at a lower cost without locking the customer into Oracle's platform.
Oracle Exadata is a database machine that combines hardware and software. It consists of database servers, storage servers, and InfiniBand switches housed in a self-contained rack. Exadata uses several technologies like smart scan, storage indexing, predicate filtering, and smart flash cache to improve database performance. It also features a flash cache, hybrid columnar compression, and an I/O resource manager. Exadata timelines show the improvements in each version from 2008 to the present. Exadata provides many benefits but also has some limitations and challenges around its closed architecture, integration with the optimizer, and high price tag.
The more components a system has, the more challenging its maintenance becomes. Oracle Exadata marries storage with computation through a fast, reliable network, and patching all of these seems daunting. Many companies seem to struggle with it, with some even avoiding it altogether by keeping it “pending.” This session presents tested, applied, and working tips to make the Oracle Exadata patching experience smooth as silk, like vacationing in Hawaii.
This document provides an overview of Exadata patching. It discusses that patching has improved over time. Oracle will patch Exadata systems for customers with support contracts. Exadata patches are applied using patchmgr and involve pushing new OS images to storage cells which reboot multiple times. Database servers are patched using yum. Quarterly database patches contain RDBMS, CRS, and Diskmon patches applied together using opatch. It is important to test patches in non-production first and have a patching plan.
Oracle Flex ASM - What’s New and Best Practices by Jim WilliamsMarkus Michalewicz
Oracle Open World (OOW) 2014 Presentation by Jim Williams (Oracle ASM Product Manager) on Oracle Flex ASM - What's New and Best Practices. The presentation provides an overview of enhancements (What's New) in Oracle ASM 12c, especially with respect to Oracle Flex ASM, and provides best practices which can be applied in any environment (Flex or Standard ASM). This presentation has also more background information for some of the configuration recommendations that I made in my "Oracle RAC (12.1.0.2) Operational Best Practices" presentation.
Customer overview oracle solaris cluster, enterprise editionsolarisyougood
This document provides an overview of Oracle Solaris Cluster, highlighting its key benefits and differentiators. It discusses how Oracle Solaris Cluster can help businesses minimize downtime and recover faster from failures, while also lowering costs through server consolidation. Example customer implementations and reference architectures are also presented, showing how Oracle Solaris Cluster provides high availability and disaster recovery for mission-critical Oracle applications and databases in both physical and virtual environments.
Oracle 11G SCAN: Concepts and Implementation Experience SharingYury Velikanov
Single Client Access Name is a concept that makes database deployment easy on Oracle Database 11g R2 grids and complete the level of abstraction from the application perspective. Starting with the understanding of why this component is vital in the 11g grid infrastructure, this presentation walks through the main concepts of SCAN. You will learn how to plan and implement SCAN, what areas to be careful with, and how to monitor SCAN infrastructure and make sure it works as expected.
What's So Special about the Oracle Database Appliance?O-box
A presentation most recently delivered by Simon Haslam at the UKOUG Tech14 conference, though given elsewhere in various forms including Oracle Gebruikersclub Holland and an online RAC SIG seminar.
The slides introduce the Oracle Database Apppliance (ODA) and discusses how you can use it to easily deploy both databases and WebLogic Server. Three case studies are covered and the presentation wraps up considering when the ODA might be most suitable for your organisation.
This latest Winter 2014 version includes ODA 12c updates (database and WebLogic).
The Oracle Exadata Database Machine X5-2 is a pre-configured system optimized for running Oracle Database. It features scale-out database and storage servers, PCIe flash storage, and a high-speed InfiniBand network. Unique software algorithms implement database intelligence in storage and networking to deliver higher performance, capacity, and availability compared to other platforms. The Exadata Database Machine can scale from small to extremely large configurations by connecting multiple racks.
The document discusses Oracle's ZS3 series enterprise storage systems. It provides an overview of Oracle's approach to driving storage system evolution from hardware-defined to software-defined. It then summarizes the key features and benefits of the ZS3 series, including extreme performance, integrated analytics, and optimization for Oracle software.
Database as a Service on the Oracle Database Appliance PlatformMaris Elsins
Speaker: Marc Fielding, Co-speaker: Maris Elsins.
Oracle Database Appliance provides a robust, highly-available, cost-effective, and surprisingly scalable platform for database as a service environment. By leveraging Oracle Enterprise Manager's self-service features, databases can be provisioned on a self-service basis to a cluster of Oracle Database Appliance machines. Discover how multiple ODA devices can be managed together to provide both high availability and incremental, cost-effective scalability. Hear real-world lessons learned from successful database consolidation implementations.
This document contains a practice exam for the Oracle Exadata Database Machine 2014 Implementation Essentials certification (exam 1Z0-485). It includes 21 multiple choice questions about configuring and implementing Exadata, with explanations provided for each answer. Key topics covered include Exadata networking, storage configuration, cell offloading, I/O resource management, backups, health checks, and integrating Exadata with Enterprise Manager.
The document summarizes several industry standard benchmarks for measuring database and application server performance including SPECjAppServer2004, EAStress2004, TPC-E, and TPC-H. It discusses PostgreSQL's performance on these benchmarks and key configuration parameters used. There is room for improvement in PostgreSQL's performance on TPC-E, while SPECjAppServer2004 and EAStress2004 show good performance. TPC-H performance requires further optimization of indexes and query plans.
Understanding Oracle RAC 12c Internals as presented during Oracle Open World 2013 with Mark Scardina.
This is part two of the Oracle RAC 12c "reindeer series" used for OOW13 Oracle RAC-related presentations.
RMOUG2016 - Resource Management (the critical piece of the consolidation puzzle)Kristofferson A
This document discusses resource management in Oracle databases. It begins with an introduction of the speaker and his company, Accenture Enkitec Group. It then covers various aspects of resource management including the consolidation and resource management lifecycle, new features in Oracle 12c such as instance caging and threaded execution, barriers to adopting resource management, and a systematic approach to implementing resource management. Real-world scenarios are also discussed.
“A new multitenant architecture that easily deploy and manage database clouds. Innovations such as Oracle Multitenant for consolidating multiple databases, Automatic Data Optimization for compressing and tiering data at a higher density also maximize resource efficiency and flexibility. These unique advancements, combined with major enhancements in availability, security, and big data support, ideal platform for private and public cloud deployments.”
Optimize and Simplify Oracle 12C RAC using dNFS, ZFS and OISPSecure-24
Mike Gangler presented on how Secure-24 leverages Oracle ZFS Storage, Oracle Intelligent Storage Protocol (OISP), and Oracle 12C RAC to implement a private cloud for Oracle 12C RAC applications. They paired Oracle databases with ZFS storage through Oracle's VCA, which enables automatic and dynamic tuning of storage settings through OISP. This simplifies management and improves performance by optimizing record sizes based on database queries.
Oracle Exadata is a packaged solution offering from Oracle, configured with bundled hardware, storage and database, which is touted to be optimized for handling scalable data warehouse-type workloads in query and analysis.
Exadata and Database Machine Overview
The document provides an overview of Oracle's Exadata and Database Machine products. It discusses that Exadata delivers revolutionary performance that is 10-100x faster than traditional data warehouses. It then outlines the agenda and describes the Exadata architecture, features and performance capabilities. The Exadata storage servers work together in a grid configuration to deliver extreme performance for data warehousing, OLTP and consolidation workloads.
Running E-Business Suite Database on Oracle Database ApplianceMaris Elsins
This is my Collaborate 13 presentation.
ODA is a pre-configured, simple setup, high performance engineered system running 11gR2 cluster. It is a great choice for small to medium sized DBs and if you wish it can be used for Oracle EBS DB too. This paper will show you how the standardized configuration of ODA can be adjusted to comply with the specific requirements of e-Business Suite without sacrificing ODA’s flexibility and supportability. The paper will also share author’s experience migrating, running and maintaining R12 database tier on ODA.
This document discusses backup and recovery strategies for Oracle Exadata systems. It outlines the fundamental principles of backups including having multiple copies of data stored on different media with one copy offsite. It then describes the various backup options for Exadata, including using additional Exadata storage cells for the fastest backups, using a ZFS storage appliance for flexibility, or backing up to tape for economical long-term storage with removable offline copies. Key metrics like backup and restore speeds are provided for each option.
Whitepaper: Running Oracle e-Business Suite Database on Oracle Database Appli...Maris Elsins
This is the whitepaper for my Collaborate 13 presentation with the same title. It describes how Pythian completed a migration project of eBS R12 database top ODA (Oracle Appliance Kit v2.2).
The document provides a critical review of the Oracle Exadata X2-8 system. It summarizes that Exadata combines Oracle database software with specialized hardware including flash storage and servers. While Exadata promises high performance, it relies on older disk technology and is very expensive, costing over $9 million for hardware and software licenses. Alternative configurations using newer flash storage technologies from other vendors can provide similar or better performance at a lower cost without locking the customer into Oracle's platform.
Oracle Exadata is a database machine that combines hardware and software. It consists of database servers, storage servers, and InfiniBand switches housed in a self-contained rack. Exadata uses several technologies like smart scan, storage indexing, predicate filtering, and smart flash cache to improve database performance. It also features a flash cache, hybrid columnar compression, and an I/O resource manager. Exadata timelines show the improvements in each version from 2008 to the present. Exadata provides many benefits but also has some limitations and challenges around its closed architecture, integration with the optimizer, and high price tag.
The more components a system has, the more challenging its maintenance becomes. Oracle Exadata marries storage with computation through a fast, reliable network, and patching all of these seems daunting. Many companies seem to struggle with it, with some even avoiding it altogether by keeping it “pending.” This session presents tested, applied, and working tips to make the Oracle Exadata patching experience smooth as silk, like vacationing in Hawaii.
This document provides an overview of Exadata patching. It discusses that patching has improved over time. Oracle will patch Exadata systems for customers with support contracts. Exadata patches are applied using patchmgr and involve pushing new OS images to storage cells which reboot multiple times. Database servers are patched using yum. Quarterly database patches contain RDBMS, CRS, and Diskmon patches applied together using opatch. It is important to test patches in non-production first and have a patching plan.
Oracle Flex ASM - What’s New and Best Practices by Jim WilliamsMarkus Michalewicz
Oracle Open World (OOW) 2014 Presentation by Jim Williams (Oracle ASM Product Manager) on Oracle Flex ASM - What's New and Best Practices. The presentation provides an overview of enhancements (What's New) in Oracle ASM 12c, especially with respect to Oracle Flex ASM, and provides best practices which can be applied in any environment (Flex or Standard ASM). This presentation has also more background information for some of the configuration recommendations that I made in my "Oracle RAC (12.1.0.2) Operational Best Practices" presentation.
Customer overview oracle solaris cluster, enterprise editionsolarisyougood
This document provides an overview of Oracle Solaris Cluster, highlighting its key benefits and differentiators. It discusses how Oracle Solaris Cluster can help businesses minimize downtime and recover faster from failures, while also lowering costs through server consolidation. Example customer implementations and reference architectures are also presented, showing how Oracle Solaris Cluster provides high availability and disaster recovery for mission-critical Oracle applications and databases in both physical and virtual environments.
Oracle 11G SCAN: Concepts and Implementation Experience SharingYury Velikanov
Single Client Access Name is a concept that makes database deployment easy on Oracle Database 11g R2 grids and complete the level of abstraction from the application perspective. Starting with the understanding of why this component is vital in the 11g grid infrastructure, this presentation walks through the main concepts of SCAN. You will learn how to plan and implement SCAN, what areas to be careful with, and how to monitor SCAN infrastructure and make sure it works as expected.
What's So Special about the Oracle Database Appliance?O-box
A presentation most recently delivered by Simon Haslam at the UKOUG Tech14 conference, though given elsewhere in various forms including Oracle Gebruikersclub Holland and an online RAC SIG seminar.
The slides introduce the Oracle Database Apppliance (ODA) and discusses how you can use it to easily deploy both databases and WebLogic Server. Three case studies are covered and the presentation wraps up considering when the ODA might be most suitable for your organisation.
This latest Winter 2014 version includes ODA 12c updates (database and WebLogic).
The Oracle Exadata Database Machine X5-2 is a pre-configured system optimized for running Oracle Database. It features scale-out database and storage servers, PCIe flash storage, and a high-speed InfiniBand network. Unique software algorithms implement database intelligence in storage and networking to deliver higher performance, capacity, and availability compared to other platforms. The Exadata Database Machine can scale from small to extremely large configurations by connecting multiple racks.
The document discusses Oracle's ZS3 series enterprise storage systems. It provides an overview of Oracle's approach to driving storage system evolution from hardware-defined to software-defined. It then summarizes the key features and benefits of the ZS3 series, including extreme performance, integrated analytics, and optimization for Oracle software.
Database as a Service on the Oracle Database Appliance PlatformMaris Elsins
Speaker: Marc Fielding, Co-speaker: Maris Elsins.
Oracle Database Appliance provides a robust, highly-available, cost-effective, and surprisingly scalable platform for database as a service environment. By leveraging Oracle Enterprise Manager's self-service features, databases can be provisioned on a self-service basis to a cluster of Oracle Database Appliance machines. Discover how multiple ODA devices can be managed together to provide both high availability and incremental, cost-effective scalability. Hear real-world lessons learned from successful database consolidation implementations.
This document contains a practice exam for the Oracle Exadata Database Machine 2014 Implementation Essentials certification (exam 1Z0-485). It includes 21 multiple choice questions about configuring and implementing Exadata, with explanations provided for each answer. Key topics covered include Exadata networking, storage configuration, cell offloading, I/O resource management, backups, health checks, and integrating Exadata with Enterprise Manager.
The document summarizes several industry standard benchmarks for measuring database and application server performance including SPECjAppServer2004, EAStress2004, TPC-E, and TPC-H. It discusses PostgreSQL's performance on these benchmarks and key configuration parameters used. There is room for improvement in PostgreSQL's performance on TPC-E, while SPECjAppServer2004 and EAStress2004 show good performance. TPC-H performance requires further optimization of indexes and query plans.
Understanding Oracle RAC 12c Internals as presented during Oracle Open World 2013 with Mark Scardina.
This is part two of the Oracle RAC 12c "reindeer series" used for OOW13 Oracle RAC-related presentations.
RMOUG2016 - Resource Management (the critical piece of the consolidation puzzle)Kristofferson A
This document discusses resource management in Oracle databases. It begins with an introduction of the speaker and his company, Accenture Enkitec Group. It then covers various aspects of resource management including the consolidation and resource management lifecycle, new features in Oracle 12c such as instance caging and threaded execution, barriers to adopting resource management, and a systematic approach to implementing resource management. Real-world scenarios are also discussed.
“A new multitenant architecture that easily deploy and manage database clouds. Innovations such as Oracle Multitenant for consolidating multiple databases, Automatic Data Optimization for compressing and tiering data at a higher density also maximize resource efficiency and flexibility. These unique advancements, combined with major enhancements in availability, security, and big data support, ideal platform for private and public cloud deployments.”
Oracle Database 12c includes over 500 new features. Some key new features include:
- Oracle Database 12c Express (EM Express) which replaces Database Control and has less features than Database Control but does not require Java or an app server.
- New online capabilities like online DDL operations with no DDL locking, online move of partitions with no impact to queries, and online statistics gathering for bulk loads.
- Adaptive SQL Plan Management which allows the optimizer to select a more optimal plan at execution time based on current statistics.
- Multitenant architecture which allows consolidation of multiple databases into one container database with pluggable databases.
The document summarizes new features in Oracle Database 12c from Oracle 11g that would help a DBA currently using 11g. It lists and briefly describes features such as the READ privilege, temporary undo, online data file move, DDL logging, and many others. The objectives are to make the DBA aware of useful 12c features when working with a 12c database and to discuss each feature at a high level within 90 seconds.
Oracle12 - The Top12 Features by NAYA TechnologiesNAYATech
The document discusses the top 12 new features of Oracle 12c, as presented by David Yahalom of NAYA Technologies. It covers improved column defaults, increased size limits, improved top-N queries, temporary UNDO, new partitioning features, transaction guard, adaptive execution plans, enhanced statistics, data optimization and information lifecycle management (ILM), row pattern matching, and a 50% discount code for a Oracle performance tuning seminar offered by NAYA Technologies.
This document introduces Spark SQL 1.3.0 and how to optimize efficiency. It discusses the main objects like SQL Context and how to create DataFrames from RDDs, JSON, and perform operations like select, filter, groupBy, join, and save data. It shows how to register DataFrames as tables and write SQL queries. DataFrames also support RDD actions and transformations. The document provides references for learning more about DataFrames and their development direction.
You've seen the basic 2-stage example Spark Programs, and now you're ready to move on to something larger. I'll go over lessons I've learned for writing efficient Spark programs, from design patterns to debugging tips.
The slides are largely just talking points for a live presentation, but hopefully you can still make sense of them for offline viewing as well.
IlOUG Tech Days 2016 - Big Data for Oracle Developers - Towards Spark, Real-T...Mark Rittman
Mark Rittman, CTO of Rittman Mead, gave a keynote presentation on big data for Oracle developers and DBAs with a focus on Apache Spark, real-time analytics, and predictive analytics. He discussed how Hadoop can provide flexible, cheap storage for logs, feeds, and social data. He also explained several Hadoop processing frameworks like Apache Spark, Apache Tez, Cloudera Impala, and Apache Drill that provide faster alternatives to traditional MapReduce processing.
The document discusses various benchmarks that are commonly used to evaluate Semantic Web repositories and their performance handling large amounts of RDF data. Some of the major benchmarks mentioned include the Lehigh University Benchmark (LUBM), Berlin SPARQL Benchmark (BSBM), SP2Bench, Social Network Intelligence Benchmark (SIB), and DBPedia SPARQL Benchmark. The document also provides an overview of different benchmark components and links to resources with performance results from various RDF stores and systems.
IlOUG Tech Days 2016 - Unlock the Value in your Data Reservoir using Oracle B...Mark Rittman
Mark Rittman from Rittman Mead presented on Oracle Big Data Discovery. He discussed how many organizations are running big data initiatives involving loading large amounts of raw data into data lakes for analysis. Oracle Big Data Discovery provides a visual interface for exploring, analyzing, and transforming this raw data. It allows users to understand relationships in the data, perform enrichments, and prepare the data for use in tools like Oracle Business Intelligence.
Data Science at Scale: Using Apache Spark for Data Science at BitlySarah Guido
Given at Data Day Seattle 2015.
Bitly generates over 9 billion clicks on shortened links a month, as well as over 100 million unique link shortens. Analyzing data of this scale is not without its challenges. At Bitly, we have started adopting Apache Spark as a way to process our data. In this talk, I’ll elaborate on how I use Spark as part of my data science workflow. I’ll cover how Spark fits into our existing architecture, the kind of problems I’m solving with Spark, and the benefits and challenges of using Spark for large-scale data science.
In this talk, we’ll discuss technical designs of support of HBase as a “native” data source to Spark SQL to achieve both query and load performance and scalability: near-precise execution locality of query and loading, fine-tuned partition pruning, predicate pushdown, plan execution through coprocessor, and optimized and fully parallelized bulk loader. Point and range queries on dimensional attributes will benefit particularly well from the techniques. Preliminary test results vs. established SQL-on-HBase technologies will be provided. The speaker will also share the future plan and real-world use cases, particularly in the telecom industry.
The document outlines an agenda for a workshop on Pandas, data wrangling, and data science using Pandas. The agenda includes: an introduction and setup; discussing the data science pipeline and Pandas APIs/namespaces; basic Pandas maneuvers; data wrangling techniques like transformations, aggregations, and joins; hands-on exercises using datasets like Titanic and RecSys-2015; and a Q&A session. The goals are to understand data wrangling with Pandas through interactive examples and hands-on practice with real datasets.
Open Source Software on OpenPOWER systems.
With 100% open source system software (including the firmware), OpenPOWER is the most open server architecture in the market. Based on the IBM POWER8 chip, this new family of servers featuring the latest Nvidia NVLink technology runs all the software solutions presented at OPEN'16 with significant cost advantages. This session explains how Docker, EnterpriseDB and many others benefit from this advanced design, and how 200+ technology companies including Google and RackSpace are collaborating in an open development alliance to build the datacenter of the future.
The document discusses Oracle Analytics Cloud and its capabilities for data visualization and storytelling. It describes how the tool allows anyone to access and analyze data from various sources to gain insights. It provides rich visualization features, collaborative sharing abilities, and can be accessed on mobile, desktop or browsers to tell data-driven stories. The key benefits highlighted are that it offers powerful yet easy-to-use analytics accessible to all users.
The document outlines an agenda for a conference on Apache Spark and data science, including sessions on Spark's capabilities and direction, using DataFrames in PySpark, linear regression, text analysis, classification, clustering, and recommendation engines using Spark MLlib. Breakout sessions are scheduled between many of the technical sessions to allow for hands-on work and discussion.
Bringing Sequential Analysis to A/B Testing with examples from his work at Optimizely.
These slides are from a talk given at the SF Data Engineering meetup. http://www.meetup.com/SF-Data-Engineering/events/231047195/
Advanced Data Science on Spark-(Reza Zadeh, Stanford)Spark Summit
The document provides an overview of Spark and its machine learning library MLlib. It discusses how Spark uses resilient distributed datasets (RDDs) to perform distributed computing tasks across clusters in a fault-tolerant manner. It summarizes the key capabilities of MLlib, including its support for common machine learning algorithms and how MLlib can be used together with other Spark components like Spark Streaming, GraphX, and SQL. The document also briefly discusses future directions for MLlib, such as tighter integration with DataFrames and new optimization methods.
A5 oracle exadata-the game changer for online transaction processing data w...Dr. Wilfred Lin (Ph.D.)
The document discusses Oracle Exadata and how it can transform online transaction processing, data warehousing, and database consolidation. It describes Exadata as a scale-out platform that integrates servers, storage, and networking optimized for Oracle Database. Exadata delivers extreme performance through special software that brings database intelligence to storage, flash, and networking. It is suitable for all database workloads including OLTP, data warehousing, and database clouds.
The document discusses Oracle's Exadata product, which integrates Oracle database software with Oracle hardware. Exadata provides a fully integrated system that is engineered, certified, deployed and supported together. It offers breakthrough time to market advantages by reducing the number of components customers need to buy, deploy and maintain from hundreds to a single machine. Exadata uses a scale-out architecture with intelligent storage servers and flash to deliver extreme performance for database workloads like OLTP, data warehousing and database clouds.
The document summarizes Oracle's SuperCluster engineered system. It provides consolidated application and database deployment with in-memory performance. Key features include Exadata intelligent storage, Oracle M6 and T5 servers, a high-speed InfiniBand network, and Oracle VM virtualization. The SuperCluster enables database as a service with automated provisioning and security for multi-tenant deployment across industries.
Oracle offers several database cloud services including Oracle Database Cloud Service, Oracle Exadata Cloud Service, Oracle Database Backup Service, and Oracle Database Schema Service. These services provide automated infrastructure, database administration, and tools for application development, testing database applications, testing database upgrades, disaster recovery, and a hybrid cloud environment with the same database software both on-premises and in the cloud.
Exadata architecture and internals presentationSanjoy Dasgupta
The document provides an overview of Oracle's Exadata database machine. It describes the Exadata X7-2 and X7-8 models, which feature the latest Intel Xeon processors, high-capacity flash storage, and an improved InfiniBand internal network. The document highlights how Exadata's unique smart database software optimizes performance for analytics, online transaction processing, and database consolidation workloads through techniques like smart scan query offloading to storage servers.
This document provides an overview of an Oracle Database Appliance workshop held on May 16, 2016 in Prague. It discusses the Oracle Database Appliance product, including its benefits of being complete, simple, reliable and affordable. It provides hardware specifications for the Oracle Database Appliance X5-2 model, including its servers, storage, networking and software capabilities. The document also includes information on cabling the Oracle Database Appliance X5-2 and expansion storage shelf.
The document discusses Oracle's engineered systems and appliances portfolio. It provides sales highlights on Oracle Engineered Systems, noting over 5,000 systems shipped to date with over $1 billion in business. It then details a case study on migrating a customer's databases to Oracle solutions like Exadata, which delivered a 28% reduction in total cost of ownership over 5 years. Finally, it outlines new innovations in Oracle's products, including the Exadata X4, Exalogic X4-2, Oracle SuperCluster M6-32 and T5-8, Oracle Database Appliance, and Oracle Virtual Compute Appliance.
- Oracle Database Cloud Service provides Oracle Database software in a cloud environment, including features like Real Application Clusters (RAC) and Data Guard.
- It offers different service levels from a free developer tier to a managed Exadata service. The Exadata service provides extreme database performance on cloud infrastructure.
- New offerings include the Oracle Database Exadata Cloud Service, which provides the full Exadata platform as a cloud service for large, mission-critical workloads.
The document discusses Oracle's Exadata strategy and roadmap. It outlines Exadata's vision of providing an ideal database hardware platform optimized for performance and cost. Exadata uses smart system software and automation to improve database processing for OLTP, analytics, and consolidation workloads. New technologies discussed include in-memory performance in storage, the Exadata cloud service, and autonomous databases.
This document discusses Oracle's Exadata platform for SAP applications. Some key points:
1) Exadata is a fully integrated system engineered, tested, packaged and supported by Oracle to provide extreme performance for SAP workloads out of the box.
2) Exadata provides groundbreaking time to market by consolidating hundreds of components into a single machine that can be deployed in one day, rather than months of custom configuration.
3) Exadata provides the ultimate platform for all database workloads through its most advanced hardware including scale-out servers and intelligent storage, and software including database optimized algorithms that improve performance and cost.
4) Exadata allows simplified migration of SAP environments without disruption through certified
I dati al giorno d’oggi sono un elemento di estrema importanza e d’intrinseco valore per ogni entità. Per questo quando parliamo di Oracle Database facciamo riferimento al capitale della nostra azienda, sia essa pubblica che privata. Per poter sfruttare al massimo le potenzialità del database Oracle è però necessario avere a disposizione un’infrastruttura in grado di facilitarne l’accesso, di semplificarne la gestione, di proporzionare il livello di performance necessario al fine di garantire la scalabilità utile a mantenere queste condizioni nel tempo. Il costante cambiamento della società spinge le imprese ad aggiornarsi e, con il passare del tempo, questo processo comporta una crescita dei dati immagazzinati nei nostri Database con conseguente aumento della criticità degli stessi. Oracle Database Appliance è il sistema ingegnerizzato creato da Oracle per gestire in modo efficiente i propri Database, minimizzando lo sforzo necessario per il loro mantenimento e permettendo così di focalizzare i propri sforzi in attività direttamente relazionate con il core business. Durante la webinar analizzeremo use case pratici che dimostreranno come al giorno d’oggi sia possibile approfittare dei vantaggi offerti dall’Oracle Database Appliance per rispondere alle differenti necessità che la gestione di una complessa e performante infrastruttura IT possa richiedere.
The document discusses Oracle's Zero Data Loss Recovery Appliance. It aims to fundamentally change how databases are protected by pushing database changes in real-time instead of periodic backups. This minimizes impact on production databases and ensures zero data loss. It stores database changes efficiently on disk and can restore databases to any point in time using these deltas. It also creates space-efficient "virtual" full backups without requiring full backups. This enables long retention of backup history with minimal storage.
Oracle Systems Overview
Engineered systems strategy and overview about exadata, exalitics, superCluster, Exalogic, Oracle virtual appliance, ZFS appliance
Oracle Database Appliance Portfolio overview. #ODA @OralceODA.
This deck will show the benefits of the ODA as your Engineered System best optimised to run the Oracle Database.
To learn more contact: [email protected]
(ODA Account Manager- UK Market)
VMworld 2013: Virtualizing Databases: Doing IT Right VMworld
VMworld 2013
Michael Corey, Ntirety, Inc
Jeff Szastak, VMware
Learn more about VMworld and register at http://www.vmworld.com/index.jspa?src=socmed-vmworld-slideshare
Learn about new features in the 19c RAC database. In this session get a good understanding of the architecture of RAC , ASM and the Grid Infrastructure which involves processes, their communication mechanisms, startup sequences and then we move to scenarios and common troubleshooting scenarios with how to proceed to diagnose the same. We will learn to automatically troubleshoot hangs, collect and debug trace, perform best practices on your stack automatically and how to act on the recommendations
This document discusses Oracle's Exadata engineered systems and how they provide several advantages over traditional database systems. Exadata systems are optimized end-to-end by Oracle engineers to improve performance, simplify administration, and reduce costs. Key benefits include orders of magnitude faster data transfer speeds, higher database throughput, automated storage management, database-level security and compression, and the ability to run mixed workloads simultaneously on a single cloud platform.
The document discusses Oracle's Maximum Availability Architecture (MAA) reference architectures for high availability (HA) and data protection on-premises and in hybrid cloud environments. It describes the Bronze, Silver, Gold, and Platinum reference architectures that align Oracle capabilities with different levels of customer service level requirements. It also discusses using Oracle Database Backup Cloud Service for offsite backups and Data Guard/Active Data Guard for disaster recovery to the Oracle Cloud.
This document discusses Oracle's hardware strategy and engineered systems. It highlights Oracle's engineered systems like Exadata, Exalogic, and SPARC SuperCluster which provide extreme performance, efficiency and lower costs compared to traditional systems. It also summarizes new Oracle SPARC server offerings like the SPARC T5-4, T5-8, and M5-32 and their suitability for mission critical Oracle databases and applications.
Role of Data Annotation Services in AI-Powered ManufacturingAndrew Leo
From predictive maintenance to robotic automation, AI is driving the future of manufacturing. But without high-quality annotated data, even the smartest models fall short.
Discover how data annotation services are powering accuracy, safety, and efficiency in AI-driven manufacturing systems.
Precision in data labeling = Precision on the production floor.
TrustArc Webinar: Consumer Expectations vs Corporate Realities on Data Broker...TrustArc
Most consumers believe they’re making informed decisions about their personal data—adjusting privacy settings, blocking trackers, and opting out where they can. However, our new research reveals that while awareness is high, taking meaningful action is still lacking. On the corporate side, many organizations report strong policies for managing third-party data and consumer consent yet fall short when it comes to consistency, accountability and transparency.
This session will explore the research findings from TrustArc’s Privacy Pulse Survey, examining consumer attitudes toward personal data collection and practical suggestions for corporate practices around purchasing third-party data.
Attendees will learn:
- Consumer awareness around data brokers and what consumers are doing to limit data collection
- How businesses assess third-party vendors and their consent management operations
- Where business preparedness needs improvement
- What these trends mean for the future of privacy governance and public trust
This discussion is essential for privacy, risk, and compliance professionals who want to ground their strategies in current data and prepare for what’s next in the privacy landscape.
Increasing Retail Store Efficiency How can Planograms Save Time and Money.pptxAnoop Ashok
In today's fast-paced retail environment, efficiency is key. Every minute counts, and every penny matters. One tool that can significantly boost your store's efficiency is a well-executed planogram. These visual merchandising blueprints not only enhance store layouts but also save time and money in the process.
Quantum Computing Quick Research Guide by Arthur MorganArthur Morgan
This is a Quick Research Guide (QRG).
QRGs include the following:
- A brief, high-level overview of the QRG topic.
- A milestone timeline for the QRG topic.
- Links to various free online resource materials to provide a deeper dive into the QRG topic.
- Conclusion and a recommendation for at least two books available in the SJPL system on the QRG topic.
QRGs planned for the series:
- Artificial Intelligence QRG
- Quantum Computing QRG
- Big Data Analytics QRG
- Spacecraft Guidance, Navigation & Control QRG (coming 2026)
- UK Home Computing & The Birth of ARM QRG (coming 2027)
Any questions or comments?
- Please contact Arthur Morgan at [email protected].
100% human made.
Technology Trends in 2025: AI and Big Data AnalyticsInData Labs
At InData Labs, we have been keeping an ear to the ground, looking out for AI-enabled digital transformation trends coming our way in 2025. Our report will provide a look into the technology landscape of the future, including:
-Artificial Intelligence Market Overview
-Strategies for AI Adoption in 2025
-Anticipated drivers of AI adoption and transformative technologies
-Benefits of AI and Big data for your business
-Tips on how to prepare your business for innovation
-AI and data privacy: Strategies for securing data privacy in AI models, etc.
Download your free copy nowand implement the key findings to improve your business.
AI EngineHost Review: Revolutionary USA Datacenter-Based Hosting with NVIDIA ...SOFTTECHHUB
I started my online journey with several hosting services before stumbling upon Ai EngineHost. At first, the idea of paying one fee and getting lifetime access seemed too good to pass up. The platform is built on reliable US-based servers, ensuring your projects run at high speeds and remain safe. Let me take you step by step through its benefits and features as I explain why this hosting solution is a perfect fit for digital entrepreneurs.
Andrew Marnell: Transforming Business Strategy Through Data-Driven InsightsAndrew Marnell
With expertise in data architecture, performance tracking, and revenue forecasting, Andrew Marnell plays a vital role in aligning business strategies with data insights. Andrew Marnell’s ability to lead cross-functional teams ensures businesses achieve sustainable growth and operational excellence.
Dev Dives: Automate and orchestrate your processes with UiPath MaestroUiPathCommunity
This session is designed to equip developers with the skills needed to build mission-critical, end-to-end processes that seamlessly orchestrate agents, people, and robots.
📕 Here's what you can expect:
- Modeling: Build end-to-end processes using BPMN.
- Implementing: Integrate agentic tasks, RPA, APIs, and advanced decisioning into processes.
- Operating: Control process instances with rewind, replay, pause, and stop functions.
- Monitoring: Use dashboards and embedded analytics for real-time insights into process instances.
This webinar is a must-attend for developers looking to enhance their agentic automation skills and orchestrate robust, mission-critical processes.
👨🏫 Speaker:
Andrei Vintila, Principal Product Manager @UiPath
This session streamed live on April 29, 2025, 16:00 CET.
Check out all our upcoming Dev Dives sessions at https://community.uipath.com/dev-dives-automation-developer-2025/.
Complete Guide to Advanced Logistics Management Software in Riyadh.pdfSoftware Company
Explore the benefits and features of advanced logistics management software for businesses in Riyadh. This guide delves into the latest technologies, from real-time tracking and route optimization to warehouse management and inventory control, helping businesses streamline their logistics operations and reduce costs. Learn how implementing the right software solution can enhance efficiency, improve customer satisfaction, and provide a competitive edge in the growing logistics sector of Riyadh.
UiPath Community Berlin: Orchestrator API, Swagger, and Test Manager APIUiPathCommunity
Join this UiPath Community Berlin meetup to explore the Orchestrator API, Swagger interface, and the Test Manager API. Learn how to leverage these tools to streamline automation, enhance testing, and integrate more efficiently with UiPath. Perfect for developers, testers, and automation enthusiasts!
📕 Agenda
Welcome & Introductions
Orchestrator API Overview
Exploring the Swagger Interface
Test Manager API Highlights
Streamlining Automation & Testing with APIs (Demo)
Q&A and Open Discussion
Perfect for developers, testers, and automation enthusiasts!
👉 Join our UiPath Community Berlin chapter: https://community.uipath.com/berlin/
This session streamed live on April 29, 2025, 18:00 CET.
Check out all our upcoming UiPath Community sessions at https://community.uipath.com/events/.
HCL Nomad Web – Best Practices and Managing Multiuser Environmentspanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-nomad-web-best-practices-and-managing-multiuser-environments/
HCL Nomad Web is heralded as the next generation of the HCL Notes client, offering numerous advantages such as eliminating the need for packaging, distribution, and installation. Nomad Web client upgrades will be installed “automatically” in the background. This significantly reduces the administrative footprint compared to traditional HCL Notes clients. However, troubleshooting issues in Nomad Web present unique challenges compared to the Notes client.
Join Christoph and Marc as they demonstrate how to simplify the troubleshooting process in HCL Nomad Web, ensuring a smoother and more efficient user experience.
In this webinar, we will explore effective strategies for diagnosing and resolving common problems in HCL Nomad Web, including
- Accessing the console
- Locating and interpreting log files
- Accessing the data folder within the browser’s cache (using OPFS)
- Understand the difference between single- and multi-user scenarios
- Utilizing Client Clocking
Semantic Cultivators : The Critical Future Role to Enable AIartmondano
By 2026, AI agents will consume 10x more enterprise data than humans, but with none of the contextual understanding that prevents catastrophic misinterpretations.
Spark is a powerhouse for large datasets, but when it comes to smaller data workloads, its overhead can sometimes slow things down. What if you could achieve high performance and efficiency without the need for Spark?
At S&P Global Commodity Insights, having a complete view of global energy and commodities markets enables customers to make data-driven decisions with confidence and create long-term, sustainable value. 🌍
Explore delta-rs + CDC and how these open-source innovations power lightweight, high-performance data applications beyond Spark! 🚀
Generative Artificial Intelligence (GenAI) in BusinessDr. Tathagat Varma
My talk for the Indian School of Business (ISB) Emerging Leaders Program Cohort 9. In this talk, I discussed key issues around adoption of GenAI in business - benefits, opportunities and limitations. I also discussed how my research on Theory of Cognitive Chasms helps address some of these issues
Linux Support for SMARC: How Toradex Empowers Embedded DevelopersToradex
Toradex brings robust Linux support to SMARC (Smart Mobility Architecture), ensuring high performance and long-term reliability for embedded applications. Here’s how:
• Optimized Torizon OS & Yocto Support – Toradex provides Torizon OS, a Debian-based easy-to-use platform, and Yocto BSPs for customized Linux images on SMARC modules.
• Seamless Integration with i.MX 8M Plus and i.MX 95 – Toradex SMARC solutions leverage NXP’s i.MX 8 M Plus and i.MX 95 SoCs, delivering power efficiency and AI-ready performance.
• Secure and Reliable – With Secure Boot, over-the-air (OTA) updates, and LTS kernel support, Toradex ensures industrial-grade security and longevity.
• Containerized Workflows for AI & IoT – Support for Docker, ROS, and real-time Linux enables scalable AI, ML, and IoT applications.
• Strong Ecosystem & Developer Support – Toradex offers comprehensive documentation, developer tools, and dedicated support, accelerating time-to-market.
With Toradex’s Linux support for SMARC, developers get a scalable, secure, and high-performance solution for industrial, medical, and AI-driven applications.
Do you have a specific project or application in mind where you're considering SMARC? We can help with Free Compatibility Check and help you with quick time-to-market
For more information: https://www.toradex.com/computer-on-modules/smarc-arm-family
What is Model Context Protocol(MCP) - The new technology for communication bw...Vishnu Singh Chundawat
The MCP (Model Context Protocol) is a framework designed to manage context and interaction within complex systems. This SlideShare presentation will provide a detailed overview of the MCP Model, its applications, and how it plays a crucial role in improving communication and decision-making in distributed systems. We will explore the key concepts behind the protocol, including the importance of context, data management, and how this model enhances system adaptability and responsiveness. Ideal for software developers, system architects, and IT professionals, this presentation will offer valuable insights into how the MCP Model can streamline workflows, improve efficiency, and create more intuitive systems for a wide range of use cases.
Artificial Intelligence is providing benefits in many areas of work within the heritage sector, from image analysis, to ideas generation, and new research tools. However, it is more critical than ever for people, with analogue intelligence, to ensure the integrity and ethical use of AI. Including real people can improve the use of AI by identifying potential biases, cross-checking results, refining workflows, and providing contextual relevance to AI-driven results.
News about the impact of AI often paints a rosy picture. In practice, there are many potential pitfalls. This presentation discusses these issues and looks at the role of analogue intelligence and analogue interfaces in providing the best results to our audiences. How do we deal with factually incorrect results? How do we get content generated that better reflects the diversity of our communities? What roles are there for physical, in-person experiences in the digital world?