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Oracle NoSQL Database -- Big Data Bellevue Meetup - 02-18-15
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Dave Segleau
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A presentation on NoSQL technology in general and Oracle NoSQL Database in particular.
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Oracle NoSQL Database -- Big Data Bellevue Meetup - 02-18-15
1.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | NoSQL in the Real World Dave Segleau Dir. Product Management Feb. 18, 2015
2.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Safe Harbor Statement The following is intended to outline our general product direction. It is intended for information purposes only, and may not be incorporated into any contract. It is not a commitment to deliver any material, code, or functionality, and should not be relied upon in making purchasing decisions. The development, release, and timing of any features or functionality described for Oracle’s products remains at the sole discretion of Oracle. 2
3.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Agenda Why NoSQL? Oracle NoSQL Database Use cases What are the NoSQL Challenges? 3
4.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Why NoSQL? 1. The V’s of Big Data – More Data, More Queries, Low Latency Operations (SLAs) Driving Business Innovation 2. Cost of Operations – Cost effective horizontally scalable simple operations on simple data, Requires less HW, Lower license costs than traditional RDBMS databases 3. Time to Market – Developer-centric Data Management, Data Variety, Rapid Evolution Shorter Time to Market 4
5.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Where is NoSQL used? 5 Simple Data Management Globally Distributed, “Always On” data Competitive Advantages of “Fast Data” Lower TCO, commodity HW scale-out ERP EAM Inventory Control Accting & Payroll Process Mgmt Business Analytics CRM … Driver Application Real Time Event Processing Web-Scale Personalization & Xaction Processing Aggregation & Consolidation … Mobile Data Management Time Series & Sensor Data Mgmt
6.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | The NoSQL Landscape NoSQL Columnar & Key/Value • Keyspaces, Tables & Records • Key-based access • Limited Transactions • Broad set of use cases Document • Collections • Document-based access • JSON & XML • “Objects as documents” use cases Graph • Interconnected graphs • Relatedness-based access • Properties and Graphs, RDF • Specific use cases • Developer- centric APIs • Flexible schemas • Partitioned/sharded data • Horizontally scalable • High Availability via Replication • Integrated with Hadoop 6 What we hear from our customers: • There is no “one size fits all NoSQL solution” • Customers use multiple NoSQL products • NoSQL and SQL (RDBMS) must work together • Application version 2.0 is the one that really works
7.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Agenda Why NoSQL? Oracle NoSQL Database Use cases What are the NoSQL Challenges? 7
8.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | What is Oracle NoSQL Database 8 101100101001001 001101010101011 100101010100100 101 ReliableFlexibleFastSimple advanced Key-Value database designed as cost effective, high performance solution for simple operations on collections of data with built in high availability and elastic scale-out. less is more
9.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Oracle NoSQL Database NoSQL for Developers and IT 9 Setup, Admin, API & Integration Built-in HA, Predictable Performance Parallel Access & Scale-out Simple: Fast: Flexible: Reliable: Flexible schema & Agile development
10.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | • Features – Elastic – BASE Operations – Tables / JSON / Binary – Online management • Differentiators – ACID transactions – Online rolling upgrades – Streaming large object support – Oracle technology integrated – Engineered Systems and Commodity HW Enterprise Ready 10 Application Storage Nodes Datacenter B Storage Nodes Datacenter A Application NoSQL DB Driver Application NoSQL DB Driver Application – Data Center Support – Secondary Indexes – Secure Access – Flexible schema
11.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Architecture (logical) Linear scaling and replication 11 • Elastic Auto Sharding (split, add, contract) Store Shard M Shard R R R R Application NoSQL Driver M • Writes to elected node with flexible durability • Reads from any node in system Shard R R M Expand and Rebalance Shard M R R • Auto re-balance of data on expansion
12.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | 12 Oracle Big Data Management System Data WarehouseData Reservoir + Oracle Big Data Connectors Oracle Big Data SQL Oracle Advanced Analytics Oracle Database Oracle Spatial & Graph Cloudera Hadoop Oracle R Distribution Oracle NoSQL Database Oracle Industry Models Oracle GoldenGate Oracle Data Integrator Oracle Event Processing Oracle Event Processing Apache Flume Oracle GoldenGate Oracle Advanced Analytics Oracle Database Oracle Spatial & Graph Oracle Industry Models
13.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | • Query NoSQL data from Oracle Database and Hive • Access NoSQL data from Hadoop and Spark for DW and analytics • Share data with Oracle Coherence for extensible in-memory cache grid • Persist history & event streams for processing with Oracle Event Processing • Store & query RDF data using Oracle RDF for NoSQL • Replicate changes in Oracle Database to NoSQL DB using Oracle Golden Gate • Monitor your NoSQL cluster using Oracle Enterprise Manager 13 Enterprise ready -- Integrated out of the box
14.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Agenda Why NoSQL? Oracle NoSQL Database Use cases What are the NoSQL Challenges? 14
15.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Web-Scale Personalization & Xaction Processing • Direct-to-Consumer web services • Real-time transaction capture • High volume, Low latency • Retail, Financial Svcs, Insurance Time Series & Sensor Data Mgmt • Efficient, scalable data persistence • Requires analytics and visualization • Scalability, Cost management • Utilities, Oil & Gas, Manufacturing, Financial Svcs 15 Real Time Event Processing • Scalable container for rules and history • Provides context to interpret events • Low latency, Cost trade-offs • Credit Card Svcs, Content Recommend Engines Aggregation & Consolidation • Disparate data sources, integrated data • Customer Service, 360 View • Business Innovation from legacy systems • Insurance, Banking, Healthcare, Entertainment Common NoSQL Use Cases
16.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Finance • Large credit card network provider • Fraud rule and history management • 6,500 ops/sec, 85% update on read Manufacturing • Large airline manufacturer • Developing next generation planes • 750K key inserts/sec, 6TB/hour 16 Telecoms • Large mobile telecom operator • Mobile personalized advertizing • 24,000 ops/sec, 100% update on read Customer Loyalty • Operationalize analytics to NoSQL Customer Portal • Addressed processing conflicts • 20M+ customers in multiple countries Oracle NoSQL Database customer success… ……many more
17.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Agenda Why NoSQL? Oracle NoSQL Database Use cases What are the NoSQL Challenges? 17
18.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Getting Started -- What’s Easy? • Initial Installation and Deployment Simple out of the box experience • Developer-centric APIs Flexible documents and key/value pairs • Data Ingestion and Query Fast and simple 18
19.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Getting Real – What are the First Challenges? • Too Many Choices Dozens of NoSQL products • Data Modeling Model affects behavior, specially performance • Functional Integration How do I do X? Analytics is a hot topic 19
20.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Deploying to Production -- What’s Hard? • Scalability, Reliability & Support Buyer beware • Manageability at Scale Common “hidden” cost • Continuous Integration Integration with RDBMS and other systems 20
21.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Enterprise NoSQL Text Core Database Functionality Application Developer Friendly Enterprise- grade Software • Predictable, low latency • Highly available • Highly scalable • Administrator friendly (IT) • Strong Integration • Enterprise-grade support • Multiple APIs • Simple, flexible schemas • Flexible data model 2/18/2015 21
22.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Q&A 22
23.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | 23
24.
25.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Appendix
26.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Example Use Cases 26
27.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Benefits Scalable multi-channel customer portal Predictable performance for all operations Reduced time to market Easy application evolution Coupon redemption, Vendor recommendation NoSQL for Customer Loyalty Objectives Scalable customer loyalty portal New multi-channel consumer model Improve operational efficiency Solution Personalized multi-channel coupon generation and redemption Cross-promote affiliated vendors Scale system with customers and participating retailers NoSQL DB Driver Application Retail Partners Customer Profiles End Customers Available Coupons Market Segmentation 27
28.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Financial Services coordinated theft prevention NoSQL for Fraud Scoring Objectives Solution Benefits Application Data Ingestion TransactionAuthorization Processor Combine data sources for complex scoring Detect, alert analyst with low latency Handle burst seasonal transaction volumes Oracle Coherence cluster for real time transaction object management Oracle NoSQL Database for fraud model and customer profile management Oracle Database for statistics and fraud modeling-related data Simple data model, ACID transactions Scalability, Reliability, Low Latency Elasticity of sharded data repositories Easy configuration and administration NoSQL DB Driver 28
29.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Objectives Solution Benefits •Increase scalability of data storage •Deliver higher concurrency analytic data access •Scale data loading independently from analysis •Commercial support for mission critical system •Oracle NoSQL database for high speed storage and range based extraction of time series data. •Oracle NoSQL database for agile schema, replaced HDF5 storage format, kept analysis client program •Oracle Big Data Appliance for efficient manageability and lowest TCO •Hadoop post processing and RDBMS connectivity to Enterprise systems •Improve scale of storage for flight test sensor data •Increase concurrency of access to data for analysis •Improve system availability for analysts by allowing simultaneous data ingestion and analysis Big Data Appliance NoSQL DB Driver Event Ingestion and Extraction NoSQLDB/ Oracle RDBMS Hadoop/ Oracle RDBMS Oracle or Any third parties SQL/Data Analytics Tools NoSQL for Sensor Event Storage & Processing Large scale sensor data capture and analysis 29
30.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Product Recommendation Platform 30 Elastic Data Store Recommendation Rule Engine Source Systems Admin Customers Corporate Web Page Recommendation Platform Rules Customer Info Recommend User Info, Billing Info, etc Request Respond Login User ID
31.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Oracle NoSQL Database Technical Features 31
32.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Smart Topology Management • Automated Resource Planning • Storage nodes have indication of “capacity” • Allocates replicas per storage node • Intelligent Master/Replica load balance • Ensures distribution of replicas • Efficient use of system resources • Reduces operator-caused configuration errors 32 Application Smart Topology Driver
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Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Data Center Support • Availability Zones • Flexible configuration • Primary Zones – Durability guarantees – Low latency writes, HA • 2nd’ary Read-Only Zones – Asynchronous replication – Analytic workloads – Report generation • Topology Aware Client Driver • Provides business continuity and distributed workload management 33 DC1 DC2 DC3 PrimaryZones Reports Batch Analytics
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Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Configurable CAP • Greater Flexibility – Configurable • Durability per operation • Consistency per operation – ACID by default – Transaction scope is single API call – Records share same shard key – Multiple operations supported 34
35.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Large Object Support • Parallel Streaming Interfaces – Efficient storage and retrieval of large objects – Client side streaming interface for low memory consumption – Server side splitting and distribution of object chunks across nodes for better read/write latency – Automatic partial LOB detection 35 Large Object NoSQLDBDriver Application Shard 2 Shard N Shard 1
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Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | 36 Flexible Data Model Oracle NoSQL Database advanced key-value database 1. KV API, Application specific opaque values Primary key & Shard key Automatic Data sharding & local indexing BASE & ACID Transactions 1. KV API, Application specific opaque values 2. JSON API, JSON Structures 1. Application specific opaque values 2. JSON API, JSON Structures 3. Table API, Tables
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Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Secondary Indexes 37 Pkey A Value A F1 F2 F3 F4 F5 F6 Pkey B Value B F1 F2 F3 F4 F5 F6 Skey A Pkey A F5 F6 F1 F2 F3 Skey B Pkey B F5 F6 F1 F2 F3 Primary Records Secondary Indexes Shard 1 Writes Reads Shard 2 Shard N Index on (F4) Skey A Pkey A F4 F1 F2 F3 Skey B Pkey B F4 F1 F2 F3 Index on (F5, F6) • Data local b-tree • Broader low latency use cases • Low cardinality indexing • Consistent indexes • Simple & Compound indexes • Simple & Complex data types • Range and equality searches • Store wide sorted —Parallel scans —Ordered results —Array indexing
38.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Security • Data Access Protection – Configurable enforcement – Authentication • User/Password • Configurable client time-outs • Oracle Wallet integration • Internal components self-authenticate – Encryption over the wire • All channels SSL encrypted – Authorization • Read/Write Access • Administration – Future integration with Oracle Products 38 Store Shard M Shard R R Shard R R R NoSQL Driver M R M Username Password SSL SSLSSL Application Read/Write or Admin
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Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Online Rolling Upgrades • Linear time impact for upgrade – Admin commands available to describe safe upgrade order – Scripted available hands-free upgrade experience – Read/Write availability throughout the upgrade process 200 Node version upgrade in 15 minutes 39 0 2.5 5 7.5 10 12.5 15 17.5 72 (24x3) 144 (48x3) 216 (72x3) TimetoUpgrade(min) Total Nodes (Shards x Rep. Factor) Online Rolling Upgrade
40.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Developer and Admin Tools • Standards based tooling – SNMP / JMX metrics – Oracle Enterprise Manager – Cloud ready HTML5 browser admin – Command line interface • Scripting • Query prototyping • Data load – Easy to use developer API • Java, C, REST • R, JRuby, Jython community drivers • Coming: Javascript, Python 40
41.
Copyright © 2014,
Oracle and/or its affiliates. All rights reserved. | Developer Centric APIs • Java API for Key-Value, JSON and Table data models • C API for Key-Value & JSON • C API for Table data model – Implementing using a new Thrift, JNI-less protocol – Additional Thrift-based APIs to follow • REST API available through Oracle Rest Data Services – Deployments using Oracle Web Logic Server, Glassfish, Tomcat – Directs Web Service calls to NoSQL DB – Marshals data returned into JSON format – Full CRUD operations across NoSQL Cluster • Client-side DDL API – Create and Alter tables and schemas inside an application 41
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