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Oracle and/or its affiliates. All rights reserved. | NoSQL? No SQL Not only SQL Non-relational database SQL 9 NOSQL DATABASES [>225] - http://nosql-database.org 데이터의 특성에 맞추어 적절한 아키텍쳐에 저장하는 것이 TCO 절감의 출발점
10.
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Oracle and/or its affiliates. All rights reserved. | Database의 - CAP 이론 10 Consistency Availability Partition Tolerance
11.
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Oracle and/or its affiliates. All rights reserved. | NoSQL 유형 11
12.
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Oracle and/or its affiliates. All rights reserved. | NoSQL 유형 12 Key Value Store
13.
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Oracle and/or its affiliates. All rights reserved. | NoSQL 유형 13 Key Value Store Document DB
14.
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Oracle and/or its affiliates. All rights reserved. | NoSQL 유형 14 Key Value Store Document DB Columnar DB
15.
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Oracle and/or its affiliates. All rights reserved. | NoSQL 유형 15 Key Value Store Document DB Columnar DB Graph DB
16.
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Oracle and/or its affiliates. All rights reserved. | NoSQL 유형 16 Key Value Store Document DB Columnar DB Graph DB 데이터의 특성에 맞는 적절한 데이터 관리 기법을 사용하자.
17.
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Oracle and/or its affiliates. All rights reserved. | NoSQL 유형 17 Key Value Store Document DB Columnar DB Graph DB 데이터의 특성에 맞는 적절한 데이터 관리 기법을 사용하자. 범용적인 NoSQL
18.
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Oracle and/or its affiliates. All rights reserved. | NoSQL에 대한 이해 Confidential – Oracle 18
19.
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Oracle and/or its affiliates. All rights reserved. | NoSQL에 대한 이해 – Oracle RAC 19 Consistency Availability Partition Tolerance O O X C A P Oracle RAC
20.
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Oracle and/or its affiliates. All rights reserved. | NoSQL에 대한 이해 – MongoDB 20 Consistency Availability Partition Tolerance O X O C A P CP 계열 NoSQL
21.
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Oracle and/or its affiliates. All rights reserved. | NoSQL에 대한 이해 – CouchDB 21 Consistency Availability Partition Tolerance O O C A PAP 계열 NoSQL
22.
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Oracle and/or its affiliates. All rights reserved. | NoSQL에 대한 이해 – Coherence Confidential – Oracle 22 • Abstraction of DHT(Distributed Hash Table) • Abstraction of Consistent Hashing • Supporting of Virtual Node (Partitioning) • No Name Node • Minimal Engineering
23.
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Oracle and/or its affiliates. All rights reserved. | •Oracle NoSQL 주요 특징 Confidential – Oracle 23
24.
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Oracle and/or its affiliates. All rights reserved. | Oracle NoSQL Confidential – Oracle 24 10110010100100100 11010101010111001 01010100100101 ReliableFlexibleFastSimple less is more
25.
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Oracle and/or its affiliates. All rights reserved. | Oracle NoSQL 25 유연한 데이터 관리 체계 분산 기반 가용성 Fast Data TCO 효율성 극대화 ERP EAM Inventory Control Accting & Payroll Process Mgmt Business Analytics CRM … Driver Application Real Time Event Processing Distributed, Web- scale Applications Online Gaming … Mobile Data Management Time Series & Sensor Data Mgmt
26.
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Oracle and/or its affiliates. All rights reserved. | Confidential – Oracle 26 Oracle NoSQL의 시작
27.
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Oracle and/or its affiliates. All rights reserved. | • 특징 – 선형적인 확장성 – BASE Operations – 테이블 / JSON / Binary – 온라인 관리 체계 – C, C#, Java, Python, JS, Ruby • 차별성 – ACID 트랜잭션 – 온라인 롤링 업그레이드 – 대용량 파일에 대한 스트리밍 API – 오라클 솔루션과 통합성 – Engineered Systems & Commodity HW Oracle NoSQL 특성 27 Application Storage Nodes Datacenter B Storage Nodes Datacenter A Application NoSQL DB Driver Application NoSQL DB Driver Application – 데이터 센터 지원 – 이차 인텍스 – 보안 – 유연한 스키마
28.
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Oracle and/or its affiliates. All rights reserved. | Confidential – Oracle 28 Oracle NoSQL 아키텍처
29.
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Oracle and/or its affiliates. All rights reserved. | Confidential – Oracle 29 Oracle NoSQL 아키텍처
30.
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Oracle and/or its affiliates. All rights reserved. | Oracle NoSQL 아키텍처 30 M1 M2 M3 R2 R2R1 R1 R3 R3 Shard1 Shard2 Shard3 Agents A A A Machine1 Machine2 Machine3 Application NoSQL Driver D DD D DD
31.
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Oracle and/or its affiliates. All rights reserved. | Oracle NoSQL 아키텍처 • 탄력적 Auto Sharding Store • 유연한 데이터 영속성을 위해서 선출된 노드에 쓰기 • 읽기; 모든 노드에서 수행 Shard M R R Shard M Shard R R R R Application NoSQL Driver M Shard R R M • Shard 추가시 데이터 조정(재분배) 31 Expand
32.
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Oracle and/or its affiliates. All rights reserved. | Confidential – Oracle 32 Oracle NoSQL 아키텍처
33.
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Oracle and/or its affiliates. All rights reserved. | Oracle NoSQL Database – distributed, shared nothing 33 스케일 아웃 Shard1 NoSQL DB client driver Shard2 Hash(primary key) -> shard_Id
34.
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Oracle and/or its affiliates. All rights reserved. | 34 Oracle NoSQL Database – physical organization NoSQL DB client driver Shard1 Shard2 D M R R R R M 마스터 선출 + HA를 위한 복제 Replication nodes DD D DD • 스케일 아웃
35.
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Oracle and/or its affiliates. All rights reserved. | 35 Oracle NoSQL Database – cluster expansion NoSQL DB client driver Shard1 Shard3 Shard2 M R R R M R R R M 재분배 • 스케일 아웃
36.
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Oracle and/or its affiliates. All rights reserved. | •Oracle NoSQL: Simple Confidential – Oracle 36
37.
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Oracle and/or its affiliates. All rights reserved. | • 라이브러리 다운로드 • kvstore 시작 java -jar lib/kvstore.jar kvlite • 저장소 상태 확인 java -jar lib/kvstore.jar ping -host kvhost -port 5000 • 관리 CLI java -jar lib/kvstore.jar runadmin -host kvhost -port 5000 KVLite
38.
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Oracle and/or its affiliates. All rights reserved. | Oracle NoSQL Data Model Confidential – Oracle 38 Key-Value Data Model Table (Nested Tabe) Data Model JSON Data Model
39.
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Oracle and/or its affiliates. All rights reserved. | Key-Value Data Model Confidential – Oracle 39
40.
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Oracle and/or its affiliates. All rights reserved. | Key-Value Data Model – Data Type Confidential – Oracle 40 • 단순 데이터 타입 – Boolean – Binary – Double – Float – Integer – Long – String – Enum • 복합 데이터 타입 – Array – Map – Recode
41.
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Oracle and/or its affiliates. All rights reserved. | 41 Key-Value Data Model: 구성 advanced key-value database Primary key & Shard key Automatic Data sharding Secondary indexing 1. Key-value: Application specific values 2. Table API, Tables 3. JSON API, JSON data type
42.
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Oracle and/or its affiliates. All rights reserved. | 42 Key-Value Data Model: 예제 코드 // 키 생성 ArrayList<String> majorC = new ArrayList<String>(); majorC.add(“Note”) Key myKey = Key.createKey(majorC); // 데이터 변환 String myData = “value 부분의 데이터” Value myValue = Value.createValue(myData.getBytes()); // 키/값 쌍 저장 kvstore.put(myKey, myValue); Key Value
43.
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Oracle and/or its affiliates. All rights reserved. | 43 Oracle NoSQL Database – Table Data Model ID 1234 JSON 5678 JSON 1000 JSON TableName: PeopleData { Shipping: Truck Depart: 1:00 AM EstArrive: 6:00 PM Weight: 1000 ColdOrHot: Cold Shipper: Company 1 Signed: Yes } SQL 지원{ Shipping: Train Depart: 5:00 AM EstArrive: 6:00 PM Weight: 2000 Shipper: Company 2 Signed: No } { Item: Socks Color: Blue Qty: 10000 Size: S,M,L Shipper: Company 2 Signed: No }
44.
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Oracle and/or its affiliates. All rights reserved. | 44 Oracle NoSQL Database – Table Data Model ID Shipper Method Vessel ID Weight GPS Location 1234 Com1 Ship 66666 Yes 5678 Com2 Car 1 200 Yes 1000 Com3 Train # 543 2,000 No Integer Float String Arrays … X Coordinate Y Coordinate 85.432 101.663 111.43 -34.3 66.788 -45.666
45.
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Oracle and/or its affiliates. All rights reserved. | Confidential – Oracle 45 Parent Table & Child Table
46.
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Oracle and/or its affiliates. All rights reserved. | 46 Parent Table & Child Table
47.
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Oracle and/or its affiliates. All rights reserved. | 47 Table model: 테이블과 인덱스 생성 Fleet vin: string make: string model: string year: string fuelType: enum vehicleType: enum Fleet.Mileage date : string driverID : string startOdometer : integer avgSpeed : float totalDistance : integer totalFuel : float mpg : float counter : integer feeds { currentTime : long longtitude : float latitude : float odometer : integer fuelUsed : float speed : integer }
48.
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Oracle and/or its affiliates. All rights reserved. | 48 SQL Query using Command Line Connect Store • java -jar $KVHOME/lib/sql.jar -helper-hosts kvhost:5000 -store mystore NoSQL SQL Query Demo • SELECT * FROM fleet; • SELECT make FROM fleet; • SELECT * FROM fleet WHERE make = "HONDA"; • SELECT vin, make, model, year FROM fleet WHERE make = "HONDA"; • SELECT * FROM fleet.mileage; • SELECT * FROM fleet.mileage WHERE driverID = "E9824103"; • SELECT vin, date, feeds FROM fleet.mileage WHERE vin = "7IT86TDVSO8T146WP0R1"; • SELECT vin, date, feeds FROM fleet.mileage WHERE (vin = "7IT86TDVSO8T146WP0R1" and date="0221"); • SELECT vin, driverID, date, mpg, totalDistance FROM fleet.mileage WHERE driverID = " E9824103" ORDER BY date DESC; KV Store Command Line
49.
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Oracle and/or its affiliates. All rights reserved. | Data Center 지원 • Availability Zones • 유연한 구서을 지원 • Primary Zones – 데이터 영속성 지워 – Low latency writes, HA • Secondary Read-Only Zones – 비동기 복제 – Analytic workloads – Report generation • 클라이언트 드라이버는 토폴로지 인식 • 부하 분산과 고 가용성에 용이 49 DC1 DC2 DC3 PrimaryZones Reports Batch Analytics
50.
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Oracle and/or its affiliates. All rights reserved. | CAP 설정 • NoSQL 유연성 강화 – 설정 유연성 극대화 • 오퍼레이션 별로 Durability 설정 • 오퍼레이션별 데이터 일관성 설정 50 C A P
51.
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Oracle and/or its affiliates. All rights reserved. | Large Object Support • 병렬 스트리밍 인터페이스 – 대용량 오브젝트에 대한 저장/조회 효율성 강화 – 클라이언트 측 스트리밍 인터페이스 의 메모리 소비 최소함 – 서버측은 오브젝트 분할과 분산을 담 당, 읽기/쓰기 지연시간 최소화가 목 표 51 Large Object NoSQLDBDriver Application Shard 2 Shard N Shard 1
52.
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Oracle and/or its affiliates. All rights reserved. | 보안 • 데이터 접근 보호 – 설정 기반 – 인증 • User/Password • 클라이언트 time-out 설정 • Oracle Wallet integration – 통신 채널 암호화 • 모든 채널은 SSH 암호화 – 권한제어 • Read/Write 권한 제어 • Administration 52 Store Shard M Shard R R Shard R R R NoSQL Driver M R M Username Password SSL SSLSSL Application Read/Write or Admin
53.
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Oracle and/or its affiliates. All rights reserved. | 온라인 롤링 업그레이드 • Linear time impact for upgrade – 안전한 업그레이드 순서를 기술하는 관리자 명령 제공 – 업그레이드 자동화를 위한 스크립트 지원 – 업그레이드 프로세스 중 읽기/쓰기 가용성 보장 200 노드 버전 업그레이드 15분 소요 53 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
54.
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Oracle and/or its affiliates. All rights reserved. | 개발자 & 관리자 툴 • Oracle NoSQL 툴 – 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, Javascript, Python, C# • R, JRuby, Jython community drivers 54
55.
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Oracle and/or its affiliates. All rights reserved. | YCSB on SSD-backed commodity servers • 성능 테스트 환경 – Twitter : ~500M tweets/day • 350K /min • 3 ~ 10 set commodity server에 저장 – 1.25M ops/sec – 2 billion 레코드 – 2 TB of data – 95% 읽기, 5% 저장 – Low latency, High Scalability 55 0 1 2 3 4 0 200,000 400,000 600,000 800,000 1,000,000 1,200,000 1,400,000 6 (2x3) 12 (4x3) 24 (8x3) 30 (10x3) AverageLatency(ms) Throughput(ops/sec) Cluster Size ( 3->15 servers ) Mixed Throughput Throughput (ops/sec) Write Latency (ms) Read Latency (ms)
56.
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Oracle and/or its affiliates. All rights reserved. | Oracle Database와 통합 56 SQL – External Table CREATE TABLE nosql_data ( email VARCHAR2(30), name VARCHAR2(30), gender CHAR(1), address VARCHAR2(40), phone VARCHAR2(20)) ORGANIZATION EXTERNAL (type oracle_loader default directory ext_tab access parameters ( records delimited by newline 10 preprocessor nosql_bin_dir:'nosql_stream' fields terminated by '|' missing field values are null) LOCATION ('nosql.dat')) 13 REJECT LIMIT UNLIMITED 14 PARALLEL;
57.
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Oracle and/or its affiliates. All rights reserved. | 57 +
58.
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Oracle and/or its affiliates. All rights reserved. | Summary: Oracle NoSQL Database 58 Driver Application External Table M/R Source c JPA
59.
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Oracle and/or its affiliates. All rights reserved. | 59 Oracle Big Data SQL Summary: Oracle NoSQL Database One fast SQL query, on all your data, in parallel
60.
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Oracle and/or its affiliates. All rights reserved. | 60
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