สวัสดีครับ ชาว IT วันนี้ผมจะมาแนะนำในเรื่องของ Database กันบ้างนะครับ ในตลาดปัจจุบันเราสามารถเลือกใช้งาน Database ในรูปแบบต่าง ๆ ได้ครับ ไม่ว่าจะเป็น RDBMS, NoSQL, Big Data หรือ อื่น ๆ ซึ่ง Developer มือใหม่ที่เลือกใช้งานคงจะเลือกกันไม่ถูก ถ้าจะมีให้เลือกมากมายขนาดนี้
โอเคครับ ก่อนที่จะไปเปรียบเทียบกัน จริง ๆ หัวข้อด้านบน ก็ไม่ถูกซะทีเดียว เพราะว่า SQL จริง ๆ แล้วคือ ภาษา ๆ หนึ่ง เดี๋ยวจะค่อย ๆ ไล่อธิบายไปนะครับ
SQL คืออะไร
สำหรับ SQL ย่อมาจาก Structured query Language เป็นภาษาโปรแกรมมิ่งชนิดหนึ่ง ที่ใช้ในการสื่อสารกับ Database ชนิด Relational ไม่ว่าจะเป็นการ Update ข้อมูลใน Database หรือ ดึงข้อมูลจาก Database ครับ
สรุปแบบง่าย ๆ คือ เป็นตัวกลางในการช่วยสั่งงาน Database แบบ RDBMS ครับ
จากที่ได้เกริ่นไปในตอนต้น วันนี้ผมจะมาเปรียบเทียบรูปแบบ Database ที่คนทั่วโลกนิยมกัน 2 ตัวคือ RDBMS และ NoSQL ครับ มาเริ่มกันเลยครับ
RDBMS (Relational Database Management System)
เป็นระบบจัดการฐานข้อมูลที่นิยมใช้กันมานานแล้วตั้งแต่ยุค 1970 มีความเสถียรมากเหมาะสำหรับการเก็บข้อมูลที่มีจุดประสงค์และแยกประเภทชัดเจน ใช้ภาษา SQL ในการ Query และ Maintain Database มีการเก็บข้อมูลในรูปแบบ Tables (ตาราง) มีองค์ประกอบเป็น Rows และ Columns (มองภาพคล้าย ๆ ตารางของ Microsoft Excel)
สาเหตุที่เก็บข้อมูลเป็น Tables (ตาราง) เนื่องจากช่วยให้ง่ายต่อการเข้าถึงข้อมูลของกันและกัน หรือเรียกอีกชือว่า Relation ก็ได้ครับ เนื่องจากเป็นการนำข้อมูลมาเชื่อมต่อกัน มีความสัมพันธ์กัน
องค์ประกอบของ Tables จะประกอบไปด้วย
- Row (แถว หรือ แนวนอน) เรียกอีกชื่อว่า Tuple คือ ข้อมูล
- Column (สดมภ์ หรือ แนวตั้ง) เรียกอีกชื่อว่า Attribute คือ การระบุชนิดของข้อมูลนั้น ๆ เช่น ที่อยู่, วัน เดือน ปีเกิด
- Table (ตาราง) เรียกอีกชื่อว่า Relation คือ ชุดของข้อมูล (Record) ที่แบ่งชนิด (Attribute) เรียบร้อยแล้ว (Rows & Columns)
- View เรียกอีกชื่อว่า Query คือ การรายงานข้อมูลจาก RDBMS โดยจะเรียกดูจาก Record จาก Row ใดก็ได้
โดยในการเก็บข้อมูล สังเกตได้ว่ามีการวางโครงสร้างเป็นลักษณะแบบตาราง ข้อมูลใหม่ที่เพิ่มเข้ามาก็จะไปสร้าง Row ขึ้นมาใหม่ต่อทางด้านล่าง ซึ่งการเพิ่มเข้ามาของข้อมูลจะมีลักษณะเป็นแบบการเพิ่มบรรทัดนั่นเอง
การเก็บข้อมูลของ RDBMS จึงมีความเป็นระเบียบมาก สามารถหาข้อมูลที่เกี่ยวข้องกันได้ง่ายเนื่องจากข้อมูลมีการผูกกันแบบชัดเจน แต่ตารางที่ว่าจะถูก Fix Column มาให้แล้ว ทำให้เพิ่มข้อมูลได้เฉพาะเท่าที่มี Fields อยู่
ทีนี้ผู้คิดค้นก็มีความกังวลว่าในการใช้งานหากมีคนใส่ข้อมูลที่ไม่ตรงกับความต้องการที่แท้จริงของ Field นั้น ๆ และเวลานำข้อมูลของแต่ละ Table มาเชื่อมต่อกัน (JOINS) จึงต้องมีการกำหนด Constraints ขึ้นมา
Constraints – แปลเป็นไทยก็คือ ข้อบังคับ ซึ่งข้อบังคับนี้จะต้องเกี่ยวข้องกับ Data Integrity (ความถูกต้องสมบูรณ์ของข้อมูล) ซึ่งมีอยู่ 2 ส่วน ได้แก่
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Entity Integrity -> ต้องสามารถระบุถึงแถวข้อมูลภายใน Table ได้
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Referential Integrity -> ข้อมูลที่ใส่เข้าไปจะต้องมีความสัมพันธ์กับอีกตารางนึง (ต้องนำค่ามาจากอีกตารางที่อ้างอิง)
Constraints ใน RDBMS จะมีอยู่หลายแบบ ไม่ว่าจะเป็น
Key -> มี 2 รูปแบบ
Primary Key -> หมายถึง จะไม่ให้ใน Column มีข้อมูลที่ซ้ำกันและข้อมูลที่ว่างอยู่ (NULL)
Foreign Key -> หมายถึง ต้องมีการ Reference ข้อมูลจาก Table ที่มี Primary Key
Other -> รูปแบบอื่น ๆ เช่น
NOT NULL -> หมายถึง ใน Record ต้องมีข้อมูล ถ้าเราไม่ได้กรอก Record จะบันทึกเป็น NULL โดยอัตโนมัติ
UNIQUE -> หมายถึง ใน Table จะต้องไม่มีข้อมูลที่ซ้ำกัน
DEFAULT -> หมายถึง จะระบุข้อมูลลงใน Record ให้ ถ้าไม่ได้กรอกข้อมูลลงไป
CHECK -> หมายถึง จะตรวจสอบข้อมูลให้ว่าตรงตามเงื่อนไขหรือไม่
RDBMS ที่นิยมในตลาดที่เรารู้จักกัน ได้แก่ Oracle, Microsoft SQL Server, MySQL, PostgreSQL, IBM DB2, Microsoft Access, SQLite และ MariaDB โดยแต่ละเจ้ามีความสามารถในการกำหนด Constraints ได้แตกต่างกันไปครับ
แถมให้สำหรับ RDBMS ในกรณีที่เริ่มมีข้อมูลที่มากขึ้นแล้ว จะต้องใช้พื้นที่ในการเก็บข้อมูลมากขึ้น ในการที่จะหาดึงข้อมูล จะต้องมีการ Query ที่มากขึ้น ทำให้ Database Server ต้องใช้การประมวลผลมากขึ้น สิ่งที่สามารถแก้ไขได้คือ การเพิ่ม Load ของ Server ไม่ว่าจะเป็น CPU, Memory และ Hard disk เราเรียกการ Scale แบบนี้ว่า การ Scale แบบ Vertical
NoSQL คืออะไร
Non-SQL ย่อมาจาก Non-relational database บางท่านอาจจะเรียกว่า Not only SQL ก็ไม่ได้ผิดแต่อย่างใด
เป็น Database อื่น ๆ ที่ไม่ได้เป็นแบบ Relational หรือมีความสัมพันธ์กันชัดเจนแบบ Pattern เหมาะสำหรับการใช้งานจำพวก Big Data และ Real-time Web Application
ว่ากันง่าย ๆ ก็คือ เกิดมาเพื่อแก้ไขปัญหาของ RDBMS เลยล่ะครับ แต่ก็มีข้อเสียอยู่เช่นกัน ข้อดีข้อเสียเดี๋ยวเปรียบเทียบให้ตอนท้ายนะครับ สำหรับประเภทของ NoSQL จะแบ่งออกเป็น 4 แบบหลัก ๆ ได้แก่
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)
- Document -> ข้อมูลและ Metadata จะเก็บเป็นลำดับชั้นในรูปแบบ Semi-structure data เช่น JSON หรือ XML ใน Database ตัวอย่าง Database Software ที่ใช้งานลักษณะนี้ ได้แก่ Cosmos DB, IBM Domino, MongoDB, Couchbase, ArangoDB
![Relational Databases vs. NoSQL Document Databases | Lenni's Technology Blog](data:image/png;base64,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)
จากรูปแบบซ้ายคือ RDBMS แบบขวาคือแบบ Document
- Key-Value -> เป็นการเก็บ Record ที่ไม่มีอะไรซับซ้อน มีแค่ Key และ Value ทำให้สามารถเข้าถึงข้อมูลได้รวดเร็ว โดยการเข้าถึงข้อมูลก็ให้ใช้ Key ก็จะได้ Value ที่ต้องการ ตัวอย่าง Database Software ที่ใช้งานลักษณะนี้ ได้แก่ Redis, Memcached, Apache Ignite, Couchbase, Dynamo
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)
- Graph -> ข้อมูลจะเก็บอยู่ในรูปแบบกราฟแผนภูมิ มี Node และ Edge ที่เชื่อมต่อกัน ทำให้ไม่ต้องนำข้อมูลมา JOINS กันเหมือนของ RDBMS ตัวอย่าง Database Software ที่ใช้งานลักษณะนี้ ได้แก่ ArangoDB, InfiniteGraph, Apache Giraph, MarkLogic, Neo4J, OrientDB, Virtuoso
![](data:image/png;base64,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)
- Wide-Column -> รูปแบบของ Wide-Column จะบันทึกข้อมูลในรูปแบบ Tables (Rows และ Columns) แต่จะต่างจาก RDBMS ตรงที่ แต่ละ Rows จะไม่ Fix Column (ถ้าเป็น RDBMS จะ Fix มาเป็น Pattern เดียวกัน) ตัวอย่าง Database Software ที่ใช้งานลักษณะนี้ ได้แก่ Amazon DynamoDB, Cassandra, Azure Tables, Accumulo, HBase
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)
แบบ RDBMS (สีฟ้า) จะเห็นได้ว่า Columns เป็นค่าเดิมตลอด
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAegAAAEPCAMAAAC+z6cEAAAABGdBTUEAALGPC/xhBQAAAAFzUkdCAK7OHOkAAAAJdnBBZwAABywAAAlIAJdquEgAAABgUExURf///xAQEO/v75mZmXZ2dhISEomJiQAAALu7u0RERDIyMiIiIs3Nzd3d3WZmZlRUVKurqw4ODgQEBAgICAICAt/f3zg4OBwcHGRkZHJyckhISMHBwQoKCouLi1xcXKWlpe6mJVcAACAASURBVHgB7V2Jtquqsk3jjjGte5/uduO9///LO6sBpGwCayVn5bqKkWFUoIA5qwARYdN2G3erR6BpN0706llGAZ3o78CyE/1NWHaivzPR++7V7ser3c9fv704id9+/XxxCj9+fJqGTIvHbXTTulsHAg+Jvh1f69r2tfKP/2hPL07hZ3t4cQqfBqltHxLdZCGef2Gy8PwEDi9/YvzRHp+f7Uzip0EyAqaqbic6g3zqwomeQsXeM7pmvT9/7RYNDA3KbtEf0iu36BLYjK6VRKkL4xYNvAzKbtF1OqSh3aJLYDO6VhKlLoxbNPAyKLtF1+mQhnaLLoHN6FpJlLowbtHAy6DsFl2nQxraLboENqNrJVHqwrhFAy+Dslt0nQ5paLfoEtiMrpVEqQvjFg28DMpfa9G7pmvb8/1ieew+Ml/xGMUMiD7eT217anYmhX23N3ceXx73KYWBRR+6bbsdi2u6mJ3HoiXEBS/EYljDU7xffGIEfCnRl23bbs94+Xsw2TeZNL7Tl5f0yioRTS/XKYGtQb1pa9/c9Mhr23aqMZHoHTS1hS6lxDV3Xe37LZbUngPVH4EgA8YI+Eqir4DnutnswEYonmbVZDIrwMzF9ZSwjkRDMhnz8dSec5uuJvqCvDbNNqQRiT61W6ob9lurOdVEd+22ac7tFoiQ+wAEEjEcjYCvJPrWniRX9/YuJ0elw2Qy5H3+v8mMKhC9C/DjRKrqq2pUNdE3ziLolqohEL0PN3AiubsoUbVEX9otCr87a0bXRDQMWmG/cJt8pVpw2xNehNpRrIcB69oDNeaXPaphavuatr8h8D2aKUUN1rbZBKIPDB4JPHTUOvRUi1MlAgGoupVtiofEYJTtjWoXtk0QCN3ZxgpeeTspD4HoU3sj8XB3bpNh81KJbDiCsB8SQ5a3+wuySpUAUqTA59Cm9CIpamBQHJH+gaMR8IUWfcyzAqs7N/cAsyUa/Z0zWtstej7gpWm37QmIBZQJh2ZM9C2vT3uoBkyf2uuAPUUUopE6UcBioRQ4pRSDKm46aZ3PbU9RNoHoFIBvI1+3G2TgYkw0dIx0pyWxVxANlqkfxxFR3Ia0fpUWPWCGCiuXIAMWRyqQW/Tputmh17PboB6gsAQ4DJYiqhuICxbd5USfudN3E02xFk1Kc2A149hgAdXFPRdAKUrNrEQjM7FSQTaOrERC1gTRYBJMQ82oXgDRSBHdUa3VqBTURmtrxhBoyT72l5sRILOf5MTK42PyC2JpFgbMUCQt8p3YGBNNTeyJzekEaBqx5awsA3GB6GB/kqdje6YTJmds0cSY1DGsYaxJm32qJRBzh/pGmvpg0aZS0hqEkx8TTdWPZJxSh1KQjnAw/LODkUfNysoWAtT8GwHvQ7RmjCmg89yiSe8FFDqqMmZlmSC604pW8DloTX8OAoIUaaMR6Mj2pEQTDZoHiY8mlXvYdKUWbYhW1jgWn0sGOR1JLB2HxRP5SO6IZly7BVnZQoCafyPgC4nei4Uh8zu0gGpvwiFlcohEoljoDhQhWHQTRKeat++aoB2oGFRTRMpV2mgaopEk+SgwaR4oDTy+oa8WUkttdOhMNV2/IRWCY335CNGIG5sjw1NIuPzfCPhColOvmyjnthfFuJmqm2gZ2HIV0YeoStRaa33P7QJzLEQzmQOKhW5LNLqKp8ApchmIPgUDRPavoR7uSXVqidbaBw9wwmX4L2fWhDQCvpBoYIHOFRx6L6ivtI3eUm+FMin1qGjDBy0akaUiRBV72fRCO/8NiOaa4CHR3IVLUAai43P0nYRrDcJNtRJNBeTiiValo1YWUjIEEh9kUjuYhqeUdOmZEfCVRKPLeerxdCvjVhg+QY9WAKVMgqU9V5gft2ig194um91BBk621Ejv2AgZVhg8HnP4ee0h0RhxkU8zpPYORKMd2O53mwu6acgmOlj8hEwPDswgPWbvpN1NFAuplmjEJQln7UisqdcNinn8GE9NVCmCgfaM/g6dszbyIAieOz9BNDHNjt9q9DiFUKpGGPYrJ89Dp4+IRo2qDrmBi0TLCDUej3u6TUMiKAZVI0w0DB4uqZbaLaVuiUYECSyatC6iYWvd+XTXVxo7DGacYYBwDUGFV1vd/bhvYB58GBxldEGCUXhyx0YffahHQ10rdpdbhyEoYWdzvMN8mXMRAE9cUrwrRx4cOQd6G4KuTXDZczQlsb+fziKULjBife/5NuUb1123v1L6kmI6SlpaJoqwoTd5UdDKiOYCPv8wIPr5wllitOgXyddK7TPS36iN/kwxFuM60YDHiV7UkUJPt+gSoIyulUSpC+MWDbwMyl/5eFXHXkVoJ9qJrlCXpaBedS+hE/xMpRJuP+/fLRpYGpS96v6QfrlFl8BmdK0kSl0Yt2jgZVB2i67TIQ29TovexZWWZPyvGBrMSNeR2yyK0bXM7ykXbtGA0aBcYtF4yRdcnF9eQggmeYWpN1lwk4XM7ykXTjRgNCgXEn3i9QrpbQ+/dCijg97d6ITtLILJQub3lAsnGjAalAuJ1tc/oG6KuRl28K6W53Rab5MF6/35aycaGBqU64jGS1OeSYn3dumDszliMHMA82f1HeQwkMnC0Os55+sjWhaATbUp3uDCxfey/DoUr1yH8BmUK4m+yUwX/iBhSxze+dUvWmOazIo/NX1KsYFSnOI8ZbqjzmQh3H7e//qIlj5SAldmKSRiZYJFfAtPUBqUK4mWL9mQDH1kQDMpYLMQ2uMG/w1n1NNUKXgnNaTkyZksyM1nHp3oMcpVRNOXSagu0FJTpYF5Mxea2QU9I4XCo1czbMFBPnsntQtcOtEBiYX/HKS/zaK5102pEW1hAtuJeOUpjtTtAvfhEzTOv3wridlBo9JIrv34AIEhbhL0b6i6Y55ANFrinjPRUANMs2V3+OwQjTSsO42oIBS14ai7U/Y061GYnywhoGjxn4RLSL6sjZZlyOmr1R7zF/XLMlTh3Dyjib7Thxb7Yc8LnlQN0PcNwxzTeV4rWd8nXK+vjeZO9mCxjFf3umGzNFGV+l9w0hGDyTYwXlhz9pUqGFY37KBxvBCfL15xWB/RH0DJoFzVGaNW+EZESw0tXzvh84QTul1dC3tPPWxSCR4ihzakxz3Jr8nCBwrxIIoTDYAMypVEY5I0iRDquDMGu0ZXjOdSh69JiAZ8Eq7vM7bDrjgzZLLA9556cKIBp0H5I0RjeIxIhGVT7wC2S1TStwyD1pg/f2H28BRmXmGZLHCopx6caMBpUK4mGh1tcHo+HDE6JiMx6KFR/xoDKKmO7kPPnHtrZhjUZOGpHLMwJ/rTRMM8e4yY0GssGLBYKkZLqG3Gd2bJcu+DalzW9GAG5OBED8CYO/00SEZAiUVj4kGg8Ho8UkfserjdDuGpDt6UW3ilTF8G7zww/SB50JnJQu75jCu36DHKJUQ/A/uhDCd6iMbM+adBMgKc6Bmgl2+vc87YcpnrfY2u1Qt4FMOrbiBkUHaLfqQ1k/5u0ZOwmJtG14zvEy7dogGiQdkt+kOK5RZdApvRtRiliZOebrxGa/SoXUZ9zqKxnpk+6WGZ2TQuj3RqV4KfI7qPgg5dNo3yEssWS7V8MgfScqyBrxHwThaNN5vyvI5R1X6QZQycj6epDP3t+RzRePOio7Q0n23oDCpDr8nzOaJTznlCRoqra9OkG4/OanM0kmcEvBPRmKsgg6hpITjJ/tOI3ocBO0ODbdBGqNkbc0RHVcIwcVZlONFDCGX1c3oZyhaMsTapaSeIhl8YrRtKkPNZiw6TYwINGLSTN65G/UnMaEBvmM4s0UGVePYNZuOgCJzPKaKPg+HDoXA+n8jRKMziDSPgnSyaJpMSKqj/AD+tpYu3J2TjTLSssSeA0SJtcax9XNxZojGhketuoQGrt8HxQtyEinIh6VzIL67xOkpilmgsJdlTaFkyWqZFk9aycFVYoYD98p4CRQzO8BRul/8bAW9FNN6AEa94w43jDeu009JboH5ENO8/Ed6ejcs+TzRWYCRVYhrAyZ1WyKZOkyUaixp2DbQpvY/LU5klWlUJVQZ0FZ0OLE/GUkZE4/YNxQtbaOTiNUejmzU33ppomS980teeVKvymq+WaCwSC7pAVNYMJhTmiRZVEhrEgq/cbFuipdcWl9pNovVsnmhZzFMKcmNF4dxbolFrUbOU1h+2SRierPfjayPgvSwaDPAa+2R13D5jPVjgYYnmxdv19lSJF4hmBoSGHbfPMgPOEI22nLIAy59RpXmiEaeniFQXXLh95ql0luiDzLvhhYAppZEzPI38H94wAt6LaAZIMdjssboj3ATR2JCApkXarnMs+wLRrEq6FQ3WoOQpjIhniAb7PO8y2wghisfJAtE08Vm2vIGyNrSBBnUtLdF4vqMUkP5Q7OB81mMQZvHUCHgzoolk/QyAv/vBvMMJomUmMXCaebxeIJpUSWmg7dVOXZjKqlzIaq1YapeJNsMqCdgFoiEdVRD3+SC77aCu80QjlSQ0OzM8ZX5FF0bAmxGNpouAgkNbR40Y94EHVTdzyOwvlHaJaKiS0oDdtqh+ZkDoIAuEc69A6vOFFBaIJkXVzTxkjpVto1HGhWYnJGp4CrfL/42ANyMaxOpWUsIGOlzJonuUkqeh6kMSZhhPl3uJaMCsOyLIcxQe6SCEDmiYcSa9JKmzcc5N9TiVJaIx3CPjbqou3OHSqpsMHf1t6pDz0FxopsYpcGbGt8vvGAHvRjSeSIhatujLrkcb1qv641uu4wVPPKjrgOBhd00zim3pl4iGqujwJ3rWuytNfwOZjApmrh4pRVatc087HeqIqU1gqY3mabHSppBFHzEcAClMNJRqf8Eq8aRQ+IDtSivGo3iTzvA0GWbxphHwbkTDrHQUmvtJWzCr255Qk0qLnFOjRuqA8QzWiInSLhJND7ccB/0yOOkPMSowNbg7ES2jNboVxEQKSxZN0ySlsy4CceyEaNTqcDhAIo/IhKxMpGB4mgjx4JYR8G5EY6XyXkqARdu7w253wKrmspz5tbk3R13P/IKPj3jl88nSLhK9a0JECLntNxdag13WYT8ihetRvNHnv8+0DEhzkehjE+Y37++Uyx6rvku+dzSpUhPbNfCcU1WtYyZLV3jz3YkuLMZisEWiF2OWei4SXSpkMZzhaTHspKcR8HYWPZnpyptONABzoiu1ZjK4W/QkLOam0TXj+4RLt2iAaFD2qvtDiuUWXQKb0bWSKHVh3KKBl0HZLbpOhzS0W3QJbEbXSqLUhXGLBl4GZbfoOh3S0G7RJbAZXSuJUhfGLRp4GZTdout0SEO7RZfAZnStJEpdGLdo4GVQdouu0yEN7RZdApvRtZIodWHcooGXQdktuk6HNLRbdAlsRtdKotSFcYsGXgZlt+g6HdLQ67DoW9zn6jUnmJX1WvcPTC97rfvZynrHr0vl0yAVWDRNbHL3v49AVleNq+69Tl1/3d+PV7ufv357cRK//fr54hR+/Pg0AQ+Izrz9Yi0IjC16LSXzcmQIONEZHOu9cKLXy21WMic6g2O9F070ernNSuZEZ3Cs98KJXi+3Wcmc6AyO9V440evlNiuZE53Bsd4LJ3q93GYlc6IzONZ74USvl9usZE50Bsd6L5zo9XKblcyJzuBY74UTvV5us5I50Rkc671wotfLbVYyJzqDY70XTvR6uc1KNibap/sWTORdw3RfWan0f3/6upfggUVjoezXfWjCkj/9tcmj/PknOUCo4JMcWeU404enXpgsPFU2C/OvKQGDQXncRvPOAM8HfyDRZGHg86RTJxpAGpSd6A8p1zo+m/Wq+yH5TvRDiMaVSkmUujBedY9R9qq7Toc0tFt0CWymm1ASpS6MWzTwMii7RdfpkIZ2iy6BzehaSZS6MG7RwMug7BZdp0Ma2i26BDajayVR6sK4RQMvg7JbdJ0OaWi36BLYjK6VRKkL4xYNvAzKX2vR2Kp7257uV8vj7K7KNmC6vh6Pcff2AdHYlhB7QTd209h9N78dYZKZne0GCQy3LNzfsbls12dhcdF0MTvWa+H6ynvIUwDD00KcGS8j4EuJ1o04sQeryazJpPGduNzx5vFnxTYRTVt1kws+IWr9mxvaJLbdhtHhWHXrbqXYuzSI1n/ZtNjcfHR5TVvQV0NgZRsBX0k0inXCLpxX7M5qNuM0mbRlGF+fwEFzbrdiuZFo8ExbimJ/4FNu09VE96ASlUPYBTgSjfqCtBSzNYIOaOY+RLTsacwSqiGwoBgBX0n0rT0L/NibXbIZ6nCTSVuG0fWx3cKYd2dFOxCNbcYFfpxopaF8VxN9wlbQxCdtagwXiMYexVKLQKXEZ6cpfIRomtwTVD7IE6kfOBoBX0g09ltX9C/cJu+wVzSbuDRQl45J4rau6fawpu7Sn3GENuy7Y4Oq9BbMVLaPjzwEog/BxDeHjniCZcMwSZuYaG2oKR0kRrKbHcRy/dx1F9pRPLYpAhtv902gB6LTVuJ3bpMpV2fONxMtfQ1OZ98dwOO2Z7E9p3ig0gxa8mN7SupheKJE65wR8IVEm8kuuxP6NGCCYKJMKqgCGAhCt42A2ZJRYTP49oSwYcN2pazRmiEQfcvrUyR46lC/A1smWs2aBKJKaLcQiH4VjlAKcEJpRQOTDaZDApHoFIBZAJUddS9xwfkWsDUxpI7E4YvjFSkiNdKlSN/uvIUWrNCiAx1a0obbUdSFsLgx0efrBju4o6pHPUA8UWUAg40o0Qn2jJcduoPkLif6zN430RToU0Y0VQ/UpJNYMI+0kI9MwL65xU3o1aKRmVCpcAZYidD1QOYmiMZdaBGYPCMAiIaaokzRpO/I3iqJjg2esKUdTm4Mx0RTHXrirtAZUKllicFIdNTnYkq4DERLhOB/FOthcsYWTYxJHcNViTQre+I8OJhf7NMp0RIhBAiac6CKZUw09UOkjaHUUYeQjiRmOa10mZctJlF+YgR8YdVtiNaMMQV0nlfdVKMJCnQMtqgdICo9tX13Na9AdBc6yQzPXmt60RRr0VTdopHkI1s0yYptMgm49OjXa007TbTSxLH4XMo00CrJOB2HxWPpWyJeJeCG4YmC1Dkj4AuJ3gfUNruu26m9CYf1RKMyP4fmLVr0PVbdPXpcqh2oGFRT5MZV2mgyXQGfjwKTshERRm0giYTOWKp5G4yZkAqxGOhLLdH3tmvoCfFGz4Nwhie+V3UwAr6Q6IjahijHFZeD0adzBZloGdiynCtnqSzgmTpx6oJFH6IqEeWBaGpX+VxucDqS2OAoojUPmw0pCrlOHxQC0aeQ7I4oV3vsSXVqiaaGQZyoUiqbFqr2zwj4QqKBhQxjyPOvttH8R5mUelS0QRBMR0u0PEdHKALRiCy9M7Sll00vtPfUhRsQzS3IgGLRMEN0qG/UZmOvG91/6UxhTGCz0RqEO/tKNDUArA2S5XRUHZIyIdCFv0pAD0UHQQ1PsWzFJ0bAVxKNLmcH9b1gWAt43Jj2htmgTIKl/QbPXCUWfWvv8vWGoB6IBp88MoZuGhnklhppSAzN84FSPPLz2iOiZegFT/o69hYsGtK2ezwKICGUBDpE5eEHB2aQH7OltkkUi5pZooXAyPuaqm7uJ3NtdSJ+YNctnnK5/8TaKJUZW7iUPx0FtQRGrPekkxyJJqbZcTetx8MxPeVCq1gAnoPgzkVtNMWF0mnNHS2atJQdD4RCWfk5nLSKMyvJJ9WSdPn4rYje7G70bulA9RuYvgH4O7dQOlJ2Ot+POjJGqiAvhOgYxrSEV6AanLSkiejN8Y5x7ntP8tEaYFT9zG+yRMDxfj7drjoyBn8ZjOOjjGnp6BzF7aFMW8kdroJF4/RAYzjag9qgN9We6FFQM7vvULwLvSqTFNNRRUuZKAK7dGlq3hCg/N8I+MqquzzTlSEHRFfGLA0+ILo0SmU4w1NlbAQ3ApzoeggRw4kugc3oWkmUujBu0cDLoOwWXadDGtotugQ2o2slUerCuEUDL4OyW3SdDmlot+gS2IyulUSpC+MWDbwMym7RdTqkod2iS2AzulYSpS6MWzTwMii7RdfpkIZep0Vj6ro6eVVaAg3m07OTtwx5DKNrueczrtyigaJBucSi8ZIvOHrbVOTC24TBVM0Yz2Qh3n/aiRMNKA3KhUSf6K0BvajR168POQHRIQpNz8mcyULm95QLJxowGpQLiVZDxjTJMMP2ASMgmkPQZG1+mzMIb7Iw8HnSqRMNIA3KdUTjLavOjtsdl9vrQPQGc2zk3WEi0WQheTzrbH1Ey2vY1OFp+EayIFmpNwPaoFxJNKbOEBv0jUF77nHW8GQqzO6jRPAX8hKJhmZl6SOYyQLuPNmtj2jpI6UOksy0SMACbrjwep7hNChXEn1iYTSRgpJCQvLNUY8bkM7TsYS0SDQCBPIDnSYL4fbz/p1oYGlQriJ6B/ow2w604kit74UmSEHPSKFQlccvVvgOZq82DeZ0jFp1k4XnERwkOdEfJjr2uok1TD5mSM/0RQJ/waizqU6p3yV1CdUnNF8ud3TX3UMEhqBJ4ITky6rukCv60hDdq54zwRNl6UAdLpCPv9hDA9HcXyAVkNAp30GY/y8ikACjepjc30D0gYe5qA92xLxn/bIMH8RxPY66vKOJz3v+okXyB6Ll5IoJscMs4zx4mdvPu1xf1f1397rRItNXQ8qhdMTAfYM2G9Y8/Eo1Ek0tetJEJjPEfx6zRtL6iDYFLLk0KFd1xqR5BtFSQ8tXcvja88Sfo+zDZwyUjUQ0gjvRJczkYQxPuWfJlRFQSXRHj1dhrOvE353DfOQjF/4LWUhEx9UfgpdX3RGJhRPD00LIGS8j4CNEY3iMptyrqeLTGSIctfrwQSoSjc9hdDAtZshkId5/2olX3YDSoFxNNF5RgOHT/oj1mGQkBj00+pQNn1mkITmquqkDMfkexGThafxGQU70p4nGIEmPz0uorx+/OwenNPaFoRH5tIbxxk114et0vs0HJzphMXv2aZCMgBKLxsSDQCHmE1BH7Np096bXTOIenelfuslPZPHBWu/Tn8nCwOdJp27RY5RLiH4S/FGMEx2hmD/5NEhGgBM9j/WCzzrnjC0U+ENeRtc+JGMxklfdgMeg7Ba9qDJznm7Rc8gM7xtdG3o959wtGjgalN2iP6RbbtElsBldi1FkWhJd3niN1uihK1nE60cncxaNqU467H5Nk55YmKxk8Uhu8p8juo+CDh2tFBjdYJGMeG/xZA6kxUhDTyPgnSx6H15oYlS1H+ZZ16YZ3lo8nyMaC0HpdBe7jKhBZVE6ec4RnXIelpRWUbo2zUPBMUBtjmLEcGIEvBPRcUZDWghOcv00oqMqxYXgFBaDSgBr9n+OaEyTFVXC0H82Vc6JHmJ5V5QCDTIMR+8803xHDY/RumHM/HzWooMqwfCYBozmyZjfBNHXtEdHLp2uZokOqiTrpeFdj0qZIjoUbywedyZyNBlu9qYR8E4WHWaRCg28TrtshsFEyypjAhj7bUdbooRCzxKNAXk2OKkyaJ1YHbEnVJQLSYf9eEJzEJr9zxIdVEmWjE4bcbBwVVihAK/18OJnaoiYUzI8ZakXXRgBb0U03oDRCzCs6IcjVulraIsbnI6Ixu0bFrvPujuD0s8TrROSZeMEWh8MC4ORFEs01po70wzWfiB1eDpLNLJNqoSaGxT2mJCDRb5p4sWIaLwYuiNxXYlwKFvODU/jAI/uGAHvRTSWekT+Aw2k7bzmqyUa9SP8QEbWDKaSzxMNVep59UnED4uNkipZomWXD9tXSCnMEy2qJJNvbvz+lnNviVbLz1Z+T+I1R9mN2ou3JhqGwGvsE8XcCGOtTZiDJZrWqofj21PlXyCaDU785asiJAkRhmjQwG33eU6V5okWVaI19qmBJimTROuS77wQ8FQROEeTHqU335po3oSAF7BHcfqGlgadIvqMvTHgzBNMQmCB6Au1BTr/fHe407YZE0RjagUlAN+ZLt8C0TTxmRUW+cHrXJp6ga6ktWh01igB+KZsZ2ezHlmohQsj4L2qbmj/PdCAFrLtbjzh0Fo0fMRlHxulQi8QDVXq0dkjS6M1X7HJ3QzRmkI90aRKumsPTdA43bl6tkSj5VaXsp2dGZ4yv6ILI+DNiKYOt3RQZEnksEgubEJ6w8wh1+cLpV0iGqp0kK73vT1REzEgmr/kpnRg0Qvi4bVg0aRK+FF8mWNlq26UcaHZoXjkHuVAQi0cjYA3IxrmrKNXYhRYJzu10T2KxdNQ9SEpLIc/Ku0S0YBZ91QRzekZEDqgYYYk+CNFmaIMm5fH7FEKS0TjoUGG+LBcPEXk6e4Di+bp8LrPxH72ycHwNMrBwxtGwLsRTbVdT4UAEtgcCm0YrtgmsHD7hb7yQ3UNgztscD73bLJENFRJp6ViEGu3o6dZpMYHLNx+pfW3WbWwhjg+MtERU8pQ5paIhqrIAA/3rC/Icmij8bTQ02Y+pFVIbLfp+SEgkxwuDE/hdvm/EfBuRAMcmR1M67SjDUVbprthoIMDJ9/twijI9TPFXiQaqiTjbFAXONonTYmWCY1s6LKpqW4FMZHKEtGodbSzLgLR2eikM0ZKRkUg1cImXeTmNGn1VfdmHyYdYsthrHe+a7AY+rGhPtHl1t3214bnFGO34O5GLeykWyR614RV1I/37r6HWIAtG9Xt70jxKN44DyvGT6SxSPRRpCEaFiK4HXm/RMk3ynQ/IAMkkcoXF3ofJ2EMchzg0R0j4N0s+lH2i/wXiS6S8CjQItGPIhf5G56K4mSBjAAnOkOn9MKJLkHK6FpJlLowbtHAy6DsFl2nQxraLboENqNrJVHqwrhFAy+Dslt0nQ5paLfoEtiMrpVEqQvjFg28DMpu0XU6pKHdoktgM7pWEqUujFs08DIou0XX6ZCGdosugc3oWkmUujBu0cDLoOwWXadDGtotugQ2o2slUerCuEUDL4OyW3SdDmlot+gSwrOzNQAAAdBJREFU2IyulUSpC+MWDbwMym7RdTqkod2iS2AzulYSpS6MWzTwMihPWfRNtqx62RGzsl7r/tGeXpvA8Wcr6x2/LplPg1RANE9m8sP/PAJZNTi2aNlwhT4jeJX78Wr389dvL07it18/X5zCjx+fhn9ENM8+zu76xeoQIIue+5JsdYX9zgW6E9H8beJ3RuEblH1LRM/OIv8GAHyTItLXweHbiG9S5O9ZTHyfAqK97l47+/SBExFNK0W4WzEC9BXY5k8c5pZ9WXHZv1PR6HvC3zd//MJf/53K/e3KSl+m/ot3jJ3YQfLbobHaAvOqbD+oeH+B8HZ2ebbVAvBNCoaFNuD+TaX943c6xdf47laHwI4W/WnbP6Vg//7BV92BPjh3txoErj3WV4T7HQ20uv9jo8Y9rJrobh0IYO0ucX/9EWjG/x9/6V3/WxkCv/9zQDOd/lPq75UV87sX5z9/Ds05UP7///orVOHfHaA1lP8/f/5ziuXAtv87Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao7AEgL/BTd4GhhB8IJTAAAAAElFTkSuQmCC)
แบบ NoSQL Wide-Column (สีเขียวและสีขาว) สังเกตได้ว่าในแต่ละ Row จะใส่ Column อะไรลงไปก็ได้ ไม่ต้องมี Constraints เหมือน RDBMS
จากแต่ละประเภทที่ได้อธิบาย จะเห็นได้ว่าลักษณะของ Database แบบ NoSQL จะไม่ได้เคร่งในเรื่องของความเป็นระเบียบของข้อมูล สามารถกระจายอยู่ที่ไหนก็ได้ ทำให้หาก Database มีขนาดที่ใหญ่มากขึ้น การ Scale Server จะเป็นการเพิ่มในแนวราบมากกว่า (Horizontal) ก็คือแทนที่จะเพิ่ม Spec Resource เหมือนกับแบบ RDBMS จะเป็น Scale โดยการเพิ่ม Server ไปเลยมากกว่า
ก่อนที่จะไปดู ข้อดีและข้อเสีย เรามาพูดถึง CAP Theorem กันก่อนละกันครับ
CAP Theorem เป็นหลักการที่คิดค้นเพื่อนำมาใช้สำหรับระบบการจัดเก็บฐานข้อมูลเพื่อเป็นการการันตีว่าระบบฐานข้อมูลจะมีคุณสมบัติได้เพียง 2 ใน 3 ส่วน ได้แก่ C, A และ P
C – Consistency หมายถึง ทุกครั้งที่อ่านข้อมูลจาก Database จะได้ Result หรือไม่ก็ Error
A – Availability หมายถึง ทุกครั้งที่มีการขอข้อมูลจาก Database จะได้ข้อมูลเสมอ แต่ไม่การันตีว่าจะเป็นข้อมูลที่เขียนลงไปล่าสุด
P – Partition tolerance หมายถึง ระบบจะทำงานยังต่อได้ แม้ว่าจะมีหนึ่งใน Database ขาดการเชื่อมต่อหรือเสียหายไป
ซึ่ง Database ที่เป็นแบบ RDBMS ส่วนใหญ่จะเป็นแบบ CA เพราะว่าการที่ไม่ยอมให้ข้อมูลเสียหายเลยจำเป็นต้องตัด P ออกเพื่อให้พร้อมใช้ตลอด
แต่สำหรับ NoSQL ไม่ได้ต้องการความแม่นยำของข้อมูลมากเท่าแต่ต้องการความเร็วในการเรียกใช้งานแทน ทำให้อาจจะเป็นชนิดแบบ
AP -> สามารถดึงข้อมูลจาก Database ได้ตลอดแม้ว่า Database จะเสียหายไปบางส่วน
CP -> ต้องรอให้ข้อมูล Update ล่าสุดก่อนถึงจะอ่านข้อมูลได้ ฉะนั้นจะมีบางช่วงเวลาที่ไม่สามารถใช้งานได้ตามความต้องการ
สรุปความแตกต่างระหว่าง RDBMS กับ NoSQL ดังนี้นะครับ
ข้อดีและข้อเสียของ SQL และ NoSQL
สำหรับข้อดีและข้อเสีย ผมขอแนะนำเป็นลักษณะของการเลือกใช้งานให้เหมาะสมกับข้อมูลของท่านน่าจะดีกว่านะครับ มาดูกันเลยครับ
โอเคครับ ก็จบแล้วสำหรับ Blog ของเราในตอนนี้นะครับ เป็นอย่างไรกันบ้างครับ มีไอเดียในการ Design โครงสร้างของ Database กันมากขึ้นมั้ยครับ หากผู้เขียนใส่ข้อมูลได้ไม่ครบถ้วนหรือขาดตกบกพร่องในส่วนใด ท่านสามารถ Comment เข้ามาช่วยแก้ไข หรือติชมกันได้นะครับ
หวังว่า Blog นี้จะมีประโยชน์กับชาว IT ทุกท่านที่เข้ามาติดตามกันนะครับ
ขอบคุณมากครับ
หมายเหตุ: Blog นี้เป็นเพียงความคิดเห็นส่วนตัว อาจมีข้อผิดพลาด หรือการเปลี่ยนแปลงได้ตามความเหมาะสมครับ
— Cloud HM