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NoSQL – What’s that? SergejusBarinovas | Microsoft MVP @sergejusb, sergejus.blogas.lt
NoSQL
WHY?
[object Object],Horizontal partitioning (sharding) Vertical partitioning NoSQL – Why?
[object Object],Master / slave configuration NoSQL – Why?
[object Object],Key / value / type columns NoSQL – Why?
[object Object],Multiple read replicas NoSQL – Why?
[object Object]
NoSQL – open source distributed databases, not relational SQL databases
NoSQL – not only SQL
NoSQL->Big DataNoSQL History
[object Object],NoSQL Characteristics (scalability)
[object Object],NoSQL Characteristics (BASE)
[object Object],NoSQL Characteristics (distributed)
[object Object],NoSQL Characteristics (schema-less)
[object Object]
Consistency – state integrity
Isolation – no reads of uncommitted data
Durability – recover committed transACID (transactions)
[object Object],It is impossible for a distributed computer system to simultaneously provide all three of the following guarantees: ,[object Object]
Availability
Partition toleranceCAP Theorem
[object Object]
Soft state – inconsistency is OK
Eventual consistency – stale data is OK BASE (eventual consistency)
NoSQL Databases
[object Object]
Document database
Graph database
Columnar databaseNoSQL Categories
[object Object]
Simple operationsGet Put Delete Key / value store Key Value Byte[] Byte[]
Key / value store Key Value “current_date” 2011.01.16 “sergejusb” Binary Object “sergejusb” JSON Object
[object Object]
Membase
Voldermort
Redis
Azure Table Storage
RiakKey / value store
Name: Dynamo Created: 2007, Amazon (proprietary) Implementation: ? Distributed: Yes Replication: Multiple Servers CAP: AP API: ? Key / value store
Name: Membase Created: 2010, sponsored by Zinga Implementation: C / C++ / Erlang Distributed: Yes Replication: Multiple Servers CAP: CP API: Memcached API, JSON Key / value store
Name: Voldemort Created: 2008, LinkedIn Implementation: Java Distributed: Yes Replication: Multiple Servers CAP: AP API: Java Key / value store
Name: Redis Created: 2009, sponsored by VMWare Implementation: C Distributed: No Replication: Master / Slave CAP: CP API: Various Languages Key / value store
Name: Azure Table Storage Created: 2008, Microsoft Implementation: ? Distributed: Yes Replication: Multiple Servers (DFS) CAP: CP API: .NET API, JSON Key / value store
Name: Riak Created: 2008, Basho (from Akamai) Implementation: Erlang Distributed: Yes Replication: Multiple Servers CAP: AP API: JSON Key / value store
[object Object],XML YAML JSON / BSON ,[object Object]
Schema can be defined at runtime
Optional support for simple querying using Map / ReduceDocument database
[object Object]
CouchDB
RavenDBDocument database

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NoSQL - what's that

Hinweis der Redaktion

  1. Atomicity. All of the operations in the transaction will complete, or none will.Consistency. The database will be in a consistent state when the transaction begins and ends.Isolation. The transaction will behave as if it is the only operation being performed upon the database.Durability. Upon completion of the transaction, the operation will not be reversed.
  2. Consistency. The client perceives that a set of operations has occurred all at once.Availability. Every operation must terminate in an intended response.Partition tolerance. Operations will complete, even if individual components are unavailable.http://www.cs.berkeley.edu/~brewer/cs262b-2004/PODC-keynote.pdf
  3. Basically Available. Supportingpartial failures without total system failure.Soft state. The state can be inconsistent for a given period of time.Eventual consistency. After some time all replicas will have consistent data.For a given accepted update and a given replica eventually either the update reaches the replica or the replica retires from service
  4. http://labs.google.com/papers/bigtable.htmlhttp://labs.google.com/papers/gfs.htmlhttp://s3.amazonaws.com/AllThingsDistributed/sosp/amazon-dynamo-sosp2007.pdf