Date post: | 17-Jul-2015 |
Category: |
Software |
Upload: | dimitar-danailov |
View: | 377 times |
Download: | 0 times |
NoSQLDimitar Danailov
CTO at 158ltd.comdimityr.danailov[at]gmail.com
Slideshare.netGithub
YouTubeFounder at VarnaIT
Topics Today
● Overview● Characteristics of NoSQL● NoSQL Database Types● MongoDB Database Terms● MongoDB Installation● Hadoop● BigData
RDBMSs use a table-based normalization approach to data, and that’s a limited model. Certain data structures cannot be represented without tampering with the data,
programs, or both.
Performance falls off as RDBMSs normalize data. The reason:
Normalization requires more tables, table joins, keys and indexes and thus more internal database operations for
implement queries.
NoSQL Database Types
● Wide Column Store / Column Families● Document Store● Key Value / Tuple Store● Object Databases● Graph Databases● Grid & Cloud Database Solutions● Multidimensional Databases● Multivalue Databases
Examples Tokyo Cabinet/Tyrant, Redis, Voldemort, Oracle BDB
Typical applications Content caching (Focus on scaling to huge amounts of data, designed to handle massive load), logging, etc.
Data model collection of Key-Value pairs
Strengths Fast lookups
Weaknesses Stored data has no schema
Examples Cassandra, HBase, Riak
Typical applications Distributed file systems
Data model Columns → column families
Strengths Fast lookups, good distributed storage of data
Weaknesses Very low-level API
Examples CouchDB, MongoDb
Typical applications Web applications (Similar to Key-Value stores, but the DB knows what the Value is)
Data model Collections of Key-Value collections
Strengths Tolerant of incomplete data
Weaknesses Query performance, no standard query syntax
Examples Neo4J, InfoGrid, Infinite Graph
Typical applications Social networking, Recommendations (Focus on modeling the structure of data – interconnectivity)
Data model “Property Graph” – Nodes
Strengths Graph algorithms e.g. shortest path, connectedness, n degree relationships, etc.
Weaknesses Has to traverse the entire graph to achieve a definitive answer. Not easy to cluster.
Questions ?
Dimitar DanailovSenior Developer at 158ltd.com
dimityr.danailov[at]gmail.comSlideshare.net
GithubYouTube
Founder at VarnaIT