C-Store: Column-Oriented Data Warehousing Jianlin Feng School of Software SUN YAT-SEN UNIVERSITY May 17, 2010

C-Store ’ s Father: Michael Stonebraker A former Professor at Berkeley, an Adjunct Professor at M.I.T. ACM Software System Award, 1988  INGRES, developed by undergraduates  POSTGRES, Mariposa, C-Store ACM SIGMOD Innovation Award, 1994 National Academy of Engineering, 1998

C-Store: The Home Page C-Store: A Column-Oriented DBMS download-Source code download overview-Project description overview papers-Publications papers people-Who are we? people The CStore project is a collaboration between MIT, Yale, Brandeis University. Brown University, and UMass Boston.MIT YaleBrandeis UniversityBrown University UMass Boston Commercialized C-Store: Vertica

The Starting Point C-Store: A Column Oriented DBMS Mike Stonebraker, Daniel Abadi, Adam Batkin, Xuedong Chen, Mitch Cherniack, Miguel Ferreira, Edmond Lau, Amerson Lin, Sam Madden, Elizabeth O'Neil, Pat O'Neil, Alex Rasin, Nga Tran and Stan Zdonik. VLDB, pages , 2005.

C-Store: the Column Store Project Row Store or Column Store ? Record 1 Record 2 Column 1Column 2 Record 3 Column 3 Relation or Tables

Example of a Relation

The History: Relational Model Codd, E.F. (1970). "A Relational Model of Data for Large Shared Data Banks". Communications of the ACM 13 (6): 377–387.A Relational Model of Data for Large Shared Data BanksCommunications of the ACM Physical Data Independence  Row Store Vs. Column Store on the same Conceptual Model: Relation

Row Store: Why? OLTP (On-Line Transaction Processing)  ATM, POS in supermarkets Characteristics of OLTP applications :  Transactions that involve small numbers of records (or tuples)  Frequent updates (including queries)  Many users  Fast response times OLTP Needs Write-Optimized Row Store.  Insert and delete a record in one physical write.

Row Store: Columns Stored Together Record id = Page i Rid = (i,N) Rid = (i,2) Rid = (i,1) Pointer to start of free space SLOT DIRECTORY N N # slots Slot Array Data

Current DBMS Gold Standard Current DBMS Gold Standard Store Columns in one record contiguously on disk Use B-tree indexing Use small (e.g. 4K) disk blocks Align fields on byte or word boundaries Conventional (row-oriented) query optimizer and executor (technology from 1979) Aries-style transactions

From OLTP to OLAP and Data Warehouse OLAP (On-Line Analytical Processing, Codd, 1993)  Flexible Reporting for Business Intelligence Characteristics of OLAP applications :  Transactions that involve large numbers of records  Frequent Ad-hoc queries and Infrequent updates  A few decision making users  Fast response times Data warehouses are designed to facilitate reporting and analysis.  Read-Mostly

Other Read-Mostly Applications CRM (Customer Relationship Management )  Siebel (Oracle) SiebelOracle Catalog Search in Electronic Commerce  Amazon.com Amazon.com  Shopping.com

Column Store: Why? The Intuition: Only read relevant columns  Say, Ad-hoc queries read 2 columns out of 20 Column Store is not a new idea  Sybase IQ (early ’90s, bitmap index)  Addamark (i.e., SenSage, for Event Log data warehouse)  MonetDB (Hyper-Pipelining Query Execution, CIDR’05)

C-Store Technical Ideas Logical Data Model: Relational Model Column Store Only Materialized Views on Each Relation (perhaps many) Active Data Compression Column-Oriented Query Executor and Optimizer Shared Nothing Architecture Replication-Based Concurrency Control and Recovery

How to Evaluate The C-Store Paper None of the ideas in isolation merit publication Judge the complete system by its (hopefully intelligent) choice of  Small collection of inter-related powerful ideas  That together put performance in a new sandbox

Architecture of C-Store (Vertica) On a Single Node

C-Store code base version tar.gz tar.gz runs on Linux x86 computers  Tested on RedHat Linux This code compiles on old versions BerkeleyDB and gcc.  BerkeleyDB.4.2 LZO version 1 (

References Mike Stonebraker, Daniel Abadi, Adam Batkin, Xuedong Chen, Mitch Cherniack, Miguel Ferreira, Edmond Lau, Amerson Lin, Sam Madden, Elizabeth O'Neil, Pat O'Neil, Alex Rasin, Nga Tran and Stan Zdonik. C-Store: A Column Oriented DBMS VLDB, pages , 2005.C-Store: A Column Oriented DBMS VERTICA DATABASE TECHNICAL OVERVIEW WHITE PAPER. aArchitectureWhitePaper.pdf Data_Warehouse.html