TERADATA INTELLIGENT
MEMORY
Trends
• Memory is 3,000 times faster than disk
• Memory per node is increasing
> 96GB -> 256GB ->512GB
• Cost of memory is decreasing
Issues
• Memory still 80x more expensive than disk
• Not all data fits into memory
• Not all data worth 80x premium
Teradata Solution
• Create a new extended memory space
for most frequently accessed data
Exploiting Technology Trends
Teradata Intelligent Memory
Innovative In-Memory Technology
• New extended memory space
• Improves query performance
• A smarter approach than in-memory databases
• Leverage large memory capacities in new platforms
What We are Announcing May 8, 2013
• Sophisticated
algorithms to
track usage,
measure
temperature,
and rank data
• Compliments
FSG cache
• Dynamically
adjusts to
new query
patterns
New Extended Memory Space
Intelligent
Memory
most
recently
used data
most
frequently
used data
Hottest data placed and
maintained in memory,
aged out as it cools
cool outvery hot in
FSG
Cache
Temporarily store data
required for current
queries, purges least
recently used
• Hottest data in
memory/not all the
data
• Integrated into
Teradata system
• No need for separate
appliance
Improves Query Performance
Performance of in-memory
databases without their cost
• Automatic
• Transparent
• No DBA effort
• No SQL changes
• Maintain user
access to ALL
data for
analysis
A Smarter Approach than In-Memory Databases
Extend multi-temperature data
management to memory
• Memory Capacities Growing Exponentially
• Traditional Cache Reaches Diminishing
Returns
• Data is stored compressed and in columns
and rows
• Created extended memory space beyond
cache
• Use it in a new innovative way
Leverage Large Memory Capacities in New
Platforms
Teradata Workload-Specific Platforms
670
Future
2700
6700
Data Mart
Appliance
Extreme Data
Appliance
Data Warehouse
Appliance
Active Enterprise
Data Warehouse
Teradata Intelligent Memory
Teradata Intelligent Memory

Teradata Intelligent Memory

  • 1.
  • 2.
    Trends • Memory is3,000 times faster than disk • Memory per node is increasing > 96GB -> 256GB ->512GB • Cost of memory is decreasing Issues • Memory still 80x more expensive than disk • Not all data fits into memory • Not all data worth 80x premium Teradata Solution • Create a new extended memory space for most frequently accessed data Exploiting Technology Trends
  • 3.
    Teradata Intelligent Memory InnovativeIn-Memory Technology • New extended memory space • Improves query performance • A smarter approach than in-memory databases • Leverage large memory capacities in new platforms What We are Announcing May 8, 2013
  • 4.
    • Sophisticated algorithms to trackusage, measure temperature, and rank data • Compliments FSG cache • Dynamically adjusts to new query patterns New Extended Memory Space Intelligent Memory most recently used data most frequently used data Hottest data placed and maintained in memory, aged out as it cools cool outvery hot in FSG Cache Temporarily store data required for current queries, purges least recently used
  • 5.
    • Hottest datain memory/not all the data • Integrated into Teradata system • No need for separate appliance Improves Query Performance Performance of in-memory databases without their cost
  • 6.
    • Automatic • Transparent •No DBA effort • No SQL changes • Maintain user access to ALL data for analysis A Smarter Approach than In-Memory Databases Extend multi-temperature data management to memory
  • 7.
    • Memory CapacitiesGrowing Exponentially • Traditional Cache Reaches Diminishing Returns • Data is stored compressed and in columns and rows • Created extended memory space beyond cache • Use it in a new innovative way Leverage Large Memory Capacities in New Platforms
  • 8.
    Teradata Workload-Specific Platforms 670 Future 2700 6700 DataMart Appliance Extreme Data Appliance Data Warehouse Appliance Active Enterprise Data Warehouse Teradata Intelligent Memory

Editor's Notes

  • #9 Teradata Intelligent Memory is available on all members of the workload-specific platform family.Note, specific memory amounts are required, limiting availability to certain models of the platform family members.