The default configuration in most databases is supposed for broad compatibility fairly than efficiency. Database tuning is a course of through which the configurations of a database are modified to realize optimum efficiency. Databases have a whole bunch of configuration knobs that management numerous elements, equivalent to the quantity of reminiscence to make use of for caches or how usually the info is written to the storage.
The issue with these knobs is that
- they aren’t standardized (i.e., two databases could have a special title for a similar knob),
- not unbiased (i.e., altering one knob can influence others),
- and never common (i.e., what works for one software could also be suboptimal for an additional).
In actuality, details about the consequences of the knobs usually comes solely from (costly) expertise.
OtterTune is automated database tuning software program that guarantees to beat these issues. It makes use of machine studying to tune the configuration knobs of your database robotically to enhance efficiency.
On this episode, we interview Andy Pavlo. Andy is a Database Professor at Carnegie Mellon and Co-Founding father of OtterTune.
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Transcript
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