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Snowflake Micro
Partitions - Snowflake Training
Snowflake is a cloud-based data warehousing platform known for its architecture that separates storage and compute resources, providing scalability, elasticity, and ease of use. However, I can provide you with a general understanding of Snowflake micro partitions.
In Snowflake, data is stored in micro partitions, which are small, compressed, and immutable units of data within a table. Micro partitions are a fundamental concept in Snowflake's architecture and play a crucial role in its performance and efficiency.
Here are some key points about Snowflake micro partitions:
Immutable Units: Snowflake
stores data in micro partitions, which are append-only structures. This means
that once data is written to a micro partition, it cannot be modified. Instead,
any updates or modifications to the data result in the creation of new micro
partitions.
Columnar Storage: Snowflake
stores data in a columnar format, which provides several benefits like
compression and efficient data retrieval. Each column within a micro partition
is compressed separately, allowing for high compression ratios and minimizing
storage requirements.
Metadata and Statistics: Snowflake
maintains metadata and statistics for each micro partition. This information
helps the query optimizer make intelligent decisions about data placement, data
skipping, and pruning during query execution, improving performance.
Predicate Pushdown: Snowflake
leverages predicate pushdown to optimize query execution. It examines the query
predicates and skips scanning micro partitions that do not satisfy the
conditions, reducing the amount of data that needs to be processed.
Micro Partition Pruning: Snowflake
employs micro partition pruning to further improve query performance. It
leverages the metadata and statistics associated with micro partitions to
determine which ones to include or exclude during query execution, minimizing
data scanning.
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