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Data Engineering
Join discussions on data engineering best practices, architectures, and optimization strategies within the Databricks Community. Exchange insights and solutions with fellow data engineers.
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When should I use pandas, Pyspark, and Koalas?

j_weaver
New Contributor III
 
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User16752246141
New Contributor III

Pandas works for single machine computations, so any pandas code you write on Databricks will run on the driver of the cluster. Pyspark and Koalas are both distributed frameworks for when you have large datasets. You can use Pyspark and Koalas interchangeably depending on if you prefer the Spark or the Pandas style syntax

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User16752246141
New Contributor III

Pandas works for single machine computations, so any pandas code you write on Databricks will run on the driver of the cluster. Pyspark and Koalas are both distributed frameworks for when you have large datasets. You can use Pyspark and Koalas interchangeably depending on if you prefer the Spark or the Pandas style syntax