Understanding the Executor Node in Apache Spark
Darshini
An Executor in Apache Spark is one of the fundamental building blocks of Spark’s distributed computing architecture. It is responsible for executing the code assigned to it by the Driver…
How to allocate driver memory and executor memory in Spark
To properly allocate driver and executor memory in Apache Spark, you need to understand how memory is managed and how to set the appropriate parameters for your environment. Here’s a…
In-Memory Processing in Apache Spark: An Overview for SEO Optimization
In-memory processing in Apache Spark refers to the ability of the framework to process data entirely in memory, rather than relying on disk storage. This approach makes Spark much faster…
Why foreach() is called an action
n Apache Spark, the foreach() operation is considered an action because it triggers the actual execution of the Spark job and produces side effects, such as writing data to external…
display the contents of a DataFrame in Spark
To display the contents of a DataFrame in Spark, you can use the show() method, which prints a specified number of rows in a tabular format. Below is a detailed…
shared variables
In Apache Spark, shared variables are variables that can be shared across multiple nodes in the cluster and are used to coordinate tasks. These variables are often required in certain…
Fault Tolerance in Apache Spark
Fault Tolerance in Apache Spark Apache Spark is designed to be fault-tolerant, ensuring that it can recover from failures without losing data or interrupting computations. Fault tolerance is critical for…
What Happens When an Action is Executed in Apache Spark?
In Apache Spark, an Action is a type of operation that triggers the execution of a Spark job. Actions are operations that produce a result or output, and they cause…
Spark Architecture
Apache Spark is a distributed data processing framework designed for speed and scalability. It works internally through a combination of cluster computing, in-memory processing, and DAG execution. Below is a…
Date functions
SQL provides various date functions to manipulate and extract information from date and time values. These functions vary slightly across different databases (MySQL, PostgreSQL, SQL Server, Oracle), but the core…