To identify the bottleneck in an Azure Pipeline that’s running for 10 hours instead of the usual 2 hours, you need to systematically analyze the pipeline’s execution. Here’s a step-by-step approach to pinpoint the issue:### 1. **Check Pipeline Logs and Execution Details** - **Action**: Navigate to the Azure DevOps portal, open the pipeline run, and... Continue Reading →
Pyspark Intermediate Level questions and answers
### General PySpark Concepts1. **What is PySpark, and how does it differ from Apache Spark?** - **Answer**: PySpark is the Python API for Apache SparBelow is a curated list of intermediate-level PySpark interview questions designed to assess a candidate’s understanding of PySpark’s core concepts, practical applications, and optimization techniques. These questions assume familiarity with Python,... Continue Reading →
Pyspark Syntax Cheat Sheet
Quickstart Install on macOS: brew install apache-spark && pip install pyspark Create your first DataFrame: from pyspark.sql import SparkSession spark = SparkSession.builder.getOrCreate() # I/O options: https://spark.apache.org/docs/latest/api/python/reference/pyspark.sql/io.html df = spark.read.csv('/path/to/your/input/file') Basics # Show a preview df.show() # Show preview of first / last n rows df.head(5) df.tail(5) # Show preview as JSON (WARNING: in-memory) df =... Continue Reading →