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<h1>RDD vs DataFrame in PySpark | Key Differences with Examples</h1>
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<h2>Overview</h2>
<p>In this tutorial, we explore the fundamental differences between <strong>RDD (Resilient Distributed Dataset)</strong> and <strong>DataFrame</strong> in PySpark. You will learn how both are used, when to prefer one over the other, and how their performance and schema-handling differ in real data engineering scenarios.</p>
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<h2>1️⃣ What is RDD?</h2>
<p>RDD is a low-level object for distributed data processing. It's immutable, fault-tolerant, and supports functional transformations using methods like <code>map()</code>, <code>flatMap()</code>, <code>filter()</code>.</p>
<pre><code>rdd = spark.sparkContext.parallelize([("Alice", 30), ("Bob", 25)])
print(rdd.collect())</code></pre>
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<section>
<h2>2️⃣ What is DataFrame?</h2>
<p>DataFrame is a distributed collection of data organized into named columns, like a table. It's optimized via Catalyst and Tungsten engines for performance, and offers SQL support.</p>
<pre><code>from pyspark.sql import Row
data = [Row(name="Alice", age=30), Row(name="Bob", age=25)]
df = spark.createDataFrame(data)
df.show()</code></pre>
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<h2>3️⃣ RDD vs DataFrame Comparison Table</h2>
<table border="1" cellpadding="8" cellspacing="0">
<tr><th>Feature</th><th>RDD</th><th>DataFrame</th></tr>
<tr><td>Schema</td><td>Not enforced</td><td>Enforced (Column names/types)</td></tr>
<tr><td>Performance</td><td>Slower</td><td>Optimized (Catalyst)</td></tr>
<tr><td>Ease of Use</td><td>Harder (more code)</td><td>Easier (SQL & APIs)</td></tr>
<tr><td>Use Case</td><td>Complex transformations, unstructured data</td><td>Structured data, analytics, ML pipelines</td></tr>
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<span class='post-count' dir='ltr'>(1)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2016/08/'>
August
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<span class='post-count' dir='ltr'>(2)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2016/07/'>
July
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<a class='post-count-link' href='https://www.techbrothersit.com/2016/06/'>
June
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<span class='post-count' dir='ltr'>(25)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2016/05/'>
May
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<span class='post-count' dir='ltr'>(28)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2016/04/'>
April
</a>
<span class='post-count' dir='ltr'>(96)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2016/03/'>
March
</a>
<span class='post-count' dir='ltr'>(56)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2016/02/'>
February
</a>
<span class='post-count' dir='ltr'>(33)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2016/01/'>
January
</a>
<span class='post-count' dir='ltr'>(72)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/'>
2015
</a>
<span class='post-count' dir='ltr'>(769)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/12/'>
December
</a>
<span class='post-count' dir='ltr'>(108)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/11/'>
November
</a>
<span class='post-count' dir='ltr'>(12)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/10/'>
October
</a>
<span class='post-count' dir='ltr'>(21)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/09/'>
September
</a>
<span class='post-count' dir='ltr'>(50)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/08/'>
August
</a>
<span class='post-count' dir='ltr'>(30)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/07/'>
July
</a>
<span class='post-count' dir='ltr'>(85)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/06/'>
June
</a>
<span class='post-count' dir='ltr'>(23)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/05/'>
May
</a>
<span class='post-count' dir='ltr'>(72)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/04/'>
April
</a>
<span class='post-count' dir='ltr'>(76)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/03/'>
March
</a>
<span class='post-count' dir='ltr'>(107)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/02/'>
February
</a>
<span class='post-count' dir='ltr'>(151)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2015/01/'>
January
</a>
<span class='post-count' dir='ltr'>(34)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2014/'>
2014
</a>
<span class='post-count' dir='ltr'>(144)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2014/12/'>
December
</a>
<span class='post-count' dir='ltr'>(9)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2014/11/'>
November
</a>
<span class='post-count' dir='ltr'>(22)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2014/10/'>
October
</a>
<span class='post-count' dir='ltr'>(13)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2014/09/'>
September
</a>
<span class='post-count' dir='ltr'>(30)</span>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2014/08/'>
August
</a>
<span class='post-count' dir='ltr'>(19)</span>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2014/07/'>
July
</a>
<span class='post-count' dir='ltr'>(6)</span>
</li>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2014/05/'>
May
</a>
<span class='post-count' dir='ltr'>(6)</span>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2014/04/'>
April
</a>
<span class='post-count' dir='ltr'>(6)</span>
</li>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2014/03/'>
March
</a>
<span class='post-count' dir='ltr'>(12)</span>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2014/02/'>
February
</a>
<span class='post-count' dir='ltr'>(11)</span>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2014/01/'>
January
</a>
<span class='post-count' dir='ltr'>(10)</span>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2013/'>
2013
</a>
<span class='post-count' dir='ltr'>(91)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2013/12/'>
December
</a>
<span class='post-count' dir='ltr'>(24)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2013/11/'>
November
</a>
<span class='post-count' dir='ltr'>(14)</span>
</li>
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<a class='post-count-link' href='https://www.techbrothersit.com/2013/10/'>
October
</a>
<span class='post-count' dir='ltr'>(3)</span>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2013/09/'>
September
</a>
<span class='post-count' dir='ltr'>(5)</span>
</li>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2013/08/'>
August
</a>
<span class='post-count' dir='ltr'>(3)</span>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2013/07/'>
July
</a>
<span class='post-count' dir='ltr'>(28)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2013/06/'>
June
</a>
<span class='post-count' dir='ltr'>(14)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2012/'>
2012
</a>
<span class='post-count' dir='ltr'>(3)</span>
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<a class='post-count-link' href='https://www.techbrothersit.com/2012/11/'>
November
</a>
<span class='post-count' dir='ltr'>(1)</span>
</li>
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<a class='post-count-link' href='https://www.techbrothersit.com/2012/10/'>
October
</a>
<span class='post-count' dir='ltr'>(1)</span>
</li>
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<a class='post-count-link' href='https://www.techbrothersit.com/2012/08/'>
August
</a>
<span class='post-count' dir='ltr'>(1)</span>
</li>
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</li>
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<a class='post-count-link' href='https://www.techbrothersit.com/2011/'>
2011
</a>
<span class='post-count' dir='ltr'>(9)</span>
<ul class='hierarchy'>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2011/03/'>
March
</a>
<span class='post-count' dir='ltr'>(5)</span>
</li>
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</a>
<a class='post-count-link' href='https://www.techbrothersit.com/2011/02/'>
February
</a>
<span class='post-count' dir='ltr'>(4)</span>
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