# What are the best tools for preparing data for machine learning models?

<p class="elv-tracking-normal elv-text-default elv-font-figtree elv-text-base elv-leading-base elv-font-normal" elv="true">Hi everyone, preparing clean and well-structured data is critical for machine learning success. I am looking for data preparation<a class="a a--md" elv="true" href="https://www.g2.com/categories/data-preparation"><strong> tools that support feature engineering, validation, and scalability.</strong></a></p><p class="elv-tracking-normal elv-text-default elv-font-figtree elv-text-base elv-leading-base elv-font-normal" elv="true">Tools on my radar:</p><ul>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/alteryx/reviews"><strong>Alteryx</strong></a> for advanced data prep and feature engineering</li>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/sas-sas-viya/reviews"><strong>SAS Viya</strong></a> for analytics-driven data preparation</li>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/dbt/reviews"><strong>dbt</strong> </a>for transforming analytics-ready datasets</li>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/incorta/reviews"><strong>Incorta</strong></a> for fast access to model-ready data</li>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/tableau/reviews"><strong>Tableau</strong></a> for exploratory data preparation</li>
</ul><p class="elv-tracking-normal elv-text-default elv-font-figtree elv-text-base elv-leading-base elv-font-normal" elv="true">For teams building ML pipelines:</p><ul>
<li>Which tools made feature preparation easiest?</li>
<li>How reproducible were prep workflows?</li>
<li>Did tools integrate smoothly with ML platforms?</li>
</ul>

##### Post Metadata
- Posted at: about 2 months ago
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## Comments
### Comment 1

&lt;p&gt;&lt;span style=&quot;color: rgb(0, 0, 0);&quot;&gt; Have you encountered machine learning prep features limited to enterprise tiers?&lt;/span&gt;&lt;/p&gt;

##### Comment Metadata
- Posted at: about 2 months ago
- Author title: SEO Content Specialist





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