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    <title>Data-Quality on Pi Stack</title>
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      <title>Self-Hosted Data Contract Validation: Data Contract CLI vs Soda Core vs dbt Tests 2026</title>
      <link>https://www.pistack.xyz/posts/2026-05-09-self-hosted-data-contract-validation-soda-dbtspec-datacontract-cli-guide/</link>
      <pubDate>Sat, 09 May 2026 09:30:00 +0000</pubDate>
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      <description>&lt;p&gt;Data contracts define the schema, quality expectations, and SLAs between data producers and consumers. As organizations scale their data pipelines, informal agreements about data structure break down — column types change without notice, null values appear in non-nullable fields, and downstream dashboards silently return wrong results. This guide compares three self-hosted tools for defining, validating, and enforcing data contracts across your data infrastructure.&lt;/p&gt;</description>
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