---
title: "Discussion on \"Data quality gates between Bronze and Silver: where bad data should die\" | Hashnode"
description: "Discussion on \"Data quality gates between Bronze and Silver: where bad data should die\". When you ingest financial data from dozens of sources, the spec and the actual files disagree more often than they agree. One source's \"balance\" is the total, another's is only what is current; one reports aging as a percentage, another as"
url: "https://hashnode.com/posts/data-quality-gates-between-bronze-and-silver-where-bad-data-should-die/6a53c43fc3b619f075b827e1"
---

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# [Data quality gates between Bronze and Silver: where bad data should die](https://sapotacorpvn.hashnode.dev/data-quality-gates-between-bronze-and-silver-where-bad-data-should-die?utm_source=hashnode&utm_medium=feed)

When you ingest financial data from dozens of sources, the spec and the actual files disagree more often than they agree. One source's "balance" is the total, another's is only what is current; one reports aging as a percentage, another as

Jul 12 · 7 min read · sapotacorpvn.hashnode.dev  
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-   [#aws](https://hashnode.com/tag/aws)
-   [#data-engineering](https://hashnode.com/tag/data-engineering)
-   [#data-quality](https://hashnode.com/tag/data-quality)
-   [#medallion-architecture](https://hashnode.com/tag/medallion-architecture)
-   [#data-validation](https://hashnode.com/tag/data-validation)

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