---
title: "4 best tips to building high-quality data products from SYNQ"
url: https://daily.dev/posts/4-best-tips-to-building-high-quality-data-products-from-synq-p4fsjr0ke
source_url: https://habr.com/en/companies/postgrespro/articles/953018/
type: article
source: "habr"
published: 2025-10-22T14:09:48.975Z
updated: 2025-10-22T14:11:22.610Z
tags: ["big-data", "monitoring", "data-engineering", "data-quality"]
reading_time: 8
upvotes: 0
comments: 0
language: en
---

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# 4 best tips to building high-quality data products from SYNQ

**[habr](https://daily.dev/sources/habr)** · 8 min read · 0 upvotes · 0 comments

## Summary

A practical guide to building reliable data products based on real-world experiences from companies like Aiven, Lunar, and Shalion. Key strategies include organizing data by products rather than departments, establishing top-down priority systems with clear SLAs, focusing testing on high-impact nodes to reduce alert noise, and measuring both coverage and quality metrics. The guide emphasizes actionable alerts, clear ownership, and realistic reliability targets to transform chaotic data operations into trustworthy systems.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://habr.com/en/companies/postgrespro/articles/953018/>

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---

Tags: [#big-data](https://daily.dev/tags/big-data), [#monitoring](https://daily.dev/tags/monitoring), [#data-engineering](https://daily.dev/tags/data-engineering), [#data-quality](https://daily.dev/tags/data-quality)

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