[Wranglers] Data Quality Monitoring using Data Metric Functions Snowflake

Ali, Saqib docbook.xml at gmail.com
Sat Mar 1 16:32:26 UTC 2025


Another nice video overview of Data Metric Functions in Snowflake:
https://www.youtube.com/watch?v=FZtyCFyQn0w



On Sun, Jul 28, 2024 at 3:43 PM Ali, Saqib <docbook.xml at gmail.com> wrote:

> An detailed video overview of the Data Metric Functions in Snowflake:
> https://www.youtube.com/watch?v=M4MadvJH_Dc
>
> Saqib
>
> On Mon, Jun 10, 2024 at 8:54 PM Ali, Saqib <docbook.xml at gmail.com> wrote:
>
>> Another excellent blogpost on Snowflake Data Metric Functions (DMF) by
>> Peter Beck:
>>
>> https://medium.com/snowflake/monitoring-data-quality-using-snowflake-data-metric-functions-6b04229c6597
>>
>> Couple of interesting insights from the article:
>>
>>    1. Snowflake runs DMFs under a warehouse it creates on your behalf.
>>    You are billed for this consumption under a special “Data Quality
>>    Monitoring” section of your bill. This enables you to see immediately what
>>    the costs associated with this kind of activity are. You can also query
>>    DATA_QUALITY_MONITORING_USAGE_HISTORY to see your consumption.
>>    2. Scheduling of DMFs is simple, and you don’t need to build your own
>>    target table to store the results.
>>
>>
>> Saqib
>>
>>
>>
>> On Thu, May 30, 2024 at 9:55 PM Ali, Saqib <docbook.xml at gmail.com> wrote:
>>
>>> Another excellent blogpost on Snowflake Data Metric Functions (DMF) by
>>> Arihant Shashank:
>>>
>>> https://medium.com/@arihant.shashank01/native-custom-data-quality-monitoring-in-snowflake-fcf002ec9afb
>>>
>>> On Tue, May 7, 2024 at 8:42 AM Ali, Saqib <docbook.xml at gmail.com> wrote:
>>>
>>>> Another excellent blogpost on Snowflake Data Metric Functions (DMF) by
>>>> Maja Ferle:
>>>>
>>>> https://medium.com/snowflake/monitoring-data-quality-natively-in-snowflake-6cdbcef70de5
>>>>
>>>> saqib
>>>>
>>>> On Sat, Apr 27, 2024 at 12:30 PM Ali, Saqib <docbook.xml at gmail.com>
>>>> wrote:
>>>>
>>>>> here is another blogpost on Data Metrics Functions in Snowflake by
>>>>> Mandar Athavale:
>>>>>
>>>>> https://medium.com/@athavale.mandar/snowflake-data-metric-functions-and-alerts-21d610bbcb67
>>>>>
>>>>> Saqib
>>>>>
>>>>> On Wed, Apr 17, 2024 at 7:50 AM Ali, Saqib <docbook.xml at gmail.com>
>>>>> wrote:
>>>>>
>>>>>>
>>>>>> Also, Jessica Zhang has blogged the Built-in Data Quality Metrics in
>>>>>> Snowflake:
>>>>>>
>>>>>> https://medium.com/@jesszhangcyz/monitor-data-pipelines-using-snowflakes-data-metric-functions-0df71c46f04a
>>>>>>
>>>>>>
>>>>>> On Thu, Apr 11, 2024 at 10:20 AM Ali, Saqib <docbook.xml at gmail.com>
>>>>>> wrote:
>>>>>>
>>>>>>> Augusto Kiniama Rosa also has a detailed blogpost on the Built-in
>>>>>>> Data Quality Metrics in Snowflake:
>>>>>>>
>>>>>>> https://medium.com/snowflake/snowflake-built-in-quality-metrics-3417d7d9f040
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>> On Mon, Apr 8, 2024 at 8:55 PM Ali, Saqib <docbook.xml at gmail.com>
>>>>>>> wrote:
>>>>>>>
>>>>>>>> A nice overview of Data Quality Monitoring using Data Metric
>>>>>>>> Functions Snowflake by Sandamali De Zoysa:
>>>>>>>> https://www.youtube.com/watch?v=cwHLfWg6Da4
>>>>>>>>
>>>>>>>> Saqib
>>>>>>>>
>>>>>>>>
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