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    <title>topic What are your top scheduled scenarios? in DemandTools</title>
    <link>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/809#M405</link>
    <description>&lt;P&gt;I am working on cleaning up an org with hundreds of thousands of contacts. There is a LOT of dirty data unfortunately. What are some of your favorite scenarios you have scheduled to run each day? I am currently running some that clean up mailing address formats, states, and country codes, but I am sure there are many others we could be running. Reaching out to fellow DT users for recommendations. What has made your life simpler when it comes to good, clean data?&amp;nbsp;&lt;/P&gt;</description>
    <pubDate>Wed, 17 May 2023 19:19:46 GMT</pubDate>
    <dc:creator>LeonaBelkMSSU</dc:creator>
    <dc:date>2023-05-17T19:19:46Z</dc:date>
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      <title>What are your top scheduled scenarios?</title>
      <link>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/809#M405</link>
      <description>&lt;P&gt;I am working on cleaning up an org with hundreds of thousands of contacts. There is a LOT of dirty data unfortunately. What are some of your favorite scenarios you have scheduled to run each day? I am currently running some that clean up mailing address formats, states, and country codes, but I am sure there are many others we could be running. Reaching out to fellow DT users for recommendations. What has made your life simpler when it comes to good, clean data?&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Wed, 17 May 2023 19:19:46 GMT</pubDate>
      <guid>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/809#M405</guid>
      <dc:creator>LeonaBelkMSSU</dc:creator>
      <dc:date>2023-05-17T19:19:46Z</dc:date>
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      <title>Re: What are your top scheduled scenarios?</title>
      <link>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/821#M414</link>
      <description>&lt;P&gt;&lt;a href="https://mycommunity.validity.com/t5/user/viewprofilepage/user-id/33"&gt;@LeonaBelkMSSU&lt;/a&gt;&amp;nbsp;I'd recommend to start by standardising, then dedupe.&lt;BR /&gt;You can start using rigid criteria and relax as you go. Afterwards, you can run update jobs to fill in the missing information.&lt;/P&gt;</description>
      <pubDate>Wed, 17 May 2023 19:44:32 GMT</pubDate>
      <guid>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/821#M414</guid>
      <dc:creator>SummerinGreece</dc:creator>
      <dc:date>2023-05-17T19:44:32Z</dc:date>
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    <item>
      <title>Re: What are your top scheduled scenarios?</title>
      <link>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/832#M420</link>
      <description>&lt;P&gt;Once we have proven out our scenario logic its solid &amp;amp; tested it (very important step), We have nightly jobs that a single owner manages &amp;amp; ensures run (my laptop should never not be on, so I personally ensure DT V is open at all times &amp;amp; can run locally nightly)&amp;nbsp;&lt;BR /&gt;&lt;BR /&gt;The jobs are based on what they are doing to ensure they are not too large &amp;amp; could cause other issues in SFDC.&amp;nbsp;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Screenshot 2023-05-17 at 3.49.07 PM.png" style="width: 400px;"&gt;&lt;img src="https://mycommunity.validity.com/t5/image/serverpage/image-id/214i4614D7C7D8D14508/image-size/medium?v=v2&amp;amp;px=400" role="button" title="Screenshot 2023-05-17 at 3.49.07 PM.png" alt="Screenshot 2023-05-17 at 3.49.07 PM.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt; &lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Screenshot 2023-05-17 at 3.53.15 PM.png" style="width: 400px;"&gt;&lt;img src="https://mycommunity.validity.com/t5/image/serverpage/image-id/215i0E2607186DBFFC5D/image-size/medium?v=v2&amp;amp;px=400" role="button" title="Screenshot 2023-05-17 at 3.53.15 PM.png" alt="Screenshot 2023-05-17 at 3.53.15 PM.png" /&gt;&lt;/span&gt;&lt;/P&gt;&lt;P&gt; &lt;/P&gt;</description>
      <pubDate>Wed, 17 May 2023 22:54:37 GMT</pubDate>
      <guid>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/832#M420</guid>
      <dc:creator>klabisje</dc:creator>
      <dc:date>2023-05-17T22:54:37Z</dc:date>
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    <item>
      <title>Re: What are your top scheduled scenarios?</title>
      <link>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/842#M430</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://mycommunity.validity.com/t5/user/viewprofilepage/user-id/33"&gt;@LeonaBelkMSSU&lt;/a&gt;, it's great to hear you're getting started on cleaning up that dirty data!&lt;/P&gt;
&lt;P&gt;It sounds like you've already got the standardization part established which is a great start - by standardizing your records, you'll be able to identify duplicate records easier. If interested in reviewing some additional standardization/cleaning tips, you can review the following playboks for some suggestions:&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;&lt;A href="https://knowledge.validity.com/hc/en-us/articles/7989768678811-Malformed-data-playbook" target="_self"&gt;Malformed Data Playbook&lt;/A&gt;&lt;/LI&gt;
&lt;LI&gt;&lt;A href="https://knowledge.validity.com/hc/en-us/articles/7989806322075-Missing-data-playbook" target="_self"&gt;Missing Data Playbook&lt;/A&gt;&lt;/LI&gt;
&lt;/UL&gt;
&lt;P&gt;If you're in a place where you're comfortable with beginning to identify and merge duplicate records, that would be a great next step for you. Our &lt;A href="https://knowledge.validity.com/hc/en-us/articles/7989806288027-Dedupe-playbook" target="_self"&gt;Dedupe playbook&lt;/A&gt; provides some great information in terms of how to identify duplicates, which objects to start with, etc..&lt;/P&gt;</description>
      <pubDate>Thu, 18 May 2023 15:52:21 GMT</pubDate>
      <guid>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/842#M430</guid>
      <dc:creator>JonG_Validity</dc:creator>
      <dc:date>2023-05-18T15:52:21Z</dc:date>
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      <title>Re: What are your top scheduled scenarios?</title>
      <link>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/845#M433</link>
      <description>&lt;P&gt;Thank you Jon! This is exactly what I was looking for. I appreciate the links and look forward to exploring them for some scenarios we can use in our org.&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 18 May 2023 16:16:54 GMT</pubDate>
      <guid>https://mycommunity.validity.com/t5/demandtools/what-are-your-top-scheduled-scenarios/m-p/845#M433</guid>
      <dc:creator>LeonaBelkMSSU</dc:creator>
      <dc:date>2023-05-18T16:16:54Z</dc:date>
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