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    <title>topic Solution Advise in Developer</title>
    <link>https://community.fabric.microsoft.com/t5/Developer/Solution-Advise/m-p/4397852#M59358</link>
    <description>&lt;P&gt;Hi Power BI Community,&lt;/P&gt;&lt;P&gt;I am currently working on a project where I need to build a scalable and efficient reporting solution in Power BI. However, I am restricted to using &lt;STRONG&gt;Power BI Pro&lt;/STRONG&gt;, and I’m running into some challenges due to its limitations. I’d like to seek advice on the best possible approach for my use case.&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Project Requirements:&lt;/STRONG&gt;&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;The data resides in a PostgreSQL database with multiple schemas representing different countries (e.g., india, us,aus, etc.).&lt;/LI&gt;&lt;LI&gt;Each country’s schema contains approximately &lt;STRONG&gt;20–30GB of data for the last 3 years&lt;/STRONG&gt;.&lt;/LI&gt;&lt;LI&gt;The report should support real-time updates or frequent refreshes.&lt;/LI&gt;&lt;LI&gt;Users need to:&lt;/LI&gt;&lt;UL&gt;&lt;LI&gt;Analyze data for individual countries.&lt;/LI&gt;&lt;LI&gt;Compare data across countries (if feasible).&lt;/LI&gt;&lt;/UL&gt;&lt;LI&gt;My current licensing allows only &lt;STRONG&gt;Power BI Pro&lt;/STRONG&gt; (1GB dataset size limit, no Premium features).&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;&lt;STRONG&gt;Explored Approaches:&lt;/STRONG&gt;&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;&lt;STRONG&gt;Universal Table (Import Mode):&lt;/STRONG&gt;&lt;/LI&gt;&lt;UL&gt;&lt;LI&gt;Merge all country data into one universal table.&lt;/LI&gt;&lt;LI&gt;Load this into Power BI using &lt;STRONG&gt;Import Mode&lt;/STRONG&gt; with incremental refresh.&lt;/LI&gt;&lt;LI&gt;&lt;STRONG&gt;Challenges:&lt;/STRONG&gt; Pro’s 1GB dataset limit makes this infeasible for large datasets.&lt;/LI&gt;&lt;/UL&gt;&lt;LI&gt;&lt;STRONG&gt;Schema Switching (DirectQuery):&lt;/STRONG&gt;&lt;/LI&gt;&lt;UL&gt;&lt;LI&gt;Dynamically switch schemas based on a parameter in Power BI.&lt;/LI&gt;&lt;LI&gt;Query live data directly from the database using &lt;STRONG&gt;DirectQuery&lt;/STRONG&gt;.&lt;/LI&gt;&lt;LI&gt;&lt;STRONG&gt;Challenges:&lt;/STRONG&gt; Refreshing the schema dynamically can cause delays, and Pro’s throttling limits may affect performance.&lt;/LI&gt;&lt;/UL&gt;&lt;LI&gt;&lt;STRONG&gt;Hybrid Model (Import + DirectQuery):&lt;/STRONG&gt;&lt;/LI&gt;&lt;UL&gt;&lt;LI&gt;Use Import Mode for historical data (e.g., 3 years).&lt;/LI&gt;&lt;LI&gt;Use DirectQuery for real-time data (e.g., last 10 weeks).&lt;/LI&gt;&lt;LI&gt;&lt;STRONG&gt;Challenges:&lt;/STRONG&gt; Not supported in Power BI Pro, requires Premium.&lt;/LI&gt;&lt;/UL&gt;&lt;/OL&gt;&lt;P&gt;&lt;STRONG&gt;Current Dilemma:&lt;/STRONG&gt;&lt;/P&gt;&lt;UL&gt;&lt;LI&gt;I want to build a solution that works with &lt;STRONG&gt;Power BI Pro&lt;/STRONG&gt;, but the above limitations make scalability and performance testing difficult.&lt;/LI&gt;&lt;LI&gt;Additionally, I lack access to Premium features (e.g., Hybrid Tables, larger datasets, incremental refresh on large datasets).&lt;/LI&gt;&lt;/UL&gt;&lt;P&gt;&lt;STRONG&gt;Questions for the Community:&lt;/STRONG&gt;&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;What’s the best approach to handle this scenario given that I only have Power BI Pro?&lt;/LI&gt;&lt;UL&gt;&lt;LI&gt;Should I rely on &lt;STRONG&gt;DirectQuery (Schema Switching)&lt;/STRONG&gt; or a &lt;STRONG&gt;Universal Table&lt;/STRONG&gt; with strict filtering to stay within the 1GB limit?&lt;/LI&gt;&lt;/UL&gt;&lt;LI&gt;If I eventually upgrade to Premium (PPU or P1), would the &lt;STRONG&gt;Hybrid Model&lt;/STRONG&gt; be the most scalable and efficient option for this type of requirement?&lt;/LI&gt;&lt;LI&gt;Are there any other strategies I should consider to optimize performance while working within the constraints of Power BI Pro?&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
    <pubDate>Thu, 06 Feb 2025 08:42:00 GMT</pubDate>
    <dc:creator>Rawath</dc:creator>
    <dc:date>2025-02-06T08:42:00Z</dc:date>
    <item>
      <title>Solution Advise</title>
      <link>https://community.fabric.microsoft.com/t5/Developer/Solution-Advise/m-p/4397852#M59358</link>
      <description>&lt;P&gt;Hi Power BI Community,&lt;/P&gt;&lt;P&gt;I am currently working on a project where I need to build a scalable and efficient reporting solution in Power BI. However, I am restricted to using &lt;STRONG&gt;Power BI Pro&lt;/STRONG&gt;, and I’m running into some challenges due to its limitations. I’d like to seek advice on the best possible approach for my use case.&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Project Requirements:&lt;/STRONG&gt;&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;The data resides in a PostgreSQL database with multiple schemas representing different countries (e.g., india, us,aus, etc.).&lt;/LI&gt;&lt;LI&gt;Each country’s schema contains approximately &lt;STRONG&gt;20–30GB of data for the last 3 years&lt;/STRONG&gt;.&lt;/LI&gt;&lt;LI&gt;The report should support real-time updates or frequent refreshes.&lt;/LI&gt;&lt;LI&gt;Users need to:&lt;/LI&gt;&lt;UL&gt;&lt;LI&gt;Analyze data for individual countries.&lt;/LI&gt;&lt;LI&gt;Compare data across countries (if feasible).&lt;/LI&gt;&lt;/UL&gt;&lt;LI&gt;My current licensing allows only &lt;STRONG&gt;Power BI Pro&lt;/STRONG&gt; (1GB dataset size limit, no Premium features).&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;&lt;STRONG&gt;Explored Approaches:&lt;/STRONG&gt;&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;&lt;STRONG&gt;Universal Table (Import Mode):&lt;/STRONG&gt;&lt;/LI&gt;&lt;UL&gt;&lt;LI&gt;Merge all country data into one universal table.&lt;/LI&gt;&lt;LI&gt;Load this into Power BI using &lt;STRONG&gt;Import Mode&lt;/STRONG&gt; with incremental refresh.&lt;/LI&gt;&lt;LI&gt;&lt;STRONG&gt;Challenges:&lt;/STRONG&gt; Pro’s 1GB dataset limit makes this infeasible for large datasets.&lt;/LI&gt;&lt;/UL&gt;&lt;LI&gt;&lt;STRONG&gt;Schema Switching (DirectQuery):&lt;/STRONG&gt;&lt;/LI&gt;&lt;UL&gt;&lt;LI&gt;Dynamically switch schemas based on a parameter in Power BI.&lt;/LI&gt;&lt;LI&gt;Query live data directly from the database using &lt;STRONG&gt;DirectQuery&lt;/STRONG&gt;.&lt;/LI&gt;&lt;LI&gt;&lt;STRONG&gt;Challenges:&lt;/STRONG&gt; Refreshing the schema dynamically can cause delays, and Pro’s throttling limits may affect performance.&lt;/LI&gt;&lt;/UL&gt;&lt;LI&gt;&lt;STRONG&gt;Hybrid Model (Import + DirectQuery):&lt;/STRONG&gt;&lt;/LI&gt;&lt;UL&gt;&lt;LI&gt;Use Import Mode for historical data (e.g., 3 years).&lt;/LI&gt;&lt;LI&gt;Use DirectQuery for real-time data (e.g., last 10 weeks).&lt;/LI&gt;&lt;LI&gt;&lt;STRONG&gt;Challenges:&lt;/STRONG&gt; Not supported in Power BI Pro, requires Premium.&lt;/LI&gt;&lt;/UL&gt;&lt;/OL&gt;&lt;P&gt;&lt;STRONG&gt;Current Dilemma:&lt;/STRONG&gt;&lt;/P&gt;&lt;UL&gt;&lt;LI&gt;I want to build a solution that works with &lt;STRONG&gt;Power BI Pro&lt;/STRONG&gt;, but the above limitations make scalability and performance testing difficult.&lt;/LI&gt;&lt;LI&gt;Additionally, I lack access to Premium features (e.g., Hybrid Tables, larger datasets, incremental refresh on large datasets).&lt;/LI&gt;&lt;/UL&gt;&lt;P&gt;&lt;STRONG&gt;Questions for the Community:&lt;/STRONG&gt;&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;What’s the best approach to handle this scenario given that I only have Power BI Pro?&lt;/LI&gt;&lt;UL&gt;&lt;LI&gt;Should I rely on &lt;STRONG&gt;DirectQuery (Schema Switching)&lt;/STRONG&gt; or a &lt;STRONG&gt;Universal Table&lt;/STRONG&gt; with strict filtering to stay within the 1GB limit?&lt;/LI&gt;&lt;/UL&gt;&lt;LI&gt;If I eventually upgrade to Premium (PPU or P1), would the &lt;STRONG&gt;Hybrid Model&lt;/STRONG&gt; be the most scalable and efficient option for this type of requirement?&lt;/LI&gt;&lt;LI&gt;Are there any other strategies I should consider to optimize performance while working within the constraints of Power BI Pro?&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Thu, 06 Feb 2025 08:42:00 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Developer/Solution-Advise/m-p/4397852#M59358</guid>
      <dc:creator>Rawath</dc:creator>
      <dc:date>2025-02-06T08:42:00Z</dc:date>
    </item>
    <item>
      <title>Re: Solution Advise</title>
      <link>https://community.fabric.microsoft.com/t5/Developer/Solution-Advise/m-p/4399028#M59368</link>
      <description>&lt;P&gt;Looks like Direct Query is your only choice for now.&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;P SKUs are no longer available. You would have to procure a Fabric SKU.&lt;/P&gt;</description>
      <pubDate>Fri, 07 Feb 2025 00:38:45 GMT</pubDate>
      <guid>https://community.fabric.microsoft.com/t5/Developer/Solution-Advise/m-p/4399028#M59368</guid>
      <dc:creator>lbendlin</dc:creator>
      <dc:date>2025-02-07T00:38:45Z</dc:date>
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