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    <title>topic Data bricks Write Performance in Data Engineering</title>
    <link>https://community.databricks.com/t5/data-engineering/data-bricks-write-performance/m-p/17120#M11170</link>
    <description>&lt;P&gt;&lt;/P&gt;
&lt;P&gt;I have a requirement to replay ingestion from landing data and build silver table. I am trying to write delta file from raw Avro files based in landing zone. The raw files are located in folder based on date. I am currently using streaming to read data from files and write into delta file with Z order.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;Issue is that it is taking 8-10 hours for for each day[around 20 million records]. Any pointers on how may I can improve performance ?&lt;P&gt;&lt;/P&gt;Few I can think of are: &lt;P&gt;&lt;/P&gt;I can use batch read instead of stream?&lt;P&gt;&lt;/P&gt;Use Parquet instead of Delta ?
&lt;P&gt;Any other?&lt;/P&gt;
&lt;P&gt;Thanks in advance for kind help&lt;/P&gt; 
&lt;P&gt;&lt;/P&gt;</description>
    <pubDate>Thu, 29 Jul 2021 14:56:45 GMT</pubDate>
    <dc:creator>rami1</dc:creator>
    <dc:date>2021-07-29T14:56:45Z</dc:date>
    <item>
      <title>Data bricks Write Performance</title>
      <link>https://community.databricks.com/t5/data-engineering/data-bricks-write-performance/m-p/17120#M11170</link>
      <description>&lt;P&gt;&lt;/P&gt;
&lt;P&gt;I have a requirement to replay ingestion from landing data and build silver table. I am trying to write delta file from raw Avro files based in landing zone. The raw files are located in folder based on date. I am currently using streaming to read data from files and write into delta file with Z order.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;Issue is that it is taking 8-10 hours for for each day[around 20 million records]. Any pointers on how may I can improve performance ?&lt;P&gt;&lt;/P&gt;Few I can think of are: &lt;P&gt;&lt;/P&gt;I can use batch read instead of stream?&lt;P&gt;&lt;/P&gt;Use Parquet instead of Delta ?
&lt;P&gt;Any other?&lt;/P&gt;
&lt;P&gt;Thanks in advance for kind help&lt;/P&gt; 
&lt;P&gt;&lt;/P&gt;</description>
      <pubDate>Thu, 29 Jul 2021 14:56:45 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/data-bricks-write-performance/m-p/17120#M11170</guid>
      <dc:creator>rami1</dc:creator>
      <dc:date>2021-07-29T14:56:45Z</dc:date>
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