https://community.databricks.com/t5/data-engineering/is-there-any-performance-result-available-for-deltalake/m-p/16335#M10534 <P>Hi @Arindam Halder​&nbsp;, Delta lake is more performant compared to a regular parquet table. pls check below for some stats on the performance</P><P><A href="https://docs.azuredatabricks.net/_static/notebooks/delta/optimize-python.html" alt="https://docs.azuredatabricks.net/_static/notebooks/delta/optimize-python.html" target="_blank">https://docs.azuredatabricks.net/_static/notebooks/delta/optimize-python.html</A></P><P></P><P>yes, you can use it for time series forecasting. You could watch the below video to see how forecasting is done at scale using Delta lake</P><P><A href="https://databricks.com/session_na20/real-time-forecasting-at-scale-using-delta-lake-and-delta-caching" alt="https://databricks.com/session_na20/real-time-forecasting-at-scale-using-delta-lake-and-delta-caching" target="_blank">https://databricks.com/session_na20/real-time-forecasting-at-scale-using-delta-lake-and-delta-caching</A></P><P></P><P>you could also find the delta streaming APIs here </P><P><A href="https://docs.databricks.com/delta/delta-streaming.html#table-streaming-reads-and-writes" alt="https://docs.databricks.com/delta/delta-streaming.html#table-streaming-reads-and-writes" target="_blank">https://docs.databricks.com/delta/delta-streaming.html#table-streaming-reads-and-writes</A></P> Mon, 20 Sep 2021 16:08:50 GMT mathan_pillai 2021-09-20T16:08:50Z https://community.databricks.com/t5/data-engineering/is-there-any-performance-result-available-for-deltalake/m-p/16333#M10532 <P></P> <P>Specifically for write and read streaming data to HDFS or s3 etc. For IoT specific scenario how it performs on time series transactional data. Can we consider delta table as time series table?</P> <P></P> Tue, 17 Aug 2021 19:57:33 GMT https://community.databricks.com/t5/data-engineering/is-there-any-performance-result-available-for-deltalake/m-p/16333#M10532 ArindamHalder 2021-08-17T19:57:33Z https://community.databricks.com/t5/data-engineering/is-there-any-performance-result-available-for-deltalake/m-p/16335#M10534 <P>Hi @Arindam Halder​&nbsp;, Delta lake is more performant compared to a regular parquet table. pls check below for some stats on the performance</P><P><A href="https://docs.azuredatabricks.net/_static/notebooks/delta/optimize-python.html" alt="https://docs.azuredatabricks.net/_static/notebooks/delta/optimize-python.html" target="_blank">https://docs.azuredatabricks.net/_static/notebooks/delta/optimize-python.html</A></P><P></P><P>yes, you can use it for time series forecasting. You could watch the below video to see how forecasting is done at scale using Delta lake</P><P><A href="https://databricks.com/session_na20/real-time-forecasting-at-scale-using-delta-lake-and-delta-caching" alt="https://databricks.com/session_na20/real-time-forecasting-at-scale-using-delta-lake-and-delta-caching" target="_blank">https://databricks.com/session_na20/real-time-forecasting-at-scale-using-delta-lake-and-delta-caching</A></P><P></P><P>you could also find the delta streaming APIs here </P><P><A href="https://docs.databricks.com/delta/delta-streaming.html#table-streaming-reads-and-writes" alt="https://docs.databricks.com/delta/delta-streaming.html#table-streaming-reads-and-writes" target="_blank">https://docs.databricks.com/delta/delta-streaming.html#table-streaming-reads-and-writes</A></P> Mon, 20 Sep 2021 16:08:50 GMT https://community.databricks.com/t5/data-engineering/is-there-any-performance-result-available-for-deltalake/m-p/16335#M10534 mathan_pillai 2021-09-20T16:08:50Z