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Some will argue that observability is nothing more than testing and monitoring applications using tests, metrics, logs, and other artifacts. Since 2008, teams working for our founding team and our customers have delivered 100s of millions of data sets, dashboards, and models with almost no errors. Tie tests to alerts.
Time Travel: Reproduce a query as of a given time or snapshot ID, which can be used for historical audits and rollback of erroneous operations, as an example. 1 2008 7009728. We see that as of the first snapshot ( 7445571238522489274) we had data from the years 1995 to 2005 in the table. from pyspark.sql import SparkSession.
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