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Real Time Detection of Anomalies in the Database Infrastructure using Apache Spark 7 лет назад


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Real Time Detection of Anomalies in the Database Infrastructure using Apache Spark

"At CERN, the biggest physics laboratory in the world, large volumes of data are generated every hour, it implies serious challenges to store and process all this data. An important part of this responsibility comes to the database group which not only provides services for RDBMS but also scalable systems as Hadoop, Spark and HBase. Since databases are critical, they need to be monitored, for that we have built a highly scalable, secure and central repository that stores consolidated audit data and listener, alert and OS log events generated by the databases. This central platform is used for reporting, alerting and security policy management. The database group want to further exploit the information available in this central repository to build intrusion detection system to enhance the security of the database infrastructure. In addition, build pattern detection models to flush out anomalies using the monitoring and performance metrics available in the central repository. Finally, this platform also helps us for capacity planning of the database deployment. The audience would get first-hand experience of how to build real time Apache Spark application that is deployed in production. They would hear the challenges faced and decisions taken while developing the application and troubleshooting Apache Spark and Spark streaming application in production. Talk by Daniel Lanza and Prasanth Kothuri Session hashtag: #EUde13" About: Databricks provides a unified data analytics platform, powered by Apache Spark™, that accelerates innovation by unifying data science, engineering and business. Read more here: https://databricks.com/product/unifie... Connect with us: Website: https://databricks.com Facebook:   / databricksinc   Twitter:   / databricks   LinkedIn:   / databricks   Instagram:   / databricksinc   Databricks is proud to announce that Gartner has named us a Leader in both the 2021 Magic Quadrant for Cloud Database Management Systems and the 2021 Magic Quadrant for Data Science and Machine Learning Platforms. Download the reports here. https://databricks.com/databricks-nam...

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