Spark Monitoring & Tuning
Apache Spark
| Intermediate
- 14 videos | 49m 23s
- Includes Assessment
- Earns a Badge
Explore various ways to monitor Spark applications such as web UIs, metrics, and other monitoring tools, and examine memory tuning.
WHAT YOU WILL LEARN
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Access the web user interfaceUse the spark environment configuration parametersUse json to query monitoring tools for sparkSet jvm fractional memory amounts for sparkModify speculation controls for spark tasksDescribe data serialization and the role it plays in the performance of spark applicationsDescribe memory management and consumption
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Determine executor memory allocationDescribe garbage collection tuningSet the level of parallelismUse the broadcast functionalityUse query execution plan explainerImplement data compression on parquet storageMonitor spark applications
IN THIS COURSE
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5m 24sDuring this video, you will learn how to access the web interface. FREE ACCESS
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3m 19sFind out how to use the Spark environment configuration parameters. FREE ACCESS
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4m 14sIn this video, find out how to use JSON to query monitoring tools for Spark. FREE ACCESS
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2m 14sDuring this video, you will learn how to set JVM fractional memory amounts for Spark. FREE ACCESS
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2m 34sLearn how to modify speculation controls for Spark tasks. FREE ACCESS
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2m 30sAfter completing this video, you will be able to describe data serialization and the role it plays in the performance of Spark applications. FREE ACCESS
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2m 33sAfter completing this video, you will be able to describe memory management and consumption. FREE ACCESS
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3m 3sIn this video, learn how to determine memory allocation for an executor. FREE ACCESS
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2m 31sUpon completion of this video, you will be able to describe how to tune garbage collection. FREE ACCESS
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2m 5sFind out how to set the level of parallelism. FREE ACCESS
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4mIn this video, you will use the broadcasting functionality. FREE ACCESS
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6m 39sFind out how to use the query execution plan explainer. FREE ACCESS
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4m 29sIn this video, learn how to implement data compression on parquet storage. FREE ACCESS
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3m 50sLearn how to monitor Spark applications. FREE ACCESS
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