HPC/Big Data Certification

HPC/Big Data Certification 1. What qualifies as a Big Data Workload? - ✔✔· Consists of semi-structured, or unstructured data not suitable for relational databases · Data volume is considered too large for other soluti ...

HPC/Big Data Certification 1. What qualifies as a Big Data Workload? - ✔✔· Consists of semi-structured, or unstructured data not suitable for relational databases · Data volume is considered too large for other solutions (Petabyte scale) · To process the data in a reasonable timeframe, a massively parallel solution is required Most common Big Data workloads are? - ✔✔· Batch processing · In memory processing · ML (typically GPU based) What are the challenges customers run into for Big Data workloads on premises? - ✔✔· Tracking growth patterns and scaling infrastructure to meet capacity requirements · Time associated with procuring, deploying and maintaining infrastructure to meet demand · The cost associated with processing this data using other methods · The cost associated with Disaster Recovery when dealing with Petabytes of data · The cost and complexity associated with hardware refresh Customers running Big Data workloads on OCI can ___? - ✔✔· Dynamically scale capacity against demand · Leverage Object Storage as a cost-effective Data Lake and for Disaster Recovery · Take advantage of the best price/performance in the cloud · Use OCI's managed service offerings to easily deploy and run common Big Data frameworks What is Big Data Appliance (BDA)? - ✔✔Single tenant, Cloudera based hardware appliance deployed on-prem What does Big Data Appliance (BDA) include? - ✔✔· Cloudera Enterprise Data Hub (EDH) v5.12 · Big Data Manager · Big Data SQL What is Oracle Big Data Service (BDS)? - ✔✔· Multitenant, managed Cloudera EDH Hadoop Deployment What does Oracle Big Data Service (BDS) include? - ✔✔· Cloudera EDH v5.16.1 or v6.2.0 · Big Data Manager · Big Data SQL What is the difference between Big Data Cloud Service (BDCS) and Big Data Service (BDS)? - ✔✔· BDCS - Gen1, BDS - Gen2 · BDCS - Cloudera EDH v5.16.x, BDS - Cloudera EDH v5.16.1 or v6.2.0 · BDCS - deprecated, BDS - license included in consumption What is Oracle Data Flow (ODF)? - ✔✔· Provides serverless framework for running Spark based workloads Where do customers put data and application code for Oracle Data Flow (ODF) applications? - ✔✔· Object Storage Oracle Data Flow (ODF) provides support for what type of applications? - ✔✔· Java · Python · SQL · Scala What is Oracle Data Science? - ✔✔· Platform for data scientists to create projects which run notebook-based modeling on-demand What services does Oracle Data Science use? - ✔✔· Compute · Block Storage What shapes are available for Oracle Data Science Notebook Sessions - ✔✔· VM.Standard.E2.2, VM.Standard.E2.4, VM.Standard.E2.8 · VM.Standard2.1, VM.Standard2.2, VM.Standard2.4, VM.Standard2.6, VM.Standard2.8, VM.Standard2.16, VM.Standard2.24, What is Oracle Streaming Service? - ✔✔· Kafka compatible producer/consumer service that ingests continuous streams of data Which Hadoop distributions are supported on OCI? - ✔✔· Cloudera · Hortonworks · MapR Some self-managed Big Data Products are driven by ___? - ✔✔· OCI QuickStart program · Marketplace 1. When deploying Hadoop on OCI, what should you consider? - ✔✔· Normalize either OCPU or Memory against OCI shapes used as workers to meet workload requirements · Use HDFS replication factor 3 when using DenseIO NVMe storage to mitigate hardware failure · After normalizing OCPU or Memory, use heterogeneous storage on DenseIO workers leveraging Block Storage to augment HDFS capacity - allows you to scale HDFS capacity around workload · Segregate cluster and storage network traffic on BM hosts when using Block Volumes for HDFS by leveraging both physical VNICs - create a storage network for primary interface and deploy Hadoop on secondary interface · Use Private IP networks for Hadoop cluster hosts - enable cluster access either by using edge node(s) or VPN based access like FastConnect