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				This section includes 95 Mcqs, each offering curated multiple-choice questions to sharpen your Apache Hadoop knowledge and support exam preparation. Choose a topic below to get started.
| 1. | 
                                    ________ nodes that control the start and end of the workflow and workflow job execution path. | 
                            
| A. | Action | 
| B. | Control | 
| C. | Data | 
| D. | SubDomain | 
| Answer» C. Data | |
| 2. | 
                                    Nodes in the config _____________ must be completed successfully. | 
                            
| A. | oozie.wid.rerun.skip.nodes | 
| B. | oozie.wf.rerun.skip.nodes | 
| C. | oozie.wf.run.skip.nodes | 
| D. | all of the mentioned | 
| Answer» C. oozie.wf.run.skip.nodes | |
| 3. | 
                                    _____________ will skip the nodes given in the config with the same exit transition as before. | 
                            
| A. | ActionMega handler | 
| B. | Action handler | 
| C. | Data handler | 
| D. | None of the mentioned | 
| Answer» C. Data handler | |
| 4. | 
                                    Which of the following workflow definition language is XML based ? | 
                            
| A. | hpDL | 
| B. | hDL | 
| C. | hiDL | 
| D. | none of the mentioned | 
| Answer» B. hDL | |
| 5. | 
                                    ___________ nodes are the mechanism by which a workflow triggers the execution of a computation/processing task. | 
                            
| A. | Server | 
| B. | Client | 
| C. | Mechanism | 
| D. | Action | 
| Answer» E. | |
| 6. | 
                                    Node names and transitions must be conform to the following pattern =[a-zA-Z][\-_a-zA-Z0-0]*=, of up to __________ characters long. | 
                            
| A. | 10 | 
| B. | 15 | 
| C. | 20 | 
| D. | 25 | 
| Answer» D. 25 | |
| 7. | 
                                    Workflow with id __________ should be in SUCCEEDED/KILLED/FAILED. | 
                            
| A. | wfId | 
| B. | iUD | 
| C. | iFD | 
| D. | all of the mentioned | 
| Answer» B. iUD | |
| 8. | 
                                    A workflow definition is a ______ with control flow nodes or action nodes. | 
                            
| A. | CAG | 
| B. | DAG | 
| C. | BAG | 
| D. | None of the mentioned | 
| Answer» C. BAG | |
| 9. | 
                                    A workflow definition must have one ________ node. | 
                            
| A. | start | 
| B. | resume | 
| C. | finish | 
| D. | none of the mentioned | 
| Answer» B. resume | |
| 10. | 
                                    A _______________ action can be configured to perform file system cleanup and directory creation before starting the mapreduce job. | 
                            
| A. | map | 
| B. | reduce | 
| C. | map-reduce | 
| D. | none of the mentioned | 
| Answer» D. none of the mentioned | |
| 11. | 
                                    If the failure is of ___________ nature, Oozie will suspend the workflow job. | 
                            
| A. | transient | 
| B. | non-transient | 
| C. | permanent | 
| D. | all of the mentioned | 
| Answer» C. permanent | |
| 12. | 
                                    If a computation/processing task -triggered by a workflow- fails to complete successfully, its transitions to : | 
                            
| A. | error | 
| B. | ok | 
| C. | true | 
| D. | false | 
| Answer» B. ok | |
| 13. | 
                                    All decision nodes must have a _____________ element to avoid bringing the workflow into an error state if none of the predicates evaluates to true. | 
                            
| A. | name | 
| B. | default | 
| C. | server | 
| D. | client | 
| Answer» C. server | |
| 14. | 
                                    A ___________ node enables a workflow to make a selection on the execution path to follow. | 
                            
| A. | fork | 
| B. | decision | 
| C. | start | 
| D. | none of the mentioned | 
| Answer» C. start | |
| 15. | 
                                    If one or more actions started by the workflow job are executing when the ________ node is reached, the actions will be killed. | 
                            
| A. | kill | 
| B. | start | 
| C. | end | 
| D. | finsih | 
| Answer» B. start | |
| 16. | 
                                    The ___________ attribute in the join node is the name of the workflow join node. | 
                            
| A. | name | 
| B. | to | 
| C. | down | 
| D. | none of the mentioned | 
| Answer» B. to | |
| 17. | 
                                    Which of the following can be seen as a switch-case statement ? | 
                            
| A. | fork | 
| B. | decision | 
| C. | start | 
| D. | none of the mentioned | 
| Answer» C. start | |
| 18. | 
                                    ___________ properties can be overridden by specifying them in the job-xml file or configuration element. | 
                            
| A. | Pipe | 
| B. | Decision | 
| C. | Flag | 
| D. | None of the mentioned | 
| Answer» B. Decision | |
| 19. | 
                                    Falcon promotes decoupling of data set location from ___________ definition. | 
                            
| A. | Oozie | 
| B. | Impala | 
| C. | Kafka | 
| D. | Thrift | 
| Answer» B. Impala | |
| 20. | 
                                    Falcon provides seamless integration with : | 
                            
| A. | HCatalog | 
| B. | metastore | 
| C. | HBase | 
| D. | Kafka | 
| Answer» C. HBase | |
| 21. | 
                                    Apache Knox provides __________ REST API Access Point. | 
                            
| A. | Single | 
| B. | Double | 
| C. | Multiple | 
| D. | Zero | 
| Answer» B. Double | |
| 22. | 
                                    Apache Knox accesses Hadoop Cluster over : | 
                            
| A. | HTTP | 
| B. | TCP | 
| C. | ICMP | 
| D. | None of the mentioned | 
| Answer» B. TCP | |
| 23. | 
                                    HDT provides wizards for creating Java Classes for : | 
                            
| A. | Mapper | 
| B. | Reducer | 
| C. | Driver | 
| D. | All of the mentioned | 
| Answer» E. | |
| 24. | 
                                    HDT is used for listing running Jobs on __________ Cluster | 
                            
| A. | MR | 
| B. | Hive | 
| C. | Pig | 
| D. | None of the mentioned | 
| Answer» B. Hive | |
| 25. | 
                                    __________ is a columnar storage format for Hadoop. | 
                            
| A. | Ranger | 
| B. | Parquet | 
| C. | REEF | 
| D. | None of the mentioned | 
| Answer» C. REEF | |
| 26. | 
                                    Ripple is a browser based mobile phone emulator designed to aid in the development of _______ based mobile applications. | 
                            
| A. | Javascript | 
| B. | Java | 
| C. | C++ | 
| D. | HTML5 | 
| Answer» E. | |
| 27. | 
                                    __________ is an abstraction over Apache Hadoop YARN that reduces the complexity of developing distributed applications | 
                            
| A. | Wave | 
| B. | Twill | 
| C. | Usergrid | 
| D. | None of the mentioned | 
| Answer» C. Usergrid | |
| 28. | 
                                    ___________ is a Java library for writing, testing, and running pipelines of MapReduce jobs on Apache Hadoop. | 
                            
| A. | cTakes | 
| B. | Crunch | 
| C. | CouchDB | 
| D. | None of the mentioned | 
| Answer» C. CouchDB | |
| 29. | 
                                    A _________ is a hosted, live, concurrent data structure for rich communication. | 
                            
| A. | Wave | 
| B. | Twill | 
| C. | Usergrid | 
| D. | None of the mentioned | 
| Answer» B. Twill | |
| 30. | 
                                    Which of the following project will create a SOA services framework ? | 
                            
| A. | DeltaCloud | 
| B. | CXF | 
| C. | DeltaSpike | 
| D. | None of the mentioned | 
| Answer» C. DeltaSpike | |
| 31. | 
                                    _________ class allows other programs to get incoming chunks fed to them over a socket by the collector. | 
                            
| A. | PipelineStageWriter | 
| B. | PipelineWriter | 
| C. | SocketTeeWriter | 
| D. | None of the mentioned | 
| Answer» D. None of the mentioned | |
| 32. | 
                                    __________ runs Demux parsers inside for convert unstructured data to semi-structured data, then load the key value pairs to HBase table. | 
                            
| A. | HCatWriter | 
| B. | HBWriter | 
| C. | HBaseWriter | 
| D. | None of the mentioned | 
| Answer» D. None of the mentioned | |
| 33. | 
                                    If Ambari Agent has any output in /var/log/ambari-agent/ambari-agent.out, it is indicative of a __________ problem. | 
                            
| A. | Less Severe | 
| B. | Significant | 
| C. | Extremely Severe | 
| D. | None of the mentioned | 
| Answer» C. Extremely Severe | |
| 34. | 
                                    Ambari provides a ________ API that enables integration with existing tools, such as Microsoft System Center | 
                            
| A. | RestLess | 
| B. | Web Service | 
| C. | RESTful | 
| D. | None of the mentioned | 
| Answer» D. None of the mentioned | |
| 35. | 
                                    Collectors write chunks to logs/*.chukwa files until a ___ MB chunk is reached. | 
                            
| A. | 64 | 
| B. | 108 | 
| C. | 256 | 
| D. | 1024 | 
| Answer» B. 108 | |
| 36. | 
                                    Chukwa is ___________ data collection system for managing large distributed systems. | 
                            
| A. | open source | 
| B. | proprietary | 
| C. | service based | 
| D. | none of the mentioned | 
| Answer» B. proprietary | |
| 37. | 
                                    The only metadata retained on a per-consumer basis is the position of the consumer in the log, called : | 
                            
| A. | offset | 
| B. | partition | 
| C. | chunks | 
| D. | all of the mentioned | 
| Answer» B. partition | |
| 38. | 
                                    _________ has stronger ordering guarantees than a traditional messaging system. | 
                            
| A. | kafka | 
| B. | Slider | 
| C. | Suz | 
| D. | None of the mentioned | 
| Answer» B. Slider | |
| 39. | 
                                    Which of the following is spatial information system ? | 
                            
| A. | Sling | 
| B. | Solr | 
| C. | SIS | 
| D. | All of the mentioned | 
| Answer» D. All of the mentioned | |
| 40. | 
                                    Stratos will be a polyglot _________ framework | 
                            
| A. | Daas | 
| B. | PaaS | 
| C. | Saas | 
| D. | Raas | 
| Answer» C. Saas | |
| 41. | 
                                    Which of the following supports random-writable and advance-able sparse bitsets ? | 
                            
| A. | Stratos | 
| B. | Kafka | 
| C. | Sqoop | 
| D. | Lucene | 
| Answer» E. | |
| 42. | 
                                    The ___________ project will create an ESB and component suite based on the Java Business Interface (JBI) standard – JSR 208. | 
                            
| A. | ServiceMix | 
| B. | Samza | 
| C. | Rave | 
| D. | All of the mentioned | 
| Answer» B. Samza | |
| 43. | 
                                    ___________ is a distributed data warehouse system for Hadoop. | 
                            
| A. | Stratos | 
| B. | Tajo | 
| C. | Sqoop | 
| D. | Lucene | 
| Answer» C. Sqoop | |
| 44. | 
                                    ____________ is an open-source version control system. | 
                            
| A. | Stratos | 
| B. | Kafka | 
| C. | Sqoop | 
| D. | Subversion | 
| Answer» E. | |
| 45. | 
                                    ___________ is a distributed, fault-tolerant, and high-performance realtime computation system | 
                            
| A. | Knife | 
| B. | Storm | 
| C. | Sqoop | 
| D. | Lucene | 
| Answer» C. Sqoop | |
| 46. | 
                                    __________ is a cluster manager that provides resource sharing and isolation across cluster applications. | 
                            
| A. | Merlin | 
| B. | Mesos | 
| C. | Max | 
| D. | Merge | 
| Answer» C. Max | |
| 47. | 
                                    Which of the following is a data access framework ? | 
                            
| A. | Merge | 
| B. | Lucene.NET | 
| C. | MetaModel | 
| D. | None of the mentioned | 
| Answer» D. None of the mentioned | |
| 48. | 
                                    __________ is a library to support unit testing of Hadoop MapReduce jobs. | 
                            
| A. | Myfaces | 
| B. | Muse | 
| C. | modftp | 
| D. | None of the mentioned | 
| Answer» E. | |
| 49. | 
                                    Which of the following is a robust implementation of the OASIS WSDM ? | 
                            
| A. | Myfaces | 
| B. | Muse | 
| C. | modftp | 
| D. | None of the mentioned | 
| Answer» C. modftp | |
| 50. | 
                                    __________ is used for Logging for .NET framework. | 
                            
| A. | log4net | 
| B. | logphp | 
| C. | Lucene.NET | 
| D. | All of the mentioned | 
| Answer» D. All of the mentioned | |