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3\u12289?\u25484?\u25569?\u22823?\u25968?\u25454?\u25216?\u26415?\u20013?\u21488?\u30340?\u24314?\u-29762?\u24605?\u-29201?\u-244?\u22914?\u20309?\u23553?\u-30523?\u25216?\u26415?\u26694?\u26550?\u12289?\u25903?\u25745?\u19994?\u21153?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20869?\u23481?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u20256?\u32479?\u20851?\u31995?\u22411?\u25968?\u25454?\u24211?\u30340?\u-29762?\u-29791?\u23616?\u-27056?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u-247?\u25968?\u25454?\u-28209?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u-247?\u-29791?\u31639?\u-32515?\u21147?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u-247?\u25968?\u25454?\u22797?\u26434?\u24615?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u20998?\u24067?\u24335?\u22823?\u25968?\u25454?\u30340?\u-29762?\u-29791?\u29702?\u24565?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u-247?\u20998?\u24067?\u24335?\u24182?\u-30644?\u-29791?\u31639?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u-247?\u31227?\u21160?\u-29791?\u31639?\u-32756?\u19981?\u26159?\u31227?\u21160?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u-247?\u20998?\u24067?\u24335?\u-29791?\u31639?\u21457?\u23637?\u21382?\u31243?\u19982?\u26410?\u26469?\u-29301?\u21183?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u22823?\u25968?\u25454?\u25216?\u26415?\u21450?\u20854?\u29983?\u24577?\u22280?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u-247?Hadoop\u26680?\u24515?\u32452?\u20214?\u-230?MapReduce\u-244?HDFS\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u-247?\u24182?\u-30644?\u-29791?\u31639?\u26694?\u26550?\u-230?Spark vs. MapReduce\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u-247?\u22312?\u32447?\u26597?\u-29726?\u-230?HBase\u19982?Impala\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u-247?\u27969?\u24335?\u-29791?\u31639?\u-230?Flink vs. Spark Stream\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u-247?\u25991?\u26412?\u32034?\u24341?\u-230?Solr vs. ElasticSearch\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u-247?Zookeeper\u19982?\u-25896?\u21487?\u-26784?\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7\u-247?Kafka\u20998?\u24067?\u24335?\u-27105?\u21015?\u19982?\u26085?\u24535?\u25910?\u-26938?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8\u-247?\u25968?\u25454?\u25366?\u25496?\u24037?\u20855?\u-230?Mahout\u12289?SparkR\u19982?Spark ML\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?\u25968?\u25454?\u20013?\u21488?\u30340?\u22823?\u25968?\u25454?\u25216?\u26415?\u20013?\u21488?\u24314?\u-29762?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u-247?\u25968?\u25454?\u20013?\u21488?\u30340?\u22823?\u25968?\u25454?\u25216?\u26415?\u26694?\u26550?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u-247?\u25968?\u25454?\u20013?\u21488?\u30340?\u22823?\u25968?\u25454?\u20851?\u-27346?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a. Hadoop\u30340?\u24037?\u20316?\u21407?\u29702?\u19982?HDFS\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b. Spark\u30340?\u24037?\u20316?\u21407?\u29702?\u19982?\u20998?\u24067?\u24335?\u20869?\u23384?\u-29791?\u31639?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u-247?\u25968?\u25454?\u20013?\u21488?\u30340?\u22823?\u25968?\u25454?\u25216?\u26415?\u20013?\u21488?\u24314?\u-29762?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a.\u23558?\u25216?\u26415?\u26694?\u26550?\u19982?\u19994?\u21153?\u24212?\u29992?\u-30237?\u-32730?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b.\u25277?\u-29599?\u20849?\u24615?\u12289?\u-27059?\u26412?\u22686?\u25928?\u30340?\u24605?\u24819?\u26041?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 c.\u19994?\u21153?\u23618?\u12289?\u22522?\u30784?\u23618?\u19982?\u25216?\u26415?\u23618?\u30340?\u24314?\u-29762?\u24605?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19977?\u-29774? \u25968?\u25454?\u20013?\u21488?\u24314?\u-29762?\u-248?\u25968?\u25454?\u27835?\u29702?\u31687?\u-247?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u-32126?\u-30335?\u28857?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22312?\u25968?\u25454?\u20013?\u21488?\u24314?\u-29762?\u20013?\u-244?\u25968?\u25454?\u27835?\u29702?\u-29321?\u21040?\u21450?\u20854?\u-28211?\u-30335?\u30340?\u20316?\u29992?\u-244?\u21487?\u20197?\u26377?\u25928?\u22320?\u-28709?\u-30644?\u25968?\u25454?\u-29400?\u-28209?\u31649?\u29702?\u-244?\u20026?\u21518?\u32493?\u30340?\u25968?\u25454?\u24212?\u29992?\u25171?\u19979?\u-32145?\u22909?\u30340?\u22522?\u30784?\u12290?\u22312?\u26412?\u-32126?\u-29698?\u31243?\u20013?\u-244?\u-32767?\u24072?\u-29722?\u32454?\u25286?\u-30237?\u-244?\u22810?\u26679?\u21270?\u22320?\u-28217?\u-26938?\u25968?\u25454?\u-244?\u-29762?\u-29791?ETL\u-28729?\u31243?\u-244?\u-28709?\u-30644?\u25968?\u25454?\u-29400?\u-28209?\u31649?\u29702?\u-244?\u-28720?\u29992?\u22823?\u25968?\u25454?\u25216?\u26415?\u26500?\u24314?\u25968?\u25454?\u20179?\u24211?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u30446?\u26631?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u25484?\u25569?\u22823?\u25968?\u25454?\u25216?\u26415?\u32467?\u26500?\u21270?\u19982?\u-26786?\u32467?\u26500?\u21270?\u30340?\u25968?\u25454?\u-28217?\u-26938?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u25484?\u25569?\u25968?\u25454?\u20013?\u21488?\u30340?ETL\u-28729?\u31243?\u19982?\u25968?\u25454?\u20179?\u24211?\u24314?\u-29762?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u22914?\u20309?\u-28720?\u29992?\u22823?\u25968?\u25454?\u25216?\u26415?\u-28709?\u-30644?ETL\u-28729?\u31243?\u19982?\u25968?\u25454?\u20179?\u24211?\u24314?\u-29762?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20869?\u23481?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u25968?\u25454?\u20013?\u21488?\u20013?\u25968?\u25454?\u-28217?\u-26938?\u21151?\u-32515?\u30340?\u24314?\u-29762?\u24605?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u-247?\u32467?\u26500?\u21270?\u25968?\u25454?\u-28217?\u-26938?\u-248?Sqoop\u26694?\u26550?\u-247?\u21450?\u20854?\u26696?\u20363?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a. Sqoop\u25968?\u25454?\u23548?\u20837?\u-29762?\u-29791?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b. Sqoop\u25968?\u25454?\u23548?\u20986?\u-29762?\u-29791?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 c. Sqoop\u22312?\u22823?\u25968?\u25454?\u25216?\u26415?\u20013?\u21488?\u20013?\u30340?\u-29762?\u-29791?\u24605?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u-247?\u-26786?\u32467?\u26500?\u21270?\u25968?\u25454?\u-28217?\u-26938?\u-248?flume+kafka+spark streaming\u-247?\u21450?\u20854?\u26696?\u20363?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a. flume+kafka+spark streaming\u30340?\u-29762?\u-29791?\u21407?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b.\u29992?\u25143?\u-30644?\u20026?\u20998?\u26512?\u30340?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u25968?\u25454?\u20013?\u21488?\u20013?\u30340?\u25968?\u25454?\u-29400?\u-28209?\u31649?\u29702?\u19982?\u25968?\u25454?\u20179?\u24211?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u-247? ETL\u-28729?\u31243?\u20013?\u25968?\u25454?\u28165?\u27927?\u12289?\u-28820?\u25442?\u12289?\u-26938?\u25104?\u21450?\u20854?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u-247?\u-28720?\u29992?\u22823?\u25968?\u25454?\u25216?\u26415?\u-28709?\u-30644?ETL\u-28729?\u31243?\u30340?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a. Spark+Hive\u30340?\u-29762?\u-29791?\u21407?\u29702?\u19982?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b. Spark+Hive\u22312?\u22823?\u25968?\u25454?\u25216?\u26415?\u20013?\u21488?\u20013?\u30340?\u-29762?\u-29791?\u24605?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u-247?\u22810?\u32500?\u25968?\u25454?\u27169?\u22411?\u19982?\u25968?\u25454?\u20179?\u24211?\u24314?\u-29762?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a. \u22810?\u32500?\u25968?\u25454?\u27169?\u22411?\u30340?\u27010?\u24565?\u21450?\u20854?\u24212?\u29992?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b. \u-26902?\u-32079?\u27169?\u22411?\u12289?\u26143?\u24418?\u27169?\u22411?\u19982?\u20027?\u-26472?\u22495?\u27169?\u22411?\u30340?\u24314?\u-29762?\u-28729?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 c. \u20998?\u20139?\u22312?\u25968?\u25454?\u20179?\u24211?\u24314?\u-29762?\u19978?\u-28601?\u21040?\u30340?\u-28509?\u20123?\u8220?\u22353?\u8221?\u21450?\u20854?\u-30237?\u20915?\u24605?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u25968?\u25454?\u20013?\u21488?\u30340?\u-29400?\u-28209?\u20307?\u31995?\u24314?\u-29762?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u-247?\u25968?\u25454?\u20307?\u31995?\u-30268?\u21010?\u-230?\u21407?\u22987?\u25968?\u25454?\u23618?\u12289?\u25968?\u25454?\u20179?\u24211?\u23618?\u12289?\u25968?\u25454?\u-26938?\u24066?\u23618?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u-247?\u25968?\u25454?\u-29372?\u20135?\u31649?\u29702?\u-230?\u-29372?\u20135?\u-30268?\u21010?\u12289?\u25968?\u25454?\u27835?\u29702?\u12289?\u26631?\u31614?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u-247?\u25968?\u25454?\u-29400?\u-28209?\u31649?\u29702?\u-230?\u20803?\u25968?\u25454?\u31649?\u29702?\u12289?\u25968?\u25454?\u-30656?\u32536?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u-247?\u25968?\u25454?\u20179?\u24211?\u24314?\u-29762?\u-230?\u22810?\u32500?\u25968?\u25454?\u24314?\u27169?\u12289?\u20107?\u23454?\u-30616?\u12289?\u32500?\u24230?\u-30616?\u12289?\u-32678?\u21512?\u-30616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u22235?\u-29774? \u25968?\u25454?\u20013?\u21488?\u24314?\u-29762?\u-248?\u25968?\u25454?\u24212?\u29992?\u31687?\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u-32126?\u-30335?\u28857?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 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1\u12289?\u25484?\u25569?\u22312?\u28023?\u-28209?\u25968?\u25454?\u20013?\u31163?\u32447?\u20998?\u26512?\u12289?\u22312?\u32447?\u20998?\u26512?\u19982?\u-28719?\u32447?\u20998?\u26512?\u30340?\u-29762?\u-29791?\u24605?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u25484?\u25569?\u22312?\u28023?\u-28209?\u25968?\u25454?\u20013?\u31186?\u32423?\u26597?\u-29726?\u30340?\u-29762?\u-29791?\u24605?\u-29201?\u-248?\u25968?\u25454?\u32034?\u24341?\u-247?\u19982?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u29702?\u-30237?\u25171?\u-28640?\u25903?\u25345?\u24555?\u-28641?\u25968?\u25454?\u20998?\u26512?\u23637?\u29616?\u30340?\u22823?\u25968?\u25454?\u25216?\u26415?\u20013?\u21488?\u24314?\u-29762?\u24605?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20869?\u23481?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u28023?\u-28209?\u25968?\u25454?\u30340?\u31163?\u32447?\u20998?\u26512?\u12289?\u22312?\u32447?\u20998?\u26512?\u19982?\u-28719?\u32447?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u-247?\u31163?\u32447?\u20998?\u26512?\u30340?\u27010?\u24565?\u19982?\u-29762?\u-29791?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26696?\u20363?\u-230?\u31246?\u21153?\u31995?\u32479?\u-31142?\u24320?\u21457?\u31080?\u-26418?\u-27031?\u30417?\u25511?\u31995?\u32479?\u30340?\u-26418?\u-27031?\u25968?\u25454?\u31163?\u32447?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u-247?\u22312?\u32447?\u20998?\u26512?\u30340?\u27010?\u24565?\u19982?\u-29762?\u-29791?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26696?\u20363?\u-230?\u32593?\u32476?\u-28720?\u-31707?\u21830?\u22823?\u25968?\u25454?\u30417?\u25511?\u31995?\u32479?\u30340?\u23454?\u26102?\u27969?\u-28209?\u30417?\u25511?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u-247?\u-28719?\u32447?\u20998?\u26512?\u30340?\u27010?\u24565?\u19982?\u-29762?\u-29791?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26696?\u20363?\u-230?\u29992?\u25143?\u-30644?\u20026?\u20998?\u26512?\u19982?\u25968?\u23383?\u21270?\u-28720?\u-31707?\u30340?\u20998?\u26512?\u-29762?\u-29791?\u-28729?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u28023?\u-28209?\u25968?\u25454?\u30340?\u31186?\u32423?\u26597?\u-29726?\u30340?\u-29762?\u-29791?\u23454?\u29616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u-247?\u20998?\u24067?\u24335?NoSQL\u25968?\u25454?\u24211?\u30340?\u-29762?\u-29791?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a. \u20256?\u32479?\u20851?\u31995?\u22411?\u25968?\u25454?\u24211?\u30340?\u23616?\u-27056?\u19982?NoSQL\u25968?\u25454?\u24211?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b. MongoDB\u30340?\u24037?\u20316?\u21407?\u29702?\u19982?\u-29762?\u-29791?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 c. HBase\u30340?\u24037?\u20316?\u21407?\u29702?\u19982?\u-29762?\u-29791?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u-247?\u20998?\u24067?\u24335?\u32034?\u24341?ElasticSearch\u30340?\u-29762?\u-29791?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a. ElasticSearch\u30340?\u24037?\u20316?\u21407?\u29702?\u19982?\u-29762?\u-29791?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b. ElasticSearch\u30340?\u20248?\u21270?\u19982?\u22312?\u25216?\u26415?\u20013?\u21488?\u20013?\u30340?\u-29762?\u-29791?\u24605?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u-247?\u20998?\u24067?\u24335?MOLAP\u26694?\u26550?Kylin\u30340?\u-29762?\u-29791?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a. 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