ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ืขื’ืŸ Cloudera ืื•ืŸ ื•ื•ื™ ืฆื• ืงืึธื›ืŸ ืขืก

ื“ืขืจ ืžืึทืจืง ืคึฟืึทืจ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืื•ืŸ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ, ืœื•ื™ื˜ ืฆื• ืกื˜ืึทื˜ื™ืกื˜ื™ืง, ืื™ื– ื’ืจืึธื•ื™ื ื’ ื“ื•ืจืš 18-19% ืคึผืขืจ ื™ืึธืจ. ื“ืขื ืžื™ื˜ืœ ืึทื– ื“ื™ ืึทืจื•ื™ืกื’ืขื‘ืŸ ืคื•ืŸ ื˜ืฉื•ื–ื™ื ื’ ื•ื•ื™ื™ื›ื•ื•ืืจื’ ืคึฟืึทืจ ื“ื™ ืฆื•ื•ืขืงืŸ ื‘ืœื™ื™ื‘ื˜ ื‘ืึทื˜ื™ื™ึทื˜ื™ืง. ืื™ืŸ ื“ืขื ืคึผืึธืกื˜ืŸ, ืžื™ืจ ื•ื•ืขืœืŸ ืึธื ื”ื™ื™ื‘ืŸ ืžื™ื˜ ื•ื•ืึธืก ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืื™ื– ื“ืืจืฃ, ื’ื™ื™ืŸ ืื™ืŸ ืžืขืจ ื“ืขื˜ืึทืœ ื•ื•ืขื’ืŸ ื˜ืฉื•ื–ื™ื ื’ ื•ื•ื™ื™ื›ื•ื•ืืจื’, ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื ื™ืฆืŸ Hadoop ื ื™ืฆืŸ Cloudera, ืื•ืŸ ืœืขืกืึธืฃ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื˜ืฉื•ื–ื™ื ื’ ื™ื™ึทื–ื ื•ื•ืึทืจื’ ืื•ืŸ ื•ื•ื™ ืขืก ืึทืคืขืงืฅ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืื™ืŸ ืคืึทืจืฉื™ื“ืขื ืข ื•ื•ืขื’ืŸ.

ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ืขื’ืŸ Cloudera ืื•ืŸ ื•ื•ื™ ืฆื• ืงืึธื›ืŸ ืขืก
ืคืืจื•ื•ืืก ืื™ื– ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ื“ืืจืฃ ืื™ืŸ ืจืขื’ื•ืœืขืจ ื’ืขืฉืขืคื˜? ืึทืœืฅ ื“ืึธ ืื™ื– ืคึผืฉื•ื˜ ืื•ืŸ ืงืึธืžืคึผืœื™ืฆื™ืจื˜ ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜. ืคึผืฉื•ื˜ - ื•ื•ื™ื™ึทืœ ืื™ืŸ ืจื•ื‘ึฟ ืงืึทืกืขืก ืžื™ืจ ื“ื•ืจื›ืคื™ืจืŸ ืœืขืคื™ืขืจืขืš ืคึผืฉื•ื˜ ื—ืฉื‘ื•ื ื•ืช ืคึผืขืจ ืึทืคึผืึทืจืึทื˜ ืคื•ืŸ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข. ืขืก ืื™ื– ืฉื•ื•ืขืจ ื•ื•ื™ื™ึทืœ ืขืก ืื™ื– ืึท ืคึผืœืึทืฅ ืคื•ืŸ ืึทื–ืึท ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข. ืื–ื•ื™ ืกืืš. ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ืขืก ืื™ื– ื ื™ื™ื˜ื™ืง ืคึผืจืึธืฆืขืก ื˜ืขืจืึทื‘ื™ื˜ืขืก ืคื•ืŸ ื“ืึทื˜ืŸ ืื™ืŸ 1000 ืคึฟืขื“ืขื. ืื–ื•ื™, ื“ื™ ื ื•ืฆืŸ ืงืึทืกืขืก ื–ืขื ืขืŸ ื’ืึทื ืฅ ื•ื ื™ื•ื•ืขืจืกืึทืœ: ื—ืฉื‘ื•ื ื•ืช ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื•ื•ื™ื™ื ื˜ ื•ื•ื• ื ืึธืจ ืขืก ืื™ื– ื ื™ื™ื˜ื™ืง ืฆื• ื ืขืžืขืŸ ืื™ืŸ ื—ืฉื‘ื•ืŸ ืึท ื’ืจื•ื™ืก ื ื•ืžืขืจ ืคื•ืŸ ืžืขื˜ืจื™ืงืก ืื•ื™ืฃ ืึทืŸ ืืคื™ืœื• ื’ืจืขืกืขืจืข ืžืขื ื’ืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ื“ืึทื˜ืŸ.

ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืœืขืฆื˜ืข ื‘ื™ื™ืฉืคื™ืœืŸ: ื“ื™ ืคึผื™ื–ื–ืขืจื™ืึท ืงื™ื™ื˜ ื“ืึธื“ืึธ ืคึผื™ืฆืึท ื‘ืืฉืœืืกืŸ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืึทืŸ ืึทื ืึทืœื™ืกื™ืก ืคื•ืŸ ื“ื™ ืงื•ื ื” ืกื“ืจ ื“ืึทื˜ืึทื‘ื™ื™ืก, ืึทื– ื•ื•ืขืŸ ื˜ืฉื•ื–ื™ื ื’ ืึท ืคึผื™ืฆืึท ืžื™ื˜ ืึท ื˜ืจืึทืค ื˜ืึทืคึผื™ื ื’, ื ื™ืฆืขืจืก ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ ื‘ืœื•ื™ื– ื–ืขืงืก ื™ืงืขืจื“ื™ืง ืกืขืฅ ืคื•ืŸ ื™ื ื’ืจื™ื“ื™ืึทื ืฅ ืคึผืœื•ืก ืึท ืคึผืึธืจ ืคื•ืŸ ื˜ืจืึทืค ืึธื ืขืก. ืื™ืŸ ืœื•ื™ื˜ ืžื™ื˜ ื“ืขื, ื“ื™ ืคึผื™ืฆืขืจื™ืึท ืึทื“ื–ืฉืึทืกื˜ื™ื“ ื–ื™ื™ึทืŸ ืคึผืขืจื˜ืฉืึทืกืึทื–. ืื™ืŸ ืึทื“ื™ืฉืึทืŸ, ื–ื™ ืื™ื– ื‘ื™ื›ื•ืœืช ืฆื• ื‘ืขืกืขืจ ืจืขืงืึธืžืขื ื“ื™ืจืŸ ื ืึธืš ืคึผืจืึธื“ื•ืงื˜ืŸ ื’ืขืคึฟื™ื ื˜ ืฆื• ื ื™ืฆืขืจืก ื‘ืขืฉืึทืก ื“ื™ ืึธืจื“ืขืจื™ื ื’ ื‘ื™ื ืข, ื•ื•ืึธืก ื’ืขื•ื•ืืงืกืŸ ืคึผืจืึทืคื™ืฅ.

ืืŸ ืื ื“ืขืจ ื‘ื™ื™ึทืฉืคึผื™ืœ: ืึทื ืึทืœื™ืกื™ืก ืคึผืจืึธื“ื•ืงื˜ ื™ื™ื˜ืึทืžื– ื“ืขืจืœื•ื™ื‘ื˜ ื“ื™ H&M ืงืจืึธื ืฆื• ืจืขื“ื•ืฆื™ืจืŸ ื“ื™ ืกืึธืจื˜ื™ืจื•ื ื’ ืื™ืŸ ื™ื—ื™ื“ ืกื˜ืึธืจื– ืžื™ื˜ 40%, ืื•ืŸ ื”ืึทืœื˜ืŸ ืกืึทืœืขืก ืœืขื•ื•ืขืœืก. ื“ืึธืก ืื™ื– ื“ืขืจื’ืจื™ื™ื›ื˜ ื’ืขื•ื•ืึธืจืŸ ื“ื•ืจืš ืื•ื™ืกืฉืœื™ืกื ื“ื™ืง ืฉื•ื•ืึทืš ืกืขืœื™ื ื’ ื–ืื›ืŸ, ืื•ืŸ ื“ื™ ืกื™ื–ืึทื ืึทืœื™ื˜ื™ ืื™ื– ื’ืขื ื•ืžืขืŸ ืื™ืŸ ื—ืฉื‘ื•ืŸ ืื™ืŸ ื“ื™ ื—ืฉื‘ื•ื ื•ืช.

ืžื›ืฉื™ืจื™ื ืกืขืœืขืงืฆื™ืข

ื“ื™ ื™ื ื“ืึทืกื˜ืจื™ ืกื˜ืึทื ื“ืึทืจื˜ ืคึฟืึทืจ ื“ืขื ื˜ื™ืคึผ ืคื•ืŸ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืื™ื– Hadoop. ืคืืจื•ื•ืืก? ื•ื•ื™ื™ึทืœ Hadoop ืื™ื– ืึท ื•ื™ืกื’ืขืฆื™ื™ื›ื ื˜, ื’ืขื–ื•ื ื˜-ื“ืึทืงื™ืึทืžืขื ื˜ืึทื“ ืคืจื™ื™ืžื•ื•ืขืจืง (ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ Habr ื’ื™ื˜ ืคื™ืœืข ื“ื™ื˜ื™ื™ืœื“ ืึทืจื˜ื™ืงืœืขืŸ ืื•ื™ืฃ ื“ืขื ื˜ืขืžืข), ื•ื•ืึธืก ืื™ื– ื‘ืื’ืœื™ื™ื˜ ื“ื•ืจืš ืึท ื’ืึทื ืฅ ื’ืึทื ื’ ืคื•ืŸ ื™ื•ื˜ื™ืœืึทื˜ื™ื– ืื•ืŸ ืœื™ื™ื‘ืจืขืจื™ื–. ืื™ืจ ืงืขื ืขืŸ ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘ืŸ ืจื™ื–ื™ืง ืฉื˜ืขืœื˜ ืคื•ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื“ ืื•ืŸ ืึทื ืกื˜ืจืึทืงื˜ืฉืขืจื“ ื“ืึทื˜ืŸ, ืื•ืŸ ื“ื™ ืกื™ืกื˜ืขื ื–ื™ืš ื•ื•ืขื˜ ืคืึทืจืฉืคึผืจื™ื™ื˜ืŸ ืขืก ืฆื•ื•ื™ืฉืŸ ื“ื™ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืžืึทื›ื˜. ื“ืขืจืฆื•, ื“ื™ ื–ืขืœื‘ืข ืงืึทืคึผืึทืกืึทื˜ื™ื– ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื•ื•ืืงืกืŸ ืึธื“ืขืจ ืคืึทืจืงืจื™ืคึผืœื˜ ืื™ืŸ ืงื™ื™ืŸ ืฆื™ื™ื˜ - ื“ื™ ื–ืขืœื‘ืข ื”ืึธืจื™ื–ืึธื ื˜ืึทืœ ืกืงืึทืœืึทื‘ื™ืœื™ื˜ื™ ืื™ืŸ ืงืึทืžืฃ.

ืื™ืŸ 2017, ื“ื™ ื™ื ืคืœื•ืขื ื˜ืฉืึทืœ ืงืึทื ืกืึทืœื˜ื™ื ื’ ืคื™ืจืžืข ื’ืึทืจื˜ื ืขืจ ืื•ื™ืกื’ืขืคื™ืจื˜ืึทื– ื”ืึทื“ืึธืึธืคึผ ื•ื•ืขื˜ ื‘ืึทืœื“ ื•ื•ืขืจืŸ ืคืึทืจืขืœื˜ืขืจื˜. ื“ื™ ืกื™ื‘ื” ืื™ื– ื’ืึทื ืฅ ื‘ืึทื ืึทืœ: ืึทื ืึทืœื™ืก ื’ืœื•ื™ื‘ืŸ ืึทื– ืงืึธืžืคึผืึทื ื™ืขืก ื•ื•ืขืœืŸ ืžื™ื™ื’ืจื™ื™ื˜ ืžืึทืกื™ื•ื• ืฆื• ื“ื™ ื•ื•ืึธืœืงืŸ, ื•ื•ื™ื™ึทืœ ื“ืึธืจื˜ ื–ื™ื™ ื•ื•ืขืœืŸ ืงืขื ืขืŸ ืฆื• ื‘ืึทืฆืึธืœืŸ ื•ื•ืขืŸ ื–ื™ื™ ื ื•ืฆืŸ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืžืึทื›ื˜. ื“ื™ ืฆื•ื•ื™ื™ื˜ืข ื•ื•ื™ื›ื˜ื™ืง ืคืึทืงื˜ืึธืจ ื•ื•ืึธืก ืงืขื ืขืŸ ืกืึทืคึผืึธื•ื–ืึทื“ืœื™ "ื‘ืึทื’ืจืึธื‘ืŸ" Hadoop ืื™ื– ื–ื™ื™ึทืŸ ื’ื™ื›ืงื™ื™ึทื˜. ื•ื•ื™ื™ึทืœ ืึธืคึผืฆื™ืขืก ื•ื•ื™ Apache Spark ืึธื“ืขืจ Google Cloud DataFlow ื–ืขื ืขืŸ ืคืึทืกื˜ืขืจ ื•ื•ื™ MapReduce, ื•ื•ืึธืก ืึทื ื“ืขืจืœื™ื™ื– Hadoop.

Hadoop ืจืขืกืฅ ืื•ื™ืฃ ืขื˜ืœืขื›ืข ืคึผื™ืœืขืจื–, ื“ื™ ืžืขืจืกื˜ ื ืึธื•ื˜ืึทื‘ืึทืœ ืคื•ืŸ ื•ื•ืึธืก ื–ืขื ืขืŸ MapReduce ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– (ืึท ืกื™ืกื˜ืขื ืคึฟืึทืจ ื“ื™ืกื˜ืจื™ื‘ื™ื•ื˜ื™ื ื’ ื“ืึทื˜ืŸ ืคึฟืึทืจ ื—ืฉื‘ื•ื ื•ืช ืฆื•ื•ื™ืฉืŸ ืกืขืจื•ื•ืขืจืก) ืื•ืŸ ื“ื™ HDFS ื˜ืขืงืข ืกื™ืกื˜ืขื. ื“ื™ ื™ืขื ืขืจ ืื™ื– ืกืคึผืขืฆื™ืขืœ ื“ื™ื–ื™ื™ื ื“ ืคึฟืึทืจ ืกื˜ืึธืจื™ื ื’ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืฆื•ื•ื™ืฉืŸ ืงื ื•ื™ืœ ื ืึธื•ื“ื–: ื™ืขื“ืขืจ ื‘ืœืึธืง ืคื•ืŸ ืึท ืคืึทืจืคืขืกื˜ื™ืงื˜ ื’ืจื™ื™ืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขืฉื˜ืขืœื˜ ืื•ื™ืฃ ืขื˜ืœืขื›ืข ื ืึธื•ื“ื–, ืื•ืŸ ื“ืึทื ืง ืฆื• ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ, ื“ื™ ืกื™ืกื˜ืขื ืื™ื– ืงืขื’ื ืฉื˜ืขืœื™ืง ืฆื• ืคื™ื™ืœื™ืขืจื– ืคื•ืŸ ื™ื—ื™ื“ ื ืึธื•ื“ื–. ืึทื ืฉื˜ืึธื˜ ืึท ื˜ืขืงืข ื˜ื™ืฉ, ืึท ืกืคึผืขืฆื™ืขืœ ืกืขืจื•ื•ืขืจ ื’ืขืจื•ืคืŸ NameNode ืื™ื– ื’ืขื ื™ืฆื˜.

ื“ื™ ื’ืขืžืขืœ ืื•ื ื˜ืŸ ื•ื•ื™ื™ึทื–ืŸ ื•ื•ื™ MapReduce ืึทืจื‘ืขื˜. ืื™ืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ื‘ื™ื ืข, ื“ื™ ื“ืึทื˜ืŸ ื–ืขื ืขืŸ ืฆืขื˜ื™ื™ืœื˜ ืœื•ื™ื˜ ืึท ื–ื™ื›ืขืจ ืงืจื™ื˜ืขืจื™ืข, ืื™ืŸ ื“ืขืจ ืฆื•ื•ื™ื™ื˜ืขืจ ื‘ื™ื ืข ื–ื™ื™ ืฆืขื˜ื™ื™ืœื˜ ืœื•ื™ื˜ ื“ื™ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืžืึทื›ื˜, ืื•ืŸ ืื™ืŸ ื“ื™ ื“ืจื™ื˜ ื‘ื™ื ืข ื“ื™ ื›ืขื–ืฉื‘ืŸ.

ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ืขื’ืŸ Cloudera ืื•ืŸ ื•ื•ื™ ืฆื• ืงืึธื›ืŸ ืขืก
MapReduce ืื™ื– ืขืจื™ื“ื–ืฉื ืึทืœื™ ื‘ืืฉืืคืŸ ื“ื•ืจืš Google ืคึฟืึทืจ ื–ื™ื™ืŸ ื–ื•ื›ืŸ ื‘ืื“ืขืจืคืขื ื™ืฉืŸ. ื“ืขืจื ืึธืš MapReduce ืื™ื– ืคืจื™ื™ ืงืึธื“, ืื•ืŸ ืึทืคึผืึทื˜ืฉื™ ื’ืขื ื•ืžืขืŸ ื“ื™ ืคึผืจื•ื™ืขืงื˜. ื ื•, Google ื‘ื™ืกืœืขื›ื•ื•ื™ื™ึทื– ืžื™ื™ื’ืจื™ื™ื˜ื™ื“ ืฆื• ืื ื“ืขืจืข ืกืึทืœื•ืฉืึทื ื–. ืึทืŸ ืื™ื ื˜ืขืจืขืกืึทื ื˜ืข ืฆื™ื™ื˜ื‘ื™ื˜: Google ื“ืขืจื•ื•ื™ื™ึทืœ ื”ืื˜ ืึท ืคึผืจื•ื™ืขืงื˜ ื’ืขืจื•ืคืŸ Google Cloud Dataflow, ืคึผืึทื–ื™ืฉืึทื ื“ ื•ื•ื™ ื“ืขืจ ื•ื•ื™ื™ึทื˜ืขืจ ืฉืจื™ื˜ ื ืึธืš Hadoop, ื•ื•ื™ ืึท ืฉื ืขืœ ืคืึทืจื‘ื™ื™ึทื˜ ืคึฟืึทืจ ืขืก.

ื ื ืขืขื ื˜ืขืจ ืงื•ืง ื•ื•ื™ื™ื–ื˜ ืึทื– Google Cloud Dataflow ืื™ื– ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืึท ื•ื•ืขืจื™ื™ื™ืฉืึทืŸ ืคื•ืŸ Apache Beam, ื‘ืฉืขืช Apache Beam ื™ื ืงืœื•ื“ื– ื“ื™ ื’ืขื–ื•ื ื˜-ื“ืึทืงื™ื•ืžืขื ื˜ืึทื“ Apache Spark ืคืจื™ื™ืžื•ื•ืขืจืง, ื•ื•ืึธืก ืึทืœืึทื•ื– ืื•ื ื“ื– ืฆื• ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื›ึผืžืขื˜ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ื“ื•ืจื›ืคื™ืจื•ื ื’ ื’ื™ื›ืงื™ื™ึทื˜ ืคื•ืŸ ืกืึทืœื•ืฉืึทื ื–. ื ื•, Apache Spark ืึทืจื‘ืขื˜ ื‘ื™ืฉืœื™ื™ืžืขืก ืื•ื™ืฃ ื“ื™ HDFS ื˜ืขืงืข ืกื™ืกื˜ืขื, ื•ื•ืึธืก ืึทืœืึทื•ื– ืขืก ืฆื• ื–ื™ื™ืŸ ื“ื™ืคึผืœื•ื™ื“ ืื•ื™ืฃ Hadoop ืกืขืจื•ื•ืขืจืก.

ืœื™ื™ื’ ื“ืึธ ื“ืขื ื‘ืึทื ื“ ืคื•ืŸ ื“ืึทืงื™ื•ืžืขื ื˜ื™ื™ืฉืึทืŸ ืื•ืŸ ืคืึทืจื˜ื™ืง ืกืึทืœื•ืฉืึทื ื– ืคึฟืึทืจ Hadoop ืื•ืŸ Spark ืงืขื’ืŸ Google Cloud Dataflow, ืื•ืŸ ื“ื™ ื‘ืจื™ืจื” ืคื•ืŸ ื’ืขืฆื™ื™ึทื’ ืื™ื– ืงืœืึธืจ ื•ื•ื™ ื“ืขืจ ื˜ืึธื’. ื“ืขืจืฆื•, ืขื ื“ื–ืฉืึทื ื™ืจื– ืงืขื ืขืŸ ื‘ืึทืฉืœื™ืกืŸ ืคึฟืึทืจ ื–ื™ืš ื•ื•ืึธืก ืงืึธื“ - ืคึฟืึทืจ Hadoop ืึธื“ืขืจ Spark - ื–ื™ื™ ื–ืึธืœ ืœื•ื™ืคืŸ, ืคืึธื•ืงื™ืกื™ื ื’ ืื•ื™ืฃ ื“ื™ ืึทืจื‘ืขื˜, ื“ืขืจืคืึทืจื•ื ื’ ืื•ืŸ ืงื•ื•ืึทืœืึทืคืึทืงื™ื™ืฉืึทื ื–.

ื•ื•ืึธืœืงืŸ ืึธื“ืขืจ ื”ื™ื’ืข ืกืขืจื•ื•ืขืจ

ื“ืขืจ ื’ืึทื ื’ ืฆื• ืึท ื’ืขื ืขืจืึทืœ ื™ื‘ืขืจื’ืึทื ื’ ืฆื• ื“ื™ ื•ื•ืึธืœืงืŸ ื”ืื˜ ืืคื™ืœื• ื’ืขืคึฟื™ืจื˜ ืฆื• ืึทื–ืึท ืึท ื˜ืฉื™ืงืึทื•ื•ืข ื˜ืขืจืžื™ืŸ ื•ื•ื™ Hadoop-as-a-service. ืื™ืŸ ืึทื–ืึท ืึท ืกืฆืขื ืึทืจ, ื“ื™ ืึทื“ืžื™ื ื™ืกื˜ืจืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ืคืืจื‘ื•ื ื“ืŸ ืกืขืจื•ื•ืขืจืก ืื™ื– ื’ืขื•ื•ืืจืŸ ื–ื™ื™ืขืจ ื•ื•ื™ื›ื˜ื™ืง. ื•ื•ื™ื™ึทืœ, ื•ื•ื™ื™, ื˜ืจืึธืฅ ื–ื™ื™ึทืŸ ืคึผืึธืคึผื•ืœืึทืจื™ื˜ืขื˜, ืจื™ื™ืŸ Hadoop ืื™ื– ืึท ื’ืึทื ืฅ ืฉื•ื•ืขืจ ื’ืขืฆื™ื™ึทื’ ืฆื• ืงืึทื ืคื™ื’ื™ืขืจ, ื•ื•ื™ื™ึทืœ ืคื™ืœืข ื”ืึธื‘ืŸ ืฆื• ื˜ืึธืŸ ืžืึทื ื™ื•ืึทืœื™. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืงืึทื ืคื™ื’ื™ืขืจ ืกืขืจื•ื•ืขืจืก ื™ื ื“ื™ื•ื•ื™ื“ื–ืฉื•ืึทืœื™, ืžืึธื ื™ื˜ืึธืจ ื–ื™ื™ืขืจ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืื•ืŸ ืงืขืจืคืึทืœื™ ืงืึทื ืคื™ื’ื™ืขืจ ืคื™ืœืข ืคึผืึทืจืึทืžืขื˜ืขืจืก. ืื™ืŸ ืึทืœื’ืขืžื™ื™ืŸ, ื“ื™ ืึทืจื‘ืขื˜ ืื™ื– ืคึฟืึทืจ ืึท ืœื™ื‘ื”ืึธื‘ืขืจ ืื•ืŸ ืขืก ืื™ื– ืึท ื’ืจื•ื™ืก ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืฆื• ืžืขืกื˜ืŸ ื–ื™ืš ืขืจื’ืขืฅ ืึธื“ืขืจ ืคืขืœื ื“ื™ืง ืขืคึผืขืก.

ื“ืขืจื™ื‘ืขืจ, ืคืึทืจืฉื™ื“ืŸ ืคืึทืจืฉืคึผืจื™ื™ื˜ื•ื ื’ ืงื™ืฅ, ื•ื•ืึธืก ื–ืขื ืขืŸ ื˜ื›ื™ืœืขืก ื™ืงื•ื•ื™ืคึผื˜ ืžื™ื˜ ื‘ืึทืงื•ื•ืขื ื“ื™ืคึผืœื•ื™ืžืึทื ื˜ ืื•ืŸ ืึทื“ืžื™ื ื™ืกื˜ืจืึทืฆื™ืข ืžื›ืฉื™ืจื™ื, ื”ืึธื‘ืŸ ื•ื•ืขืจืŸ ื–ื™ื™ืขืจ ืคืึธืœืงืก. ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืžืขืจืกื˜ ืคืึธืœืงืก ื“ื™ืกื˜ืจื™ื‘ื™ื•ืฉืึทื ื– ื•ื•ืึธืก ืฉื˜ื™ืฆื˜ ืกืคึผืึทืจืง ืื•ืŸ ืžืื›ื˜ ืึทืœืฅ ื’ืจื™ื ื’ ืื™ื– Cloudera. ืขืก ื”ืื˜ ื‘ื™ื™ื“ืข ื‘ืึทืฆืึธืœื˜ ืื•ืŸ ืคืจื™ื™ ื•ื•ืขืจืกื™ืขืก - ืื•ืŸ ืื™ืŸ ื“ื™ ื™ืขื ืขืจ, ืึทืœืข ื™ืงืขืจื“ื™ืง ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืื™ื– ื‘ื ื™ืžืฆื, ืึธืŸ ืœื™ืžืึทื˜ื™ื ื’ ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ื ืึธื•ื“ื–.

ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ืขื’ืŸ Cloudera ืื•ืŸ ื•ื•ื™ ืฆื• ืงืึธื›ืŸ ืขืก

ื‘ืขืฉืึทืก ืกืขื˜ืึทืคึผ, Cloudera ืžืึทื ืึทื’ืขืจ ื•ื•ืขื˜ ืคืึทืจื‘ื™ื ื“ืŸ ื“ื•ืจืš SSH ืฆื• ื“ื™ื™ืŸ ืกืขืจื•ื•ืขืจืก. ืึท ื˜ืฉื™ืงืึทื•ื•ืข ืคื•ื ื˜: ื•ื•ืขืŸ ื™ื ืกื˜ืึธืœื™ื ื’, ืขืก ืื™ื– ื‘ืขืกืขืจ ืฆื• ืกืคึผืขืฆื™ืคื™ืฆื™ืจืŸ ืึทื– ืขืก ืื™ื– ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ื“ื•ืจืš ื“ื™ ืึทื–ื•ื™ ื’ืขืจื•ืคืขื ืข ืคึผืึทืจืกืึทืœื–: ืกืคึผืขืฆื™ืขืœืข ืคึผืึทืงืึทื“ื–ืฉืึทื–, ื™ืขื“ืขืจ ืคื•ืŸ ื•ื•ืึธืก ื›ึผื•ืœืœ ืึทืœืข ื“ื™ ื ื™ื™ื˜ื™ืง ืงืึทืžืคึผืึธื•ื ืึทื ืฅ ืงืึทื ืคื™ื’ื™ืขืจื“ ืฆื• ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ ื™ืขื“ืขืจ ืื ื“ืขืจืขืจ. ื™ืกืขื ืฉืึทืœื™, ื“ืึธืก ืื™ื– ืึท ื™ืžืคึผืจื•ื•ื•ื“ ื•ื•ืขืจืกื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืคึผืขืงืœ ืคืึทืจื•ื•ืึทืœื˜ืขืจ.

ื ืึธืš ื™ื™ึทื ืžืึธื ื˜ื™ืจื•ื ื’, ืžื™ืจ ื‘ืึทืงื•ืžืขืŸ ืึท ืงื ื•ื™ืœ ืคืึทืจื•ื•ืึทืœื˜ื•ื ื’ ืงืึทื ืกืึธื•ืœ, ื•ื•ื• ืื™ืจ ืงืขื ืขืŸ ื–ืขืŸ ืงื ื•ื™ืœ ื˜ืขืœืขืžืขื˜ืจื™, ืื™ื ืกื˜ืึทืœื™ืจืŸ ื‘ืึทื“ื™ื ื•ื ื’ืก, ืคึผืœื•ืก ืื™ืจ ืงืขื ืขืŸ ืœื™ื™ื’ืŸ / ืึทืจืึธืคึผื ืขืžืขืŸ ืจืขืกื•ืจืกืŸ ืื•ืŸ ืจืขื“ืึทื’ื™ืจืŸ ื“ื™ ืงื ื•ื™ืœ ืงืึทื ืคื™ื’ื™ืขืจื™ื™ืฉืึทืŸ.

ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ืขื’ืŸ Cloudera ืื•ืŸ ื•ื•ื™ ืฆื• ืงืึธื›ืŸ ืขืก

ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ื“ื™ ืงืึทื‘ื™ื ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืจืึทืงืขื˜ ื•ื•ืึธืก ื•ื•ืขื˜ ื ืขืžืขืŸ ืื™ืจ ืื™ืŸ ื“ื™ ื”ืขืœ ืฆื•ืงื•ื ืคึฟื˜ ืคื•ืŸ BigData ืื™ื– ืืจื•ื™ืก ืื™ืŸ ืคืจืึธื ื˜ ืคื•ืŸ ืื™ืจ. ืื‘ืขืจ ืื™ื™ื“ืขืจ ืžื™ืจ ื–ืึธื’ืŸ "ืœืึธืžื™ืจ ื’ื™ื™ืŸ," ืœืึธื–ืŸ ืื•ื ื“ื– ืžืึทืš ืื•ื ื˜ืขืจ ื“ื™ ืงืึทืคึผื˜ืขืจ.

ื™ื™ึทื–ื ื•ื•ืึทืจื’ ื‘ืื“ืขืจืคืขื ื™ืฉืŸ

ืื•ื™ืฃ ื–ื™ื™ืŸ ื•ื•ืขื‘ื–ื™ื™ื˜ืœ, Cloudera ื“ืขืจืžืื ื˜ ืคืึทืจืฉื™ื“ืขื ืข ืžืขื’ืœืขืš ืงืึทื ืคื™ื’ื™ืขืจื™ื™ืฉืึทื ื–. ื“ื™ ืึทืœื’ืขืžื™ื™ื ืข ืคึผืจื™ื ืกืึทืคึผืึทืœื– ื“ื•ืจืš ื•ื•ืึธืก ื–ื™ื™ ื–ืขื ืขืŸ ื’ืขื‘ื•ื™ื˜ ื–ืขื ืขืŸ ื’ืขื•ื•ื™ื–ืŸ ืื™ืŸ ื“ื™ ื’ืขืžืขืœ:

ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ืขื’ืŸ Cloudera ืื•ืŸ ื•ื•ื™ ืฆื• ืงืึธื›ืŸ ืขืก
MapReduce ืงืขื ืขืŸ ื‘ืœืขืจ ื“ืขื ืึธืคึผื˜ื™ืžื™ืกื˜ื™ืฉ ื‘ื™ืœื“. ืื•ื™ื‘ ืื™ืจ ืงื•ืง ื•ื•ื™ื“ืขืจ ืื™ืŸ ื“ื™ ื“ื™ืึทื’ืจืึทืžืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืคืจื™ืขืจื“ื™ืงืข ืึธืคึผื˜ื™ื™ืœื•ื ื’, ืขืก ื•ื•ืขืจื˜ ืงืœืึธืจ ืึทื– ืื™ืŸ ื›ึผืžืขื˜ ืึทืœืข ืงืึทืกืขืก, ืึท MapReduce ืึทืจื‘ืขื˜ ืงืขื ืขืŸ ื˜ืจืขืคืŸ ืึท ื‘ืึทื˜ืึทืœื ืขืง ื•ื•ืขืŸ ืœื™ื™ืขื ืขืŸ ื“ืึทื˜ืŸ ืคึฟื•ืŸ ื“ื™ืกืง ืึธื“ืขืจ ืคึฟื•ืŸ ื“ื™ ื ืขืฅ. ื“ืึธืก ืื™ื– ืื•ื™ืš ื‘ืืžืขืจืงื˜ ืื™ืŸ ื“ื™ Cloudera ื‘ืœืึธื’. ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ืคึฟืึทืจ ืงื™ื™ืŸ ืฉื ืขืœ ื—ืฉื‘ื•ื ื•ืช, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ื“ื•ืจืš Spark, ื•ื•ืึธืก ืื™ื– ืึธืคื˜ ื’ืขื ื™ืฆื˜ ืคึฟืึทืจ ืคืึทืงื˜ื™ืฉ-ืฆื™ื™ื˜ ื—ืฉื‘ื•ื ื•ืช, ื“ื™ I/O ื’ื™ื›ืงื™ื™ึทื˜ ืื™ื– ื–ื™ื™ืขืจ ื•ื•ื™ื›ื˜ื™ืง. ื“ืขืจื™ื‘ืขืจ, ื•ื•ืขืŸ ืื™ืจ ื ื•ืฆืŸ Hadoop, ืขืก ืื™ื– ื–ื™ื™ืขืจ ื•ื•ื™ื›ื˜ื™ืง ืึทื– ื“ืขืจ ืงื ื•ื™ืœ ื™ื ืงืœื•ื“ื– ื‘ืึทืœืึทื ืกื˜ ืื•ืŸ ืฉื ืขืœ ืžืืฉื™ื ืขืŸ, ื•ื•ืึธืก, ืœื™ื™ื˜ืœื™, ืื™ื– ื ื™ื˜ ืฉื˜ืขื ื“ื™ืง ื™ื ืฉื•ืจื“ ืื™ืŸ ื“ื™ ื•ื•ืึธืœืงืŸ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ.

ื•ื•ืึธื’ ืื™ืŸ ืžืึทืกืข ืคืึทืจืฉืคึผืจื™ื™ื˜ื•ื ื’ ืื™ื– ืึทื˜ืฉื™ื•ื•ื“ ื“ื•ืจืš ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ Openstack ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืึทื˜ื™ืึธืŸ ืื•ื™ืฃ ืกืขืจื•ื•ืขืจืก ืžื™ื˜ ืฉื˜ืึทืจืง ืžื•ืœื˜ื™-ื”ืึทืจืฅ ืงืคึผื•ืก. ื“ืึทื˜ืŸ ื ืึธื•ื“ื– ื–ืขื ืขืŸ ืึทืœืึทืงื™ื™ื˜ื™ื“ ื–ื™ื™ืขืจ ืื™ื™ื’ืขื ืข ืคึผืจืึทืกืขืกืขืจ ืจืขืกื•ืจืกืŸ ืื•ืŸ ืกืคึผืขืฆื™ืคื™ืฉ ื“ื™ืกืงืก. ืื™ืŸ ืื•ื ื“ื–ืขืจ ื‘ืึทืฉืœื•ืก Atos Codex Data Lake Engine ื‘ืจื™ื™ื˜ ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืึทื˜ื™ืึธืŸ ืื™ื– ืึทื˜ืฉื™ื•ื•ื“, ื•ื•ืึธืก ืื™ื– ื•ื•ืึธืก ืžื™ืจ ื ื•ืฅ ื‘ื™ื™ื“ืข ืื™ืŸ ื˜ืขืจืžื™ื ืขืŸ ืคื•ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ (ื“ื™ ืคึผืจืึทืœ ืคื•ืŸ ื“ื™ ื ืขืฅ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ืื™ื– ืžื™ื ืึทืžื™ื™ื–ื“) ืื•ืŸ ืื™ืŸ TCO (ืขืงืกื˜ืจืข ื’ืฉืžื™ื•ืช ืกืขืจื•ื•ืขืจืก ื–ืขื ืขืŸ ื™ืœื™ืžืึทื ื™ื™ื˜ืึทื“).

ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ืขื’ืŸ Cloudera ืื•ืŸ ื•ื•ื™ ืฆื• ืงืึธื›ืŸ ืขืก
ื•ื•ืขืŸ ื ื™ืฆืŸ BullSequana S200 ืกืขืจื•ื•ืขืจืก, ืžื™ืจ ื‘ืึทืงื•ืžืขืŸ ืึท ื–ื™ื™ืขืจ ืžื•ื ื“ื™ืจ ืžืึทืกืข, ืึธืŸ ืขื˜ืœืขื›ืข ื‘ืึทื˜ืึทืœื ืขืงืก. ื“ื™ ืžื™ื ื™ืžื•ื ืงืึทื ืคื™ื’ื™ืขืจื™ื™ืฉืึทืŸ ื›ื•ืœืœ 3 BullSequana S200 ืกืขืจื•ื•ืขืจืก, ื™ืขื“ืขืจ ืžื™ื˜ ืฆื•ื•ื™ื™ JBODs, ืคึผืœื•ืก ื ืึธืš S200s ืžื™ื˜ ืคื™ืจ ื“ืึทื˜ืŸ ื ืึธื•ื“ื– ื–ืขื ืขืŸ ืึทืคึผืฉืึทื ืึทืœ ืคืืจื‘ื•ื ื“ืŸ. ื“ืึธ ืื™ื– ืึท ื‘ื™ื™ืฉืคึผื™ืœ ืคื•ืŸ ื“ื™ ืžืึทืกืข ืื™ืŸ ื“ื™ TeraGen ืคึผืจื•ื‘ื™ืจืŸ:

ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ืขื’ืŸ Cloudera ืื•ืŸ ื•ื•ื™ ืฆื• ืงืึธื›ืŸ ืขืก

ื˜ืขืกืฅ ืžื™ื˜ ืคืึทืจืฉื™ื“ืขื ืข ื“ืึทื˜ืŸ ื•ื•ืึทืœื™ื•ืžื– ืื•ืŸ ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ ื•ื•ืึทืœื•ืขืก ื•ื•ื™ื™ึทื–ืŸ ื“ื™ ื–ืขืœื‘ืข ืจืขื–ื•ืœื˜ืึทื˜ืŸ ืื™ืŸ ื˜ืขืจืžื™ื ืขืŸ ืคื•ืŸ ืžืึทืกืข ืคืึทืจืฉืคึผืจื™ื™ื˜ื•ื ื’ ืฆื•ื•ื™ืฉืŸ ืงื ื•ื™ืœ ื ืึธื•ื“ื–. ื•ื ื˜ืขืจ ืื™ื– ืึท ื’ืจืึทืคื™ืง ืคื•ืŸ ื“ื™ ืคืึทืจืฉืคึผืจื™ื™ื˜ื•ื ื’ ืคื•ืŸ ื“ื™ืกืง ืึทืงืกืขืก ื“ื•ืจืš ืคืึธืจืฉื˜ืขืœื•ื ื’ ื˜ืขืกืฅ.

ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ืขื’ืŸ Cloudera ืื•ืŸ ื•ื•ื™ ืฆื• ืงืึธื›ืŸ ืขืก

ื—ืฉื‘ื•ื ื•ืช ื–ืขื ืขืŸ ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืึท ืžื™ื ื™ืžื•ื ืงืึทื ืคื™ื’ื™ืขืจื™ื™ืฉืึทืŸ ืคื•ืŸ 3 BullSequana S200 ืกืขืจื•ื•ืขืจืก. ืขืก ื›ื•ืœืœ 9 ื“ืึทื˜ืŸ ื ืึธื•ื“ื– ืื•ืŸ 3 ื‘ืขืœ ื ืึธื•ื“ื–, ื•ื•ื™ ื’ืขื–ื•ื ื˜ ื•ื•ื™ ืจืขื–ืขืจื•ื•ื™ืจื˜ ื•ื•ื™ืจื˜ื•ืึทืœ ืžืืฉื™ื ืขืŸ ืื™ืŸ ืคืึทืœ ืคื•ืŸ ื“ื™ืคึผืœื•ื™ืžืึทื ื˜ ืคื•ืŸ ืฉื•ืฅ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ OpenStack ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืึทื˜ื™ืึธืŸ. ื˜ืขืจืึทืกืึธืจื˜ ื˜ืขืกื˜ ืจืขื–ื•ืœื˜ืึทื˜: ืคืึทืจืฉืคึผืึทืจืŸ ื’ืจื™ื™ืก 512 ืžื‘ ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ ืคืึทืงื˜ืึธืจ ื’ืœื™ื™ืš ืฆื• ื“ืจื™ื™ ืžื™ื˜ ืขื ืงืจื™ืคึผืฉืึทืŸ ืื™ื– 23,1 ืžื™ื ื•ื˜.

ื•ื•ื™ ืงืขื ืขืŸ ื“ื™ ืกื™ืกื˜ืขื ื–ื™ื™ืŸ ื™ืงืกืคึผืึทื ื“ื™ื“? ืขืก ื–ืขื ืขืŸ ืคืึทืจืฉื™ื“ืขื ืข ื˜ื™ื™ืคึผืก ืคื•ืŸ ื™ืงืกื˜ืขื ืฉืึทื ื– ื‘ื ื™ืžืฆื ืคึฟืึทืจ Data Lake Engine:

  • ื“ืึทื˜ืŸ ื ืึธื•ื“ื–: ืคึฟืึทืจ ื™ืขื“ืขืจ 40 ื˜ื‘ ืคื•ืŸ ื ื™ืฆืœืขืš ืคึผืœืึทืฅ
  • ืึทื ืึทืœื™ื˜ื™ืฉ ื ืึธื•ื“ื– ืžื™ื˜ ื“ื™ ืคื™ื™ื™ืงื™ื™ื˜ ืฆื• ื™ื ืกื˜ืึทืœื™ืจืŸ ืึท ื’ืคึผื•
  • ืื ื“ืขืจืข ืึธืคึผืฆื™ืขืก ื“ื™ืคึผืขื ื“ื™ื ื’ ืื•ื™ืฃ ื’ืขืฉืขืคื˜ ื‘ืื“ืขืจืคืขื ื™ืฉืŸ (ืœืžืฉืœ ืื•ื™ื‘ ืื™ืจ ื“ืึทืจืคึฟืŸ Kafka ืื•ืŸ ื“ื™ ื•ื•ื™)

ื•ื•ืึธืก ืื™ื– ืกืคึผืขืฆื™ืขืœ ื•ื•ืขื’ืŸ Cloudera ืื•ืŸ ื•ื•ื™ ืฆื• ืงืึธื›ืŸ ืขืก

ื“ื™ Atos Codex Data Lake Engine ื›ื•ืœืœ ื‘ื™ื™ื“ืข ื“ื™ ืกืขืจื•ื•ืขืจืก ื–ื™ืš ืื•ืŸ ืคืึทืจ-ืื™ื ืกื˜ืึทืœื™ืจืŸ ื•ื•ื™ื™ื›ื•ื•ืืจื’, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืึท ืœื™ื™ืกืึทื ืกื˜ ืงืœืึธื•ื“ืขืจืึท ืงื™ื˜; Hadoop ื–ื™ืš, OpenStack ืžื™ื˜ ื•ื•ื™ืจื˜ื•ืึทืœ ืžืืฉื™ื ืขืŸ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ RedHat ืขื ื˜ืขืจืคึผืจื™ื™ื– ืœื™ื ื•ืงืก ืงืขืจืŸ, ื“ืึทื˜ืŸ ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ ืื•ืŸ ื‘ืึทืงืึทืคึผ ืกื™ืกื˜ืขืžืขืŸ (ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ื ื™ืฆืŸ ืึท ื‘ืึทืงืึทืคึผ ื ืึธื“ืข ืื•ืŸ Cloudera BDR - Backup and Disaster Recovery). Atos Codex Data Lake Engine ืื™ื– ื’ืขื•ื•ืืจืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ื•ื•ื™ืจื˜ื•ืึทืœื™ื–ืึทื˜ื™ืึธืŸ ืœื™ื™ื–ื•ื ื’ ืฆื• ื–ื™ื™ืŸ ืกืขืจื˜ืึทืคื™ื™ื“ ืงืœืึธื•ื“ืขืจืึท.

ืื•ื™ื‘ ืื™ืจ ื–ืขื ื˜ ืื™ื ื˜ืขืจืขืกื™ืจื˜ ืื™ืŸ ื“ืขื˜ืึทื™ืœืก, ืžื™ืจ ื•ื•ืขืœืŸ ื–ื™ื™ืŸ ืฆื•ืคืจื™ื“ืŸ ืฆื• ืขื ื˜ืคึฟืขืจืŸ ืื•ื ื“ื–ืขืจ ืคึฟืจืื’ืŸ ืื™ืŸ ื“ื™ ื‘ืึทืžืขืจืงื•ื ื’ืขืŸ.

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’