ื•ื•ื™ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ, ื•ืคึผืœืึธืึทื“ ืื•ืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื‘ื™ืœื™ืง ืื•ืŸ ื’ืขืฉื•ื•ื™ื ื“? ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ?

ืงื™ื™ืŸ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ืึธืคึผืขืจืึทืฆื™ืข ืจื™ืงื•ื•ื™ื™ืขืจื– ืึท ืคึผืœืึทืฅ ืคื•ืŸ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืžืึทื›ื˜. ื ื˜ื™ืคึผื™ืฉ ืึทืจื™ื‘ืขืจืคื™ืจืŸ ืคื•ืŸ ื“ืึทื˜ืŸ ืคื•ืŸ ืึท ื“ืึทื˜ืึทื‘ื™ื™ืก ืฆื• Hadoop ืงืขืŸ ื ืขืžืขืŸ ื•ื•ืึธื›ืŸ ืึธื“ืขืจ ืงืึธืกื˜ืŸ ืึทื–ื•ื™ ืคื™ืœ ื•ื•ื™ ืึทืŸ ืึทืขืจืึธืคึผืœืึทืŸ ืคืœื™ื’ืœ. ืฆื™ ื ื™ื˜ ื•ื•ื™ืœืŸ ืฆื• ื•ื•ืึทืจื˜ืŸ ืื•ืŸ ืคืึทืจื‘ืจืขื ื’ืขืŸ ื’ืขืœื˜? ื‘ืึทืœืึทื ืกื™ืจืŸ ื“ื™ ืžืึทืกืข ืื•ื™ืฃ ืคืึทืจืฉื™ื“ืขื ืข ืคึผืœืึทื˜ืคืึธืจืžืก. ืื™ื™ืŸ ื•ื•ืขื’ ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ.

ืื™ืš ื’ืขื‘ืขื˜ืŸ ืจื•ืกืœืึทื ื“ ืก ืœื™ื“ื™ื ื’ ื˜ืจื™ื™ื ืขืจ ืคึฟืึทืจ ื“ืขืจ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืื•ืŸ ืึทื“ืžื™ื ื™ืกื˜ืจืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ื™ื ืคืึธืจืžืึทื˜ื™ืงืึท ืคึผืจืึธื“ื•ืงื˜ืŸ, ืึทืœืขืงืกื™ื™ ืึทื ืึทื ื™ืขื•ื•, ืฆื• ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื“ื™ ืคึผื•ืฉื“ืึธื•ื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ ืคื•ื ืงืฆื™ืข ืื™ืŸ ื™ื ืคืึธืจืžืึทื˜ื™ืงืึท ื‘ื™ื’ ื“ืึทื˜ืึท ืžืึทื ืึทื’ืขืžืขื ื˜ (ื‘ื“ื). ื”ืึธื‘ืŸ ืื™ืจ ืืœืฅ ื’ืขืœืขืจื ื˜ ืฆื• ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ ื™ื ืคืึธืจืžืึทื˜ื™ืงืึท ืคึผืจืึธื“ื•ืงื˜ืŸ? ืจื•ื‘ึฟ ืžืกืชึผืžื, ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึทืœืขืงืกื™ื™ ื•ื•ืึธืก ื“ืขืจืฆื™ื™ืœื˜ ืื™ืจ ื“ื™ ื‘ืึทืกื™ืงืก ืคื•ืŸ PowerCenter ืื•ืŸ ื“ืขืจืงืœืขืจื˜ ื•ื•ื™ ืฆื• ื‘ื•ื™ืขืŸ ืžืึทืคึผื™ื ื’ื–.

ืึทืœืขืงืกื™ื™ ืึทื ืึทื ื™ืขื•ื•, ื”ื•ื™ืคึผื˜ ืคื•ืŸ ื˜ืจื™ื™ื ื™ื ื’ ืื™ืŸ DIS ื’ืจื•ืคืข

ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึธื•ื•ืŸ?

ืคื™ืœืข ืคื•ืŸ โ€‹โ€‹ืื™ืจ ื–ืขื ืขืŸ ืฉื•ื™ืŸ ื‘ืึทืงืึทื ื˜ ืžื™ื˜ Informatica Big Data Management (BDM). ื“ืขืจ ืคึผืจืึธื“ื•ืงื˜ ืงืขื ืขืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ืคื•ืŸ ืคืึทืจืฉื™ื“ืขื ืข ืงื•ื•ืืœืŸ, ืžืึทืš ืขืก ืฆื•ื•ื™ืฉืŸ ืคืึทืจืฉื™ื“ืขื ืข ืกื™ืกื˜ืขืžืขืŸ, ื’ื™ื˜ ื’ืจื™ื ื’ ืึทืงืกืขืก ืฆื• ืขืก, ืึทืœืึทื•ื– ืื™ืจ ืฆื• ืคึผืจืึธืคื™ืœ ืขืก, ืื•ืŸ ืคื™ืœ ืžืขืจ.
ืื™ืŸ ื“ื™ ืจืขื›ื˜ ื”ืขื ื˜, BDM ืงืขื ืขืŸ ืึทืจื‘ืขื˜ ื•ื•ืื•ื ื“ืขืจ: ื˜ืึทืกืงืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ื’ืขืขื ื“ื™ืงื˜ ื’ืขืฉื•ื•ื™ื ื“ ืื•ืŸ ืžื™ื˜ ืžื™ื ื™ืžืึทืœ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืจืขืกื•ืจืกืŸ.

ื•ื•ื™ืœืกื˜ ื“ืืก ืื•ื™ืš? ืœืขืจืŸ ืฆื• ื ื•ืฆืŸ ื“ื™ Pushdown ืฉื˜ืจื™ืš ืื™ืŸ BDM ืฆื• ืคืึทืจืฉืคึผืจื™ื™ื˜ืŸ ื“ื™ ืงืึทืžืคึผื™ื•ื˜ื™ื ื’ ืžืึทืกืข ืื•ื™ืฃ ืคืึทืจืฉื™ื“ืขื ืข ืคึผืœืึทื˜ืคืึธืจืžืก. ืคึผื•ืฉื“ืึธื•ื•ืŸ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืึทืœืึทื•ื– ืื™ืจ ืฆื• ื•ื•ืขื ื“ืŸ ืžืึทืคึผื™ื ื’ ืื™ืŸ ืึท ืฉืจื™ืคื˜ ืื•ืŸ ืื•ื™ืกืงืœื™ื™ึทื‘ืŸ ื“ื™ ืกื•ื•ื™ื•ื•ืข ืื™ืŸ ื•ื•ืึธืก ื“ืขื ืฉืจื™ืคื˜ ื•ื•ืขื˜ ืœื•ื™ืคืŸ. ื“ื™ ื‘ืจื™ืจื” ืึทืœืึทื•ื– ืื™ืจ ืฆื• ืคืึทืจื‘ื™ื ื“ืŸ ื“ื™ ืกื˜ืจืขื ื’ืงื˜ืก ืคื•ืŸ ืคืึทืจืฉื™ื“ืขื ืข ืคึผืœืึทื˜ืคืึธืจืžืก ืื•ืŸ ื“ืขืจื’ืจื™ื™ื›ืŸ ื–ื™ื™ืขืจ ืžืึทืงืกื™ืžื•ื ืคืึธืจืฉื˜ืขืœื•ื ื’.

ืฆื• ืงืึทื ืคื™ื’ื™ืขืจ ื“ื™ ืฉืจื™ืคื˜ ื“ื•ืจื›ืคื™ืจื•ื ื’ ืกื•ื•ื™ื•ื•ืข, ืื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ืกืขืœืขืงื˜ื™ืจืŸ ื“ืขื ื“ืจื•ืงืŸ ื˜ื™ืคึผ. ื“ืขืจ ืฉืจื™ืคื˜ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืœื•ื™ืคืŸ ืœืขื’ืึทืžืจืข ืื•ื™ืฃ Hadoop ืึธื“ืขืจ ื˜ื™ื™ืœ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ืฆื•ื•ื™ืฉืŸ ื“ื™ ืžืงื•ืจ ืื•ืŸ ื–ื™ื ืงืขืŸ. ืขืก ื–ืขื ืขืŸ 4 ืžืขื’ืœืขืš ื˜ื™ื™ืคึผืก ืคื•ืŸ ืคึผื•ืฉื“ืึทื•ืŸ. ืžืึทืคึผื™ื ื’ ื“ืึทืจืฃ ื ื™ื˜ ื–ื™ื™ืŸ ืคืืจื•ื•ืื ื“ืœืขืŸ ืื™ืŸ ืึท ืฉืจื™ืคื˜ (ื’ืขื‘ื•ื™ืจืŸ). ืžืึทืคึผื™ื ื’ ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื˜ืืŸ ื•ื•ื™ ืคื™ืœ ื•ื•ื™ ืžืขื’ืœืขืš ืื•ื™ืฃ ื“ื™ ืžืงื•ืจ (ืžืงื•ืจ) ืึธื“ืขืจ ื’ืึธืจ ืื•ื™ืฃ ื“ื™ ืžืงื•ืจ (ืคื•ืœ). ืžืึทืคึผื™ื ื’ ืงืขื ืขืŸ ืื•ื™ืš ื–ื™ื™ืŸ ืคืืจื•ื•ืื ื“ืœืขืŸ ืื™ืŸ ืึท Hadoop ืฉืจื™ืคื˜ (ืงื™ื™ืŸ).

ืคึผื•ืฉื“ืึธื•ื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ

ื“ื™ ืœื™ืกื˜ืขื“ 4 ื˜ื™ื™ืคึผืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืงืึทืžื‘ื™ื™ื ื“ ืื™ืŸ ืคืึทืจืฉื™ื“ืขื ืข ื•ื•ืขื’ืŸ - ืคึผื•ืฉื“ืึธื•ื•ืŸ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืึธืคึผื˜ื™ืžื™ื–ืขื“ ืคึฟืึทืจ ื“ื™ ืกืคึผืขืฆื™ืคื™ืฉ ื‘ืื“ืขืจืคืขื ื™ืฉืŸ ืคื•ืŸ ื“ื™ ืกื™ืกื˜ืขื. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืขืก ืื™ื– ืึธืคื˜ ืžืขืจ ืฆื•ื ืขืžืขืŸ ืฆื• ืขืงืกื˜ืจืึทืงื˜ ื“ืึทื˜ืŸ ืคื•ืŸ ืึท ื“ืึทื˜ืึทื‘ื™ื™ืก ืžื™ื˜ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื–. ืื•ืŸ ื“ื™ ื“ืึทื˜ืŸ ื•ื•ืขื˜ ื–ื™ื™ืŸ ืงืึธื ื•ื•ืขืจื˜ืขื“ ืžื™ื˜ Hadoop, ืึทื–ื•ื™ ื ื™ืฉื˜ ืฆื• ืึธื•ื•ืขืจืœืึธืึทื“ ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก ื–ื™ืš.

ืœืึธืžื™ืจ ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื“ืขื ืคืึทืœ ื•ื•ืขืŸ ื‘ื™ื™ื“ืข ื“ื™ ืžืงื•ืจ ืื•ืŸ ื“ื™ ื“ืขืกื˜ื™ื ื™ื™ืฉืึทืŸ ื–ืขื ืขืŸ ืื™ืŸ ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก, ืื•ืŸ ื“ื™ ื˜ืจืึทื ืกืคืึธืจืžืึทืฆื™ืข ื“ื•ืจื›ืคื™ืจื•ื ื’ ืคึผืœืึทื˜ืคืึธืจืžืข ืงืขื ืขืŸ ื–ื™ื™ืŸ ืื•ื™ืกื’ืขืงืœื™ื‘ืŸ: ื“ื™ืคึผืขื ื“ื™ื ื’ ืื•ื™ืฃ ื“ื™ ืกืขื˜ื˜ื™ื ื’ืก, ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ Informatica, ืึท ื“ืึทื˜ืึทื‘ื™ื™ืก ืกืขืจื•ื•ืขืจ ืึธื“ืขืจ Hadoop. ืึทื–ืึท ืึท ื‘ื™ื™ึทืฉืคึผื™ืœ ื•ื•ืขื˜ ืœืึธื–ืŸ ืื™ืจ ืฆื• ืจื•ื‘ึฟ ืึทืงื™ืขืจืึทื˜ืœื™ ืคึฟืึทืจืฉื˜ื™ื™ืŸ ื“ื™ ื˜ืขื›ื ื™ืฉ ื–ื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ืึธืคึผืขืจืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ื“ืขื ืžืขืงืึทื ื™ื–ืึทื. ื’ืขื•ื•ื™ื™ื ื˜ืœืขืš, ืื™ืŸ ืคืึทืงื˜ื™ืฉ ืœืขื‘ืŸ ื“ืขื ืกื™ื˜ื•ืึทืฆื™ืข ื˜ื•ื˜ ื ื™ืฉื˜ ืื•ื™ืคืฉื˜ื™ื™ืŸ, ืึธื‘ืขืจ ืขืก ืื™ื– ื‘ืขืกื˜ืขืจ ืคึผืึทืกื™ืง ืคึฟืึทืจ ื“ืขืžืึทื ืกื˜ืจื™ื™ื˜ื™ื ื’ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™.

ืœืึธืžื™ืจ ื ืขืžืขืŸ ืžืึทืคึผื™ื ื’ ืฆื• ืœื™ื™ืขื ืขืŸ ืฆื•ื•ื™ื™ ื˜ื™ืฉืŸ ืื™ืŸ ืึท ืื™ื™ืŸ ืึธืจืึทืงืœืข ื“ืึทื˜ืึทื‘ื™ื™ืก. ืื•ืŸ ืœืึธื–ืŸ ื“ื™ ืœื™ื™ืขื ืขืŸ ืจืขื–ื•ืœื˜ืึทื˜ืŸ ื–ื™ื™ืŸ ืจืขืงืึธืจื“ืขื“ ืื™ืŸ ืึท ื˜ื™ืฉ ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ื“ืึทื˜ืึทื‘ื™ื™ืก. ื“ื™ ืžืึทืคึผื™ื ื’ ืกื›ืขืžืข ื•ื•ืขื˜ ื–ื™ื™ืŸ ื•ื•ื™ ื“ืึธืก:

ื•ื•ื™ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ, ื•ืคึผืœืึธืึทื“ ืื•ืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื‘ื™ืœื™ืง ืื•ืŸ ื’ืขืฉื•ื•ื™ื ื“? ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ?

ืื™ืŸ ื“ื™ ืคืึธืจืขื ืคื•ืŸ ืžืึทืคึผื™ื ื’ ืื•ื™ืฃ Informatica BDM 10.2.1 ืขืก ืงื•ืงื˜ ื•ื•ื™ ื“ืึธืก:

ื•ื•ื™ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ, ื•ืคึผืœืึธืึทื“ ืื•ืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื‘ื™ืœื™ืง ืื•ืŸ ื’ืขืฉื•ื•ื™ื ื“? ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ?

ืคึผื•ืฉื“ืึธื•ื•ืŸ ื˜ื™ืคึผ - ื’ืขื‘ื•ื™ืจืŸ

ืื•ื™ื‘ ืžื™ืจ ืกืขืœืขืงื˜ื™ืจืŸ ื“ืขื ื’ืขื‘ื•ื™ืจืŸ ื˜ื™ืคึผ ืคื•ืŸ ืคึผื•ืฉื“ืึธื•ื•ืŸ, ื“ื™ ืžืึทืคึผื™ื ื’ ื•ื•ืขื˜ ื–ื™ื™ืŸ ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ืื•ื™ืฃ ื“ื™ ื™ื ืคืึธืจืžืึทื˜ื™ืงืึท ืกืขืจื•ื•ืขืจ. ื“ื™ ื“ืึทื˜ืŸ ื•ื•ืขื˜ ื–ื™ื™ืŸ ืœื™ื™ืขื ืขืŸ ืคื•ืŸ ื“ื™ ืึธืจืึทืงืœืข ืกืขืจื•ื•ืขืจ, ื˜ืจืึทื ืกืคืขืจื“ ืฆื• ื“ื™ ื™ื ืคืึธืจืžืึทื˜ื™ืงืึท ืกืขืจื•ื•ืขืจ, ืคืืจื•ื•ืื ื“ืœืขืŸ ื“ืึธืจื˜ ืื•ืŸ ื˜ืจืึทื ืกืคืขืจื“ ืฆื• Hadoop. ืื™ืŸ ืื ื“ืขืจืข ื•ื•ืขืจื˜ืขืจ, ืžื™ืจ ื•ื•ืขืœืŸ ื‘ืึทืงื•ืžืขืŸ ืึท ื ืึธืจืžืึทืœ ETL ืคึผืจืึธืฆืขืก.

ืคึผื•ืฉื“ืึธื•ื•ืŸ ื˜ื™ืคึผ - ืžืงื•ืจ

ื•ื•ืขืŸ ื˜ืฉื•ื–ื™ื ื’ ื“ื™ ืžืงื•ืจ ื˜ื™ืคึผ, ืžื™ืจ ื‘ืึทืงื•ืžืขืŸ ื“ื™ ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืฆื• ืคืึทืจืฉืคึผืจื™ื™ื˜ืŸ ืื•ื ื“ื–ืขืจ ืคึผืจืึธืฆืขืก ืฆื•ื•ื™ืฉืŸ ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก ืกืขืจื•ื•ืขืจ (DB) ืื•ืŸ Hadoop. ื•ื•ืขืŸ ืึท ืคึผืจืึธืฆืขืก ืื™ื– ืขืงืกืึทืงื™ื•ื˜ืึทื“ ืžื™ื˜ ื“ืขื ื‘ืึทืฉื˜ืขื˜ื™ืงืŸ, ืจื™ืงื•ื•ืขืก ืฆื• ืฆื•ืจื™ืงืงืจื™ื’ืŸ ื“ืึทื˜ืŸ ืคื•ืŸ ื˜ื™ืฉืŸ ื•ื•ืขื˜ ื–ื™ื™ืŸ ื’ืขืฉื™ืงื˜ ืฆื• ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก. ืื•ืŸ ื“ื™ ืžื ื•ื—ื” ื•ื•ืขื˜ ื–ื™ื™ืŸ ื’ืขื˜ืืŸ ืื™ืŸ ื“ื™ ืคืึธืจืขื ืคื•ืŸ ื˜ืจื™ื˜ ืื•ื™ืฃ Hadoop.
ื“ืขืจ ื“ื•ืจื›ืคื™ืจื•ื ื’ ื“ื™ืึทื’ืจืึทืžืข ื•ื•ืขื˜ ืงื•ืงืŸ ื•ื•ื™ ื“ืึธืก:

ื•ื•ื™ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ, ื•ืคึผืœืึธืึทื“ ืื•ืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื‘ื™ืœื™ืง ืื•ืŸ ื’ืขืฉื•ื•ื™ื ื“? ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ?

ื•ื ื˜ืขืจ ืื™ื– ืึท ื‘ื™ื™ืฉืคึผื™ืœ ืคื•ืŸ ื‘ืึทืฉื˜ืขื˜ื™ืงืŸ ื“ื™ ืจื•ื ื˜ื™ืžืข ืกื•ื•ื™ื•ื•ืข.

ื•ื•ื™ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ, ื•ืคึผืœืึธืึทื“ ืื•ืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื‘ื™ืœื™ืง ืื•ืŸ ื’ืขืฉื•ื•ื™ื ื“? ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ?

ืื™ืŸ ื“ืขื ืคืึทืœ, ืžืึทืคึผื™ื ื’ ื•ื•ืขื˜ ื–ื™ื™ืŸ ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ืื™ืŸ ืฆื•ื•ื™ื™ ืกื˜ืขืคึผืก. ืื™ืŸ ื–ื™ื™ืŸ ืกืขื˜ื˜ื™ื ื’ืก ืžื™ืจ ื•ื•ืขืœืŸ ื–ืขืŸ ืึทื– ืขืก ืื™ื– ืคืืจื•ื•ืื ื“ืœืขืŸ ืื™ืŸ ืึท ืฉืจื™ืคื˜ ื•ื•ืึธืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ื’ืขืฉื™ืงื˜ ืฆื• ื“ื™ ืžืงื•ืจ. ื“ืขืจืฆื•, ืงืึทืžื‘ื™ื™ื ื™ื ื’ ื˜ื™ืฉืŸ ืื•ืŸ ื™ื‘ืขืจืžืึทื›ืŸ ื“ืึทื˜ืŸ ื•ื•ืขื˜ ื–ื™ื™ืŸ ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ืื™ืŸ ื“ื™ ืคืึธืจืขื ืคื•ืŸ ืึท ืึธื•ื•ื•ืขืจืจื™ื“ืึทืŸ ืึธื ืคึฟืจืขื’ ืื•ื™ืฃ ื“ืขืจ ืžืงื•ืจ.
ืื™ืŸ ื“ื™ ื‘ื™ืœื“ ืื•ื ื˜ืŸ, ืžื™ืจ ื–ืขืŸ ืึท ืึธืคึผื˜ื™ืžื™ื–ืขื“ ืžืึทืคึผื™ื ื’ ืื•ื™ืฃ ื“ื™ BDM ืื•ืŸ ืึท ืจื™ื“ื™ืคื™ื™ื ื“ ืึธื ืคึฟืจืขื’ ืื•ื™ืฃ ื“ืขืจ ืžืงื•ืจ.

ื•ื•ื™ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ, ื•ืคึผืœืึธืึทื“ ืื•ืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื‘ื™ืœื™ืง ืื•ืŸ ื’ืขืฉื•ื•ื™ื ื“? ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ?

ื“ื™ ืจืึธืœืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹Hadoop ืื™ืŸ ื“ืขื ืงืึทื ืคื™ื’ื™ืขืจื™ื™ืฉืึทืŸ ื•ื•ืขื˜ ื–ื™ื™ืŸ ืจื™ื“ื•ืกื˜ ืฆื• ืึธื ืคื™ืจื•ื ื’ ื“ื™ ืœื•ื™ืคืŸ ืคื•ืŸ ื“ืึทื˜ืŸ - ืึธืจืงืขืกื˜ืจื™ื™ื˜ื™ื ื’ ืขืก. ื“ืขืจ ืจืขื–ื•ืœื˜ืึทื˜ ืคื•ืŸ ื“ื™ ืึธื ืคึฟืจืขื’ ื•ื•ืขื˜ ื–ื™ื™ืŸ ื’ืขืฉื™ืงื˜ ืฆื• Hadoop. ืึทืžืึธืœ ื“ื™ ืœื™ื™ืขื ืขืŸ ืื™ื– ื’ืขืขื ื“ื™ืงื˜, ื“ื™ ื˜ืขืงืข ืคึฟื•ืŸ Hadoop ื•ื•ืขื˜ ื–ื™ื™ืŸ ื’ืขืฉืจื™ื‘ืŸ ืฆื• ื“ื™ ื–ื™ื ืงืขืŸ.

ืคึผื•ืฉื“ืึธื•ื•ืŸ ื˜ื™ืคึผ - ืคื•ืœ

ื•ื•ืขืŸ ืื™ืจ ืื•ื™ืกืงืœื™ื™ึทื‘ืŸ ื“ื™ ืคื•ืœ ื˜ื™ืคึผ, ืžืึทืคึผื™ื ื’ ื•ื•ืขื˜ ื’ืึธืจ ื•ื•ืขืจืŸ ืึท ื“ืึทื˜ืึทื‘ื™ื™ืก ืึธื ืคึฟืจืขื’. ืื•ืŸ ื“ืขืจ ืจืขื–ื•ืœื˜ืึทื˜ ืคื•ืŸ ื“ืขืจ ื‘ืงืฉื” ื•ื•ืขื˜ ื–ื™ื™ืŸ ื’ืขืฉื™ืงื˜ ืฆื• Hadoop. ื ื“ื™ืึทื’ืจืึทืžืข ืคื•ืŸ โ€‹โ€‹ืึทื–ืึท ืึท ืคึผืจืึธืฆืขืก ืื™ื– ื“ืขืจืœืื ื’ื˜ ืื•ื ื˜ืŸ.

ื•ื•ื™ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ, ื•ืคึผืœืึธืึทื“ ืื•ืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื‘ื™ืœื™ืง ืื•ืŸ ื’ืขืฉื•ื•ื™ื ื“? ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ?

ื ื‘ื™ื™ืฉืคึผื™ืœ ืกืขื˜ืึทืคึผ ืื™ื– ื’ืขื•ื•ื™ื–ืŸ ืื•ื ื˜ืŸ.

ื•ื•ื™ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ, ื•ืคึผืœืึธืึทื“ ืื•ืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื‘ื™ืœื™ืง ืื•ืŸ ื’ืขืฉื•ื•ื™ื ื“? ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ?

ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ืžื™ืจ ื•ื•ืขืœืŸ ื‘ืึทืงื•ืžืขืŸ ืึท ืึธืคึผื˜ื™ืžื™ื–ืขื“ ืžืึทืคึผื™ื ื’ ืขื ืœืขืš ืฆื• ื“ื™ ืคืจื™ืขืจื“ื™ืงืข. ื“ืขืจ ื‘ืœื•ื™ื– ื—ื™ืœื•ืง ืื™ื– ืึทื– ืึทืœืข ื“ื™ ืœืึธื’ื™ืง ืื™ื– ื˜ืจืึทื ืกืคืขืจื“ ืฆื• ื“ื™ ื•ืคื ืขืžืขืจ ืื™ืŸ ื“ื™ ืคืึธืจืขื ืคื•ืŸ ืึธื•ื•ื•ืขืจืจื™ื™ื“ื™ื ื’ ื–ื™ื™ึทืŸ ื™ื ืกืขืจืฉืึทืŸ. ื ื‘ื™ื™ืฉืคึผื™ืœ ืคื•ืŸ ืึธืคึผื˜ื™ืžื™ื–ืขื“ ืžืึทืคึผื™ื ื’ ืื™ื– ื“ืขืจืœืื ื’ื˜ ืื•ื ื˜ืŸ.

ื•ื•ื™ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ, ื•ืคึผืœืึธืึทื“ ืื•ืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื‘ื™ืœื™ืง ืื•ืŸ ื’ืขืฉื•ื•ื™ื ื“? ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ?

ื“ืึธ, ื•ื•ื™ ืื™ืŸ ื“ื™ ืคืจื™ืขืจื“ื™ืงืข ืคืึทืœ, Hadoop ืฉืคึผื™ืœื˜ ื“ื™ ืจืึธืœืข ืคื•ืŸ โ€‹โ€‹ืงืึธื ื“ื•ืงื˜ืึธืจ. ืื‘ืขืจ ื“ืึธ ื“ื™ ืžืงื•ืจ ืื™ื– ืœื™ื™ืขื ืขืŸ ืื™ืŸ ื–ื™ื™ืŸ ื™ื ื˜ื™ื™ืขืจืžืึทื ื˜, ืื•ืŸ ื“ืึทืŸ ื“ื™ ื“ืึทื˜ืŸ ืคึผืจืึทืกืขืกื™ื ื’ ืœืึธื’ื™ืง ืื™ื– ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ืื•ื™ืฃ ื“ื™ ื•ืคื ืขืžืขืจ ืžื“ืจื’ื”.

ืคึผื•ืฉื“ืึธื•ื•ืŸ ื˜ื™ืคึผ ืื™ื– ื ืึทืœ

ื ื•, ื“ื™ ืœืขืฆื˜ืข ืึธืคึผืฆื™ืข ืื™ื– ื“ื™ ืคึผื•ืฉื“ืึธื•ื•ืŸ ื˜ื™ืคึผ, ืื™ืŸ ื•ื•ืึธืก ืื•ื ื“ื–ืขืจ ืžืึทืคึผื™ื ื’ ื•ื•ืขื˜ ื•ื•ืขืจืŸ ืึท Hadoop ืฉืจื™ืคื˜.

ื“ื™ ืึธืคึผื˜ื™ืžื™ื–ืขื“ ืžืึทืคึผื™ื ื’ ื•ื•ืขื˜ ืื™ืฆื˜ ืงื•ืงืŸ ื•ื•ื™ ื“ืึธืก:

ื•ื•ื™ ืฆื• ืึทืจื™ื‘ืขืจืคื™ืจืŸ, ื•ืคึผืœืึธืึทื“ ืื•ืŸ ื•ื™ืกืฉื˜ื™ืžืขืŸ ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ื‘ื™ืœื™ืง ืื•ืŸ ื’ืขืฉื•ื•ื™ื ื“? ื•ื•ืึธืก ืื™ื– ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ?

ื“ืึธ ื“ื™ ื“ืึทื˜ืŸ ืคื•ืŸ ื“ื™ ืžืงื•ืจ ื˜ืขืงืขืก ื•ื•ืขื˜ ืขืจืฉื˜ืขืจ ื–ื™ื™ืŸ ืœื™ื™ืขื ืขืŸ ืื•ื™ืฃ Hadoop. ื“ืขืจื ืึธืš, ืžื™ื˜ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ืžื™ื˜ืœ, ื“ื™ ืฆื•ื•ื™ื™ ื˜ืขืงืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ืงืึทืžื‘ื™ื™ื ื“. ื ืึธืš ื“ืขื, ื“ื™ ื“ืึทื˜ืŸ ื•ื•ืขื˜ ื–ื™ื™ืŸ ืงืึธื ื•ื•ืขืจื˜ืขื“ ืื•ืŸ ื•ืคึผืœืึธืึทื“ืขื“ ืฆื• ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก.

ื“ื•ืจืš ืคืืจืฉื˜ืื ื“ ื“ื™ ืคึผืจื™ื ืกืึทืคึผืึทืœื– ืคื•ืŸ ืคึผื•ืฉื“ืึทื•ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ, ืื™ืจ ืงืขื ืขืŸ ื–ื™ื™ืขืจ ื™ืคืขืงื˜ื™ื•ื•ืœื™ ืึธืจื’ืึทื ื™ื–ื™ืจืŸ ืคื™ืœืข ืคึผืจืึทืกืขืกืึทื– ืคึฟืึทืจ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ. ืื–ื•ื™, ื’ืึทื ืฅ ืœืขืฆื˜ื ืก, ืื™ื™ืŸ ื’ืจื•ื™ืก ืคื™ืจืžืข, ืื™ืŸ ื‘ืœื•ื™ื– ืึท ื‘ื™ืกืœ ื•ื•ืึธื›ืŸ, ื“ืึทื•ื ืœืึธื•ื“ื™ื“ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ืคื•ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืื™ืŸ Hadoop, ื•ื•ืึธืก ื–ื™ ื”ืื˜ ืคืจื™ืขืจ ื’ืขื–ืืžืœื˜ ืคึฟืึทืจ ืขื˜ืœืขื›ืข ื™ืึธืจืŸ.

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’