ื“ืขืœื˜ืึท: ื“ืึทื˜ืึท ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคึผืœืึทื˜ืคืึธืจืžืข

ืื™ืŸ ืึทื ื˜ื™ืกืึทืคึผื™ื™ืฉืึทืŸ ืคื•ืŸ ื“ื™ ืงืึทื˜ืขืจ ืคื•ืŸ ืึท ื ื™ื™ึท ืœื•ื™ืคืŸ ืื™ืŸ ื“ืขื ืงื•ืจืก "ื“ืึทื˜ืึท ื™ื ื–ืฉืขื ื™ืจ" ืžื™ ืจ ื”ืื‘ ืŸ ืฆื•ื’ืขื’ืจืฒ ื˜ ื ืื™ื‘ืขืจื–ืขืฆื•ื  ื’ ืคื• ืŸ ืื™ื ื˜ืขืจืขืืื ื˜ ืŸ ืžืื˜ืขืจื™ืืœ .

ื“ืขืœื˜ืึท: ื“ืึทื˜ืึท ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคึผืœืึทื˜ืคืึธืจืžืข

ืึธืคึผืฉืึทืฆื•ื ื’

ืžื™ืจ ื•ื•ืขืœืŸ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ืึท ืคืขืจืœื™ ืคืึธืœืงืก ืžื•ืกื˜ืขืจ ื“ื•ืจืš ื•ื•ืึธืก ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ื ื•ืฆืŸ ืงื™ื™ืคืœ ื“ืึทื˜ืŸ ืกื˜ืึธืจื–, ื•ื•ื• ื™ืขื“ืขืจ ืงืจืึธื ืื™ื– ื’ืขื ื™ืฆื˜ ืคึฟืึทืจ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ืฆื•ื•ืขืงืŸ, ืœืžืฉืœ, ืฆื• ืงืจืึธื ืงืึทื ืึทื ืึทืงืึทืœ ืคืึธืจืขื ืคื•ืŸ ื“ืึทื˜ืŸ (MySQL, ืืื–"ื• ื•), ืฆื•ืฉื˜ืขืœืŸ ืึทื•ื•ืึทื ืกื™ืจื˜ืข ื–ื•ื›ืŸ ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื– (ElasticSearch, ืืื–"ื• ื•) .), ืงืึทื˜ืฉื™ื ื’ (ืžืขืžืงืึทื˜ืฉืขื“, ืืื–"ื• ื•) ืื•ืŸ ืื ื“ืขืจืข. ื˜ื™ืคึผื™ืงืึทืœืœื™, ื•ื•ืขืŸ ื ื™ืฆืŸ ืงื™ื™ืคืœ ื“ืึทื˜ืŸ ืกื˜ืึธืจื–, ืื™ื™ื ืขืจ ืคื•ืŸ ื–ื™ื™ ืืงื˜ืŸ ื•ื•ื™ ื“ื™ ืขืจืฉื˜ื™ืง ืงืจืึธื ืื•ืŸ ื“ื™ ืื ื“ืขืจืข ื•ื•ื™ ื“ืขืจื™ื•ื•ืึทื˜ ืกื˜ืึธืจื–. ื“ืขืจ ื‘ืœื•ื™ื– ืคึผืจืึธื‘ืœืขื ืื™ื– ื•ื•ื™ ืฆื• ืกื™ื ื’ืงืจืึทื ื™ื™ื– ื“ื™ ื“ืึทื˜ืŸ ืกื˜ืึธืจื–.

ืžื™ืจ ื”ืึธื‘ืŸ ื’ืขืงื•ืงื˜ ืื•ื™ืฃ ืึท ื ื•ืžืขืจ ืคื•ืŸ ืคืึทืจืฉื™ื“ืขื ืข ืคึผืึทื˜ืขืจื ื– ื•ื•ืึธืก ื’ืขืคืจื•ื•ื•ื˜ ืฆื• ืกืึธืœื•ื•ืข ื“ื™ ืคึผืจืึธื‘ืœืขื ืคื•ืŸ ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืคื•ืŸ ืงื™ื™ืคืœ ืกื˜ืึธืจื–, ืึทื–ืึท ื•ื•ื™ ื˜ืึธืคึผืœ ืฉืจื™ื™ื‘ื˜, ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–, ืืื–"ื• ื•. ืึธื‘ืขืจ, ื“ื™ ืึทืคึผืจืึธื•ื˜ืฉื™ื– ื”ืึธื‘ืŸ ื‘ืึทื˜ื™ื™ึทื˜ื™ืง ืœื™ืžื™ื˜ื™ื™ืฉืึทื ื– ืื™ืŸ ื˜ืขืจืžื™ื ืขืŸ ืคื•ืŸ ืคืึทืงื˜ื™ืฉ-ืœืขื‘ืŸ ื ื•ืฆืŸ, ืจื™ืœื™ื™ืึทื‘ื™ืœืึทื˜ื™ ืื•ืŸ ื•ื™ืฉืึทืœื˜. ืื™ืŸ ืึทื“ื™ืฉืึทืŸ ืฆื• ื“ืึทื˜ืŸ ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ, ืขื˜ืœืขื›ืข ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ืื•ื™ืš ื“ืึทืจืคึฟืŸ ืฆื• ื‘ืึทืจื™ื™ึทื›ืขืจืŸ ื“ืึทื˜ืŸ ื“ื•ืจืš ืจื•ืคืŸ ืคื•ื ื“ืจื•ื™ืกื ื“ื™ืง ื‘ืึทื“ื™ื ื•ื ื’ืก.

ื“ืขืœื˜ืึท ืื™ื– ื“ืขื•ื•ืขืœืึธืคึผืขื“ ืฆื• ืกืึธืœื•ื•ืข ื“ื™ ืคึผืจืึธื‘ืœืขืžืก. ื“ืขืœื˜ืึท ืœืขืกืึธืฃ ื’ื™ื˜ ืึท ืงืึธื ืกื™ืกื˜ืขื ื˜, ื’ืขืฉืขืขื ื™ืฉ-ื’ืขื˜ืจื™ื‘ืŸ ืคึผืœืึทื˜ืคืึธืจืžืข ืคึฟืึทืจ ื“ืึทื˜ืŸ ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜.

ื™ื’ื–ื™ืกื˜ื™ื ื’ ืกืึทืœื•ืฉืึทื ื–

ื˜ืึธืคึผืœ ืคึผืึธื–ื™ืฆื™ืข

ืฆื• ื”ืึทืœื˜ืŸ ืฆื•ื•ื™ื™ ื“ืึทื˜ืŸ ืกื˜ืึธืจื– ืื™ืŸ ืกื™ื ืง, ืื™ืจ ืงืขื ืขืŸ ื ื•ืฆืŸ ืฆื•ื•ื™ื™ืขื ื“ื™ืง ืฉืจื™ื™ึทื‘ืŸ, ื•ื•ืึธืก ืฉืจื™ื™ื‘ื˜ ืฆื• ืื™ื™ืŸ ืงืจืึธื ืื•ืŸ ื“ืขืžืึธืœื˜ ืฉืจื™ื™ื‘ื˜ ืฆื• ื“ื™ ืื ื“ืขืจืข ื’ืœื™ื™ืš ื“ืขืจื ืึธืš. ื“ืขืจ ืขืจืฉื˜ืขืจ ืจืขืงืึธืจื“ื™ื ื’ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืจื™ื˜ืจื™ื•ื•ื“ ืื•ืŸ ื“ื™ ืจื’ืข ืงืขื ืขืŸ ื–ื™ื™ืŸ ืึทื‘ืึธืจื˜ื™ื“ ืื•ื™ื‘ ื“ื™ ืขืจืฉื˜ืขืจ ืคื™ื™ืœื– ื ืึธืš ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืคืจื•ื•ื•ืŸ ืื™ื– ื•ื™ืกื’ืขืžืึทื˜ืขืจื˜. ืึธื‘ืขืจ, ื“ื™ ืฆื•ื•ื™ื™ ื“ืึทื˜ืŸ ืกื˜ืึธืจื– ืงืขืŸ ื–ื™ื™ืŸ ืื•ื™ืก ืคื•ืŸ ืกื™ื ืง ืื•ื™ื‘ ืฉืจื™ื™ื‘ืŸ ืฆื• ื“ื™ ืจื’ืข ืงืจืึธื ืคื™ื™ืœื–. ื“ืขืจ ืคึผืจืึธื‘ืœืขื ืื™ื– ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ืกืึทืœื•ื•ื“ ื“ื•ืจืš ืงืจื™ื™ื™ื˜ื™ื ื’ ืึท ืึธืคึผื–ื•ืš ืคึผืจืึธืฆืขื“ื•ืจ ื•ื•ืึธืก ืงืขื ืขืŸ ืคึผื™ืจื™ืึทื“ื™ืงืœื™ ืฉื™ื™ึทืขืš-ืึทืจื™ื‘ืขืจืคื™ืจืŸ ื“ืึทื˜ืŸ ืคื•ืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ืกื˜ืึธืจื™ื“ื–ืฉ ืฆื• ื“ื™ ืจื’ืข, ืึธื“ืขืจ ื˜ืึธืŸ ื“ืึธืก ื‘ืœื•ื™ื– ืื•ื™ื‘ ื“ื™ืคืขืจืึทื ืกื™ื– ื–ืขื ืขืŸ ื“ื™ื˜ืขืงื˜ืึทื“ ืื™ืŸ ื“ื™ ื“ืึทื˜ืŸ.

ื“ื™ ืคืจืื‘ืœืขืžืขืŸ ื–ืขื ืขืŸ:

ืคึผืขืจืคืึธืจืžื™ื ื’ ืึท ืึธืคึผื–ื•ืš ืคึผืจืึธืฆืขื“ื•ืจ ืื™ื– ืึท ืกืคึผืขืฆื™ืคื™ืฉ ืึทืจื‘ืขื˜ ื•ื•ืึธืก ืงืขื ืขืŸ ื ื™ื˜ ื–ื™ื™ืŸ ืจื™ื•ื–ื“. ืื™ืŸ ืึทื“ื™ืฉืึทืŸ, ื“ืึทื˜ืŸ ืฆื•ื•ื™ืฉืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืœืึธื•ืงื™ื™ืฉืึทื ื– ื‘ืœื™ื™ื‘ืŸ ืื•ื™ืก ืคื•ืŸ ืกื™ื ืง ื‘ื™ื– ื“ื™ ื•ืžืงืขืจืŸ ืคึผืจืึธืฆืขื“ื•ืจ ื ืขืžื˜ ืึธืจื˜. ื“ื™ ืœื™ื™ื–ื•ื ื’ ื•ื•ืขืจื˜ ืžืขืจ ืงืึธืžืคึผืœื™ืฆื™ืจื˜ ืื•ื™ื‘ ืžืขืจ ื•ื•ื™ ืฆื•ื•ื™ื™ ื“ืึทื˜ืŸ ืกื˜ืึธืจื– ื–ืขื ืขืŸ ื’ืขื ื™ืฆื˜. ืฆื•ื ืกื•ืฃ, ื“ื™ ื•ืžืงืขืจืŸ ืคึผืจืึธืฆืขื“ื•ืจ ืงืขื ืขืŸ ืœื™ื™ื’ืŸ ืžืึทืกืข ืฆื• ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ ื“ืึทื˜ืŸ ืžืงื•ืจ.

ื˜ื•ื™ืฉืŸ ืงืœืึธืฅ ื˜ื™ืฉ

ื•ื•ืขืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืคืึทืœืŸ ืฆื• ืึท ื’ืึทื ื’ ืคื•ืŸ ื˜ื™ืฉืŸ (ืึทื–ืึท ื•ื•ื™ ื™ื ืกืขืจื˜ื™ื ื’, ืึทืคึผื“ื™ื™ื˜ื™ื ื’ ืื•ืŸ ื•ื™ืกืžืขืงืŸ ืึท ืจืขืงืึธืจื“), ื“ื™ ื˜ื•ื™ืฉืŸ ืจืขืงืึธืจื“ืก ื–ืขื ืขืŸ ืžื•ืกื™ืฃ ืฆื• ื“ื™ ืงืœืึธืฅ ื˜ื™ืฉ ื•ื•ื™ ืึท ื˜ื™ื™ืœ ืคื•ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ. ืืŸ ืื ื“ืขืจ ืคืึธื“ืขื ืึธื“ืขืจ ืคึผืจืึธืฆืขืก ืงืขืกื™ื™ื“ืขืจ ืจื™ืงื•ื•ืขืก ื’ืขืฉืขืขื ื™ืฉืŸ ืคื•ืŸ ื“ื™ ืงืœืึธืฅ ื˜ื™ืฉ ืื•ืŸ ืฉืจื™ื™ื‘ื˜ ื–ื™ื™ ืฆื• ืื™ื™ื ืขืจ ืึธื“ืขืจ ืžืขืจ ื“ืึทื˜ืŸ ืกื˜ืึธืจื–, ืื•ื™ื‘ ื ื™ื™ื˜ื™ืง, ืจื™ืžื•ื•ื•ื™ื ื’ ื’ืขืฉืขืขื ื™ืฉืŸ ืคื•ืŸ ื“ื™ ืงืœืึธืฅ ื˜ื™ืฉ ื ืึธืš ื“ื™ ืจืขืงืึธืจื“ ืื™ื– ื‘ืืฉื˜ืขื˜ื™ืงื˜ ื“ื•ืจืš ืึทืœืข ืกื˜ืึธืจื–.

ื“ื™ ืคืจืื‘ืœืขืžืขืŸ ื–ืขื ืขืŸ:

ื“ืขืจ ืžื•ืกื˜ืขืจ ื–ืึธืœ ื–ื™ื™ืŸ ื™ืžืคึผืœืึทืžืขื ืึทื“ ื•ื•ื™ ืึท ื‘ื™ื‘ืœื™ืึธื˜ืขืง ืื•ืŸ, ื™ื™ื“ื™ืœื™, ืึธืŸ ื˜ืฉืึทื ื’ื™ื ื’ ื“ื™ ืงืึธื“ ืคื•ืŸ ื“ื™ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื•ื•ืึธืก ื ื™ืฆื˜ ืขืก. ืื™ืŸ ืึท ืคึผืึธืœื™ื’ืœืึธื˜ ืกื•ื•ื™ื•ื•ืข, ืึท ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ืึทื–ืึท ืึท ื‘ื™ื‘ืœื™ืึธื˜ืขืง ื–ืึธืœ ืขืงืกื™ืกื˜ื™ืจืŸ ืื™ืŸ ืงื™ื™ืŸ ื ื™ื™ื˜ื™ืง ืฉืคึผืจืึทืš, ืึธื‘ืขืจ ื™ื ืฉื•ืจื™ื ื’ ืงืึธื ืกื™ืกื˜ืขื ืกื™ ืคื•ืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืื•ืŸ ื ืึทื˜ื•ืจ ืฆื•ื•ื™ืฉืŸ ืฉืคึผืจืึทื›ืŸ ืื™ื– ื–ื™ื™ืขืจ ืฉื•ื•ืขืจ.

ืืŸ ืื ื“ืขืจ ืคึผืจืึธื‘ืœืขื ืœื™ื’ื˜ ืื™ืŸ ืงืจื™ื’ืŸ ืกื˜ืฉืขืžืึท ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ ืกื™ืกื˜ืขืžืขืŸ ื•ื•ืึธืก ื˜ืึธืŸ ื ื™ื˜ ืฉื˜ื™ืฆืŸ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธื ืึทืœ ืกื˜ืฉืขืžืึท ืขื ื“ืขืจื•ื ื’ืขืŸ [1] [2], ืึทื–ืึท ื•ื•ื™ MySQL. ื“ืขืจื™ื‘ืขืจ, ื“ืขืจ ืžื•ืกื˜ืขืจ ืคื•ืŸ ืžืึทื›ืŸ ืึท ืขื ื“ืขืจื•ื ื’ (ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืึท ืกื˜ืฉืขืžืึท ืขื ื“ืขืจื•ื ื’) ืื•ืŸ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธื ืึทืœ ืจืขืงืึธืจื“ื™ื ื’ ืขืก ืื™ืŸ ื“ื™ ื˜ื•ื™ืฉืŸ ืงืœืึธืฅ ื˜ื™ืฉ ื•ื•ืขื˜ ื ื™ืฉื˜ ืฉื˜ืขื ื“ื™ืง ืึทืจื‘ืขื˜.

ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–

ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื– ืงืขื ืขืŸ ื•ื•ืขืจืŸ ื’ืขื ื•ืฆื˜ ืฆื• ืฉืคึผืึทืœื˜ืŸ ืึท ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ืึทืจื™ื‘ืขืจ ืงื™ื™ืคืœ ื›ืขื˜ืขืจืึทื“ื–ืฉื™ื ื™ืึทืก ื“ืึทื˜ืŸ ืกื˜ืึธืจื– ืึทื–ื•ื™ ืึทื– ื“ื™ ืึธืคึผืขืจืึทืฆื™ืข ืื™ื– ืึธื“ืขืจ ืงืึทืžื™ื˜ืึทื“ ืฆื• ืึทืœืข ื“ื™ ื“ืึทื˜ืŸ ืกื˜ืึธืจื– ื’ืขื ื™ืฆื˜ ืึธื“ืขืจ ื ื™ืฉื˜ ืงืึทืžื™ื˜ืึทื“ ืฆื• ืงื™ื™ืŸ ืคื•ืŸ ื–ื™ื™.

ื“ื™ ืคืจืื‘ืœืขืžืขืŸ ื–ืขื ืขืŸ:

ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื– ื–ืขื ืขืŸ ืึท ื–ื™ื™ืขืจ ื’ืจื•ื™ืก ืคึผืจืึธื‘ืœืขื ืคึฟืึทืจ ื›ืขื˜ืขืจืึทื“ื–ืฉื™ื ื™ืึทืก ื“ืึทื˜ืŸ ืกื˜ืึธืจื–. ืœื•ื™ื˜ ื–ื™ื™ืขืจ ื ืึทื˜ื•ืจ, ื–ื™ื™ ืงืขื ืขืŸ ื‘ืœื•ื™ื– ืคืึทืจืœืึธื–ื  ืื•ื™ืฃ ื“ื™ ืœืึธื•ืึทืกื˜ ืคึผืจืึธืกื˜ ื“ืขื ืึธืžื™ื ืึทื˜ืึธืจ ืคื•ืŸ ื“ื™ ื™ื ื•ื•ืึทืœื•ื•ื“ ืกื™ืกื˜ืขืžืขืŸ. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, XA ื˜ืจืึทื ื–ืึทืงืฉืึทื ื– ืคืึทืจืฉืคึผืึทืจืŸ ื“ื•ืจื›ืคื™ืจื•ื ื’ ืื•ื™ื‘ ื“ื™ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืคึผืจืึธืฆืขืก ืคื™ื™ืœื– ื‘ืขืฉืึทืก ื“ืขืจ ืฆื•ื’ืจื™ื™ื˜ื•ื ื’ ืคืึทืกืข. ืึทื“ื“ื™ื˜ื™ืึธื ืึทืœืœื™, XA ื˜ื•ื˜ ื ื™ืฉื˜ ืฆื•ืฉื˜ืขืœืŸ ื“ืขื“ืœืึทืง ื“ื™ื˜ืขืงืฉืึทืŸ ืึธื“ืขืจ ืฉื˜ื™ืฆืŸ ืึธืคึผื˜ื™ืžื™ืกื˜ื™ืฉ ืงืึทื ืงืขืจืึทื ืกื™ ืงืึธื ื˜ืจืึธืœ ืกืงื™ืžื–. ืื™ืŸ ืึทื“ื™ืฉืึทืŸ, ืขื˜ืœืขื›ืข ืกื™ืกื˜ืขืžืขืŸ ื•ื•ื™ ElasticSearch ืฉื˜ื™ืฆืŸ ื ื™ืฉื˜ XA ืึธื“ืขืจ ืงื™ื™ืŸ ืื ื“ืขืจืข ื›ืขื˜ืขืจืึทื“ื–ืฉื™ื ื™ืึทืก ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ืžืึธื“ืขืœ. ืึทื–ื•ื™, ื™ื ืฉื•ืจื™ื ื’ ืฉืจื™ื™ึทื‘ืŸ ืึทื˜ืึธืžื™ืกื™ื˜ื™ ืื™ืŸ ืคืึทืจืฉื™ื“ืŸ ื“ืึทื˜ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ื‘ืœื™ื™ื‘ื˜ ืึท ื–ื™ื™ืขืจ ื˜ืฉืึทืœืึทื ื“ื–ืฉื™ื ื’ ืึทืจื‘ืขื˜ ืคึฟืึทืจ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– [3].

ื“ืขืœื˜ืข

ื“ืขืœื˜ืึท ืื™ื– ื“ื™ื–ื™ื™ื ื“ ืฆื• ืึทื“ืจืขืก ื“ื™ ืœื™ืžื™ื˜ื™ื™ืฉืึทื ื– ืคื•ืŸ ื™ื’ื–ื™ืกื˜ื™ื ื’ ื“ืึทื˜ืŸ ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืกืึทืœื•ืฉืึทื ื– ืื•ืŸ ืื•ื™ืš ื™ื ื™ื™ื‘ืึทืœื– ืื•ื™ืฃ-ื“ืขื-ืคืœื™ืขืŸ ื“ืึทื˜ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜. ืื•ื ื“ื–ืขืจ ืฆื™ืœ ืื™ื– ื’ืขื•ื•ืขืŸ ืฆื• ืึทื‘ืกื˜ืจืึทืงื˜ ืึทืœืข ื“ื™ ืงืึทืžืคึผืœืขืงืกื™ื˜ื™ื– ืึทื•ื•ืขืง ืคื•ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื“ืขื•ื•ืขืœืึธืคึผืขืจืก ืึทื–ื•ื™ ืึทื– ื–ื™ื™ ืงืขื ืขืŸ ื’ืึธืจ ืคืึธืงื•ืก ืื•ื™ืฃ ื™ืžืคึผืœืึทืžืขื ื™ื ื’ ื’ืขืฉืขืคื˜ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™. ื•ื•ื™ื™ึทื˜ืขืจ ืžื™ืจ ื•ื•ืขื˜ ื–ื™ื™ืŸ ื“ื™ืกืงืจื™ื™ื‘ื™ื ื’ "Movie Search", ื“ื™ ืคืึทืงื˜ื™ืฉ ื ื•ืฆืŸ ืคืึทืœ ืคึฟืึทืจ Netflix ื“ืขืœื˜ืึท.

ื ืขื˜ืคืœื™ืงืก ื•ื•ื™ื™ื“ืœื™ ื ื™ืฆื˜ ืึท ืžื™ืงืจืึธืกืขืจื•ื•ื™ืก ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ, ืื•ืŸ ื™ืขื“ืขืจ ืžื™ืงืจืึธืกืขืจื•ื•ื™ืก ื˜ื™ืคึผื™ืงืœื™ ืกืขืจื•ื•ืขืก ืื™ื™ืŸ ื˜ื™ืคึผ ืคื•ืŸ ื“ืึทื˜ืŸ. ื™ืงืขืจื“ื™ืง ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื•ื•ืขื’ืŸ ื“ืขื ืคื™ืœื ืื™ื– ืงืึทื ื˜ื™ื™ื ื“ ืื™ืŸ ืึท ืžื™ืงืจืึธ ืกืขืจื•ื•ื™ืก ื’ืขืจื•ืคืŸ ืคึฟื™ืœื ืกืขืจื•ื•ื™ืก, ืื•ืŸ ืคึฟืึทืจื‘ื•ื ื“ืŸ ื“ืึทื˜ืŸ ืึทื–ืึท ื•ื•ื™ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื•ื•ืขื’ืŸ ืคึผืจืึธื“ื•ืกืขืจืก, ืึทืงื˜ืขืจื–, ื•ื•ืขื ื“ืึธืจืก, ืื•ืŸ ืึทื–ื•ื™ ืื•ื™ืฃ, ืื™ื– ื’ืขืจืื˜ืŸ ื“ื•ืจืš ืขื˜ืœืขื›ืข ืื ื“ืขืจืข ืžื™ืงืจืึธ ืกืขืจื•ื•ื™ืกืขืก (ื ื™ื™ืžืœื™ ื“ื™ืœ ืกืขืจื•ื•ื™ืก, ื˜ืึทืœืึทื ื˜ ืกืขืจื•ื•ื™ืก ืื•ืŸ ืคืึทืจืงื•ื™ืคืขืจ ืกืขืจื•ื•ื™ืก).
ื‘ื™ื–ื ืขืก ื™ื•ื–ืขืจื– ืื™ืŸ Netflix ืกื˜ื•ื“ื™ืึธืก ื“ืึทืจืคึฟืŸ ืึธืคื˜ ื–ื•ื›ืŸ ื“ื•ืจืš ืคืึทืจืฉื™ื“ืŸ ืคึฟื™ืœื ืงืจื™ื™ื˜ื™ืจื™ืึท, ื•ื•ืึธืก ืื™ื– ื•ื•ืึธืก ืขืก ืื™ื– ื–ื™ื™ืขืจ ื•ื•ื™ื›ื˜ื™ืง ืคึฟืึทืจ ื–ื™ื™ ืฆื• ืงืขื ืขืŸ ื–ื•ื›ืŸ ืื™ืŸ ืึทืœืข ืคึฟื™ืœื-ืคึฟืึทืจื‘ื•ื ื“ืขื ืข ื“ืึทื˜ืŸ.

ืื™ื™ื“ืขืจ ื“ืขืœื˜ืึท, ื“ื™ ืคึฟื™ืœื ื–ื•ื›ืŸ ืžืึทื ืฉืึทืคึฟื˜ ื“ืืจืฃ ืฆื• ืฆื™ืขืŸ ื“ืึทื˜ืŸ ืคื•ืŸ ืงื™ื™ืคืœ ืžื™ืงืจืึธืกืขืจื•ื•ื™ืกืขืก ืื™ื™ื“ืขืจ ื™ื ื“ืขืงืกื™ื ื’ ื“ื™ ืคึฟื™ืœื ื“ืึทื˜ืŸ. ืื™ืŸ ืึทื“ื™ืฉืึทืŸ, ื“ื™ ืžืึทื ืฉืึทืคึฟื˜ ื”ืื˜ ืฆื• ืึทื ื˜ื•ื•ื™ืงืœืขืŸ ืึท ืกื™ืกื˜ืขื ื•ื•ืึธืก ื•ื•ืึธืœื˜ ืคึผื™ืจื™ืึทื“ื™ืงืœื™ ื“ืขืจื”ื™ื™ึทื ื˜ื™ืงืŸ ื“ื™ ื–ื•ื›ืŸ ืื™ื ื“ืขืงืก ื“ื•ืจืš ื‘ืขื˜ืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืคื•ืŸ ืื ื“ืขืจืข ืžื™ืงืจืึธ ืกืขืจื•ื•ื™ืกืขืก, ืืคื™ืœื• ืื•ื™ื‘ ืขืก ื–ืขื ืขืŸ ืงื™ื™ืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ. ื“ืขืจ ืกื™ืกื˜ืขื ืื™ื– ื’ืขืฉื•ื•ื™ื ื“ ื’ืขื•ื•ืืจืŸ ืงืึธืžืคึผืœื™ืฆื™ืจื˜ ืื•ืŸ ืฉื•ื•ืขืจ ืฆื• ื˜ื™ื™ึทื ืขืŸ.

ื“ืขืœื˜ืึท: ื“ืึทื˜ืึท ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคึผืœืึทื˜ืคืึธืจืžืข
ืคื™ื’ื•ืจืข 1. ืคึผืึธืœืœื™ื ื’ ืกื™ืกื˜ืขื ืฆื• ื“ืขืœื˜ืึท
ื ืึธืš ื ื™ืฆืŸ ื“ืขืœื˜ืึท, ื“ื™ ืกื™ืกื˜ืขื ืื™ื– ืกื™ืžืคึผืœืึทืคื™ื™ื“ ืฆื• ืึท ื’ืขืฉืขืขื ื™ืฉ ื’ืขื˜ืจื™ื‘ืŸ ืกื™ืกื˜ืขื ื•ื•ื™ ื’ืขื•ื•ื™ื–ืŸ ืื™ืŸ ื“ื™ ืคืืœื’ืขื ื“ืข ืคื™ื’ื•ืจ. CDC (Change-Data-Capture) events ื–ืขื ืขืŸ ื’ืขืฉื™ืงื˜ ืฆื• Keystone Kafka ื˜ืขืžืขืก ื ื™ืฆืŸ Delta-Connector. ื ื“ืขืœื˜ืึท ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื’ืขื‘ื•ื™ื˜ ืžื™ื˜ ื“ื™ ื“ืขืœื˜ืึท ืกื˜ืจื™ื ืคึผืจืึทืกืขืกื™ื ื’ ืคืจืึทืžืขื•ื•ืึธืจืง (ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืคืœื™ื ืง) ื ืขืžื˜ CDC ื’ืขืฉืขืขื ื™ืฉืŸ ืคื•ืŸ ืึท ื˜ืขืžืข, ื‘ืึทืจื™ื™ึทื›ืขืจืŸ ื–ื™ื™ ื“ื•ืจืš ืจื•ืคืŸ ืื ื“ืขืจืข ืžื™ืงืจืึธ ื‘ืึทื“ื™ื ื•ื ื’ืก ืื•ืŸ ืœืขืกืึธืฃ ืคึผืึทืกื™ื– ื“ื™ ืขื ืจื™ื˜ืฉื˜ ื“ืึทื˜ืŸ ืฆื• ืึท ื–ื•ื›ืŸ ืื™ื ื“ืขืงืก ืื™ืŸ Elasticsearch. ื“ืขืจ ื’ืื ืฆืขืจ ืคึผืจืึธืฆืขืก ื ืขืžื˜ ืึธืจื˜ ื›ึผืžืขื˜ ืื™ืŸ ืคืึทืงื˜ื™ืฉ ืฆื™ื™ื˜, ื“ืึธืก ืื™ื–, ื•ื•ื™ ื‘ืึทืœื“ ื•ื•ื™ ืขื ื“ืขืจื•ื ื’ืขืŸ ื–ืขื ืขืŸ ื‘ืื’ืื ื’ืขืŸ ืฆื• ื“ื™ ื“ืึทื˜ืŸ ื•ื•ืขืจื›ืึทื•ืก, ื–ื•ื›ืŸ ื™ื ื“ืขืงืกื™ื– ื–ืขื ืขืŸ ื“ืขืจื”ื™ื™ึทื ื˜ื™ืงื˜.

ื“ืขืœื˜ืึท: ื“ืึทื˜ืึท ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคึผืœืึทื˜ืคืึธืจืžืข
ืคื™ื’ื•ืจืข 2. ื“ืึทื˜ืึท ืจืขืจื  - ืœื™ื ื™ืข ื ื™ืฆืŸ ื“ืขืœื˜ืึท
ืื™ืŸ ื“ื™ ืคืืœื’ืขื ื“ืข ืกืขืงืฉืึทื ื–, ืžื™ืจ ื•ื•ืขืœืŸ ื‘ืึทืฉืจื™ื™ึทื‘ืŸ ื“ื™ ืึธืคึผืขืจืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ื“ืขืœื˜ืึท-ืงืึธื ื ืขืงื˜ืึธืจ, ื•ื•ืึธืก ืงืึทื ืขืงืฅ ืฆื• ื“ื™ ืกื˜ืึธืจื™ื“ื–ืฉ ืื•ืŸ ืคึผืึทื‘ืœื™ืฉืึทื– CDC events ืฆื• ื“ื™ ืึทืจื™ื‘ืขืจืคื™ืจืŸ ืฉื™ื›ื˜ืข, ื•ื•ืึธืก ืื™ื– ืึท ืคืึทืงื˜ื™ืฉ-ืฆื™ื™ื˜ ื“ืึทื˜ืŸ ื˜ืจืึทื ืกืžื™ืกื™ืข ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ื•ื•ืึธืก ืจื•ืฅ CDC events ืฆื• Kafka ื˜ืขืžืขืก. ืื•ืŸ ืื™ืŸ ื“ื™ ืกื•ืฃ, ืžื™ืจ ื•ื•ืขืœืŸ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื“ื™ ื“ืขืœื˜ืึท ืกื˜ืจื™ื ืคึผืจืึทืกืขืกื™ื ื’ ืคืจื™ื™ืžื•ื•ืขืจืง, ื•ื•ืึธืก ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื“ืขื•ื•ืขืœืึธืคึผืขืจืก ืงืขื ืขืŸ ื ื•ืฆืŸ ืคึฟืึทืจ ื“ืึทื˜ืŸ ืคึผืจืึทืกืขืกื™ื ื’ ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืœืึธื’ื™ืง.

CDC (Change-Data-Capture)

ืžื™ืจ ื”ืึธื‘ืŸ ื“ืขื•ื•ืขืœืึธืคึผืขื“ ืึท CDC ื“ื™ื ืกื˜ ื’ืขืจื•ืคืŸ Delta-Connector, ื•ื•ืึธืก ืงืขื ืขืŸ ื›ืึทืคึผืŸ ื‘ืื’ืื ื’ืขืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืคื•ืŸ ื“ื™ ื“ืึทื˜ืŸ ืงืจืึธื ืื™ืŸ ืคืึทืงื˜ื™ืฉ ืฆื™ื™ื˜ ืื•ืŸ ืฉืจื™ื™ึทื‘ืŸ ื–ื™ื™ ืฆื• ืึท ื˜ื™ื™ึทืš. ืคืึทืงื˜ื™ืฉ-ืฆื™ื™ื˜ ืขื ื“ืขืจื•ื ื’ืขืŸ ื–ืขื ืขืŸ ื’ืขื ื•ืžืขืŸ ืคื•ืŸ ื“ื™ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ืงืœืึธืฅ ืื•ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ื“ืึทืžืคึผืก. ื“ืึทืžืคึผืก ื–ืขื ืขืŸ ื’ืขื ื™ืฆื˜ ื•ื•ื™ื™ึทืœ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ืœืึธื’ืก ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ื˜ืึธืŸ ื ื™ื˜ ืงืจืึธื ื“ื™ ื’ืื ืฆืข ื’ืขืฉื™ื›ื˜ืข ืคื•ืŸ โ€‹โ€‹ืขื ื“ืขืจื•ื ื’ืขืŸ. ืขื ื“ืขืจื•ื ื’ืขืŸ ื–ืขื ืขืŸ ื˜ื™ืคึผื™ืงืœื™ ืกื™ืจื™ืึทืœื™ื™ื–ื“ ื•ื•ื™ ื“ืขืœื˜ืึท ื’ืขืฉืขืขื ื™ืฉืŸ, ืึทื–ื•ื™ ื“ืขืจ ื‘ืึทืงื•ืžืขืจ ื˜ื•ื˜ ื ื™ืฉื˜ ื”ืึธื‘ืŸ ืฆื• ื–ืึธืจื’ ื•ื•ืขื’ืŸ ื•ื•ื• ื“ื™ ืขื ื“ืขืจื•ื ื’ ืงื•ืžื˜ ืคื•ืŸ.

Delta-Connector ืฉื˜ื™ืฆื˜ ืขื˜ืœืขื›ืข ื ืึธืš ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ืึทื–ืึท ื•ื•ื™:

  • ืคื™ื™ื™ืงื™ื™ื˜ ืฆื• ืฉืจื™ื™ึทื‘ืŸ ืžื ื”ื’ ืจืขื–ื•ืœื˜ืึทื˜ ื“ืึทื˜ืŸ ื ื™ืฆืŸ Kafka.
  • ืคื™ื™ื™ืงื™ื™ื˜ ืฆื• ืึทืงื˜ืึทื•ื•ื™ื™ื˜ ืžืึทื ื•ืึทืœ ื“ืึทืžืคึผืก ืื™ืŸ ืงื™ื™ืŸ ืฆื™ื™ื˜ ืคึฟืึทืจ ืึทืœืข ื˜ื™ืฉืŸ, ืึท ืกืคึผืขืฆื™ืคื™ืฉ ื˜ื™ืฉ ืึธื“ืขืจ ืคึฟืึทืจ ืกืคึผืขืฆื™ืคื™ืฉ ืขืจืฉื˜ื™ืง ืฉืœื™ืกืœืขืŸ.
  • ื“ืึทืžืคึผืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืจื™ื˜ืจื™ื•ื•ื“ ืื™ืŸ ื˜ืฉืึทื ื’ืงืก, ืึทื–ื•ื™ ืขืก ืื™ื– ื ื™ื˜ ื“ืึทืจืคึฟืŸ ืฆื• ืึธื ื”ื™ื™ื‘ืŸ ืึทืœืข ืื™ื‘ืขืจ ื•ื•ื™ื“ืขืจ ืื™ืŸ ืคืึทืœ ืคื•ืŸ ื“ื•ืจื›ืคืึทืœ.
  • ืขืก ืื™ื– ื ื™ื˜ ื“ืึทืจืคึฟืŸ ืฆื• ืฉื˜ืขืœืŸ ืœืึทืงืก ืื•ื™ืฃ ื˜ื™ืฉืŸ, ื•ื•ืึธืก ืื™ื– ื–ื™ื™ืขืจ ื•ื•ื™ื›ื˜ื™ืง ืฆื• ืขื ืฉื•ืจ ืึทื– ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก ืฉืจื™ื™ึทื‘ืŸ ืคืึทืจืงืขืจ ืื™ื– ืงื™ื™ื ืžืึธืœ ืืคื’ืขืฉื˜ืขืœื˜ ื“ื•ืจืš ืื•ื ื“ื–ืขืจ ื“ื™ื ืกื˜.
  • ื”ื•ื™ืš ืึทื•ื•ื™ื™ืœืึทื‘ื™ืœื™ื˜ื™ ืจืขื›ื˜ ืฆื• ื™ื‘ืขืจื™ืง ื™ื ืกื˜ืึทื ืกื™ื– ืื™ืŸ AWS ืึทื•ื•ืึทื™ืœืึทื‘ื™ืœื™ื˜ื™ ื–ืึธื ืขืก.

ืžื™ืจ ื“ืขืจื•ื•ื™ื™ึทืœ ืฉื˜ื™ืฆืŸ MySQL ืื•ืŸ Postgres, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ื“ื™ืคึผืœื•ื™ืžืึทื ืฅ ืื•ื™ืฃ AWS RDS ืื•ืŸ Aurora. ืžื™ืจ ืื•ื™ืš ืฉื˜ื™ืฆืŸ ืงืึทืกืกืึทื ื“ืจืึท (ืžืึทืœื˜ื™-ื‘ืขืœ). ืื™ืจ ืงืขื ื˜ ื’ืขืคึฟื™ื ืขืŸ ืžืขืจ ื“ืขื˜ืึทื™ืœืก ื•ื•ืขื’ืŸ Delta-Connector ื“ืึธ ื‘ืœืึธื’ ืคึผืึธืกื˜ืŸ.

ืงืึทืคืงืึท ืื•ืŸ ื“ื™ ืึทืจื™ื‘ืขืจืคื™ืจืŸ ืฉื™ื›ื˜ืข

ื“ืขืœื˜ืึท ืก ื’ืขืฉืขืขื ื™ืฉ ืึทืจื™ื‘ืขืจืคื™ืจืŸ ืฉื™ื›ื˜ืข ืื™ื– ื’ืขื‘ื•ื™ื˜ ืื•ื™ืฃ ื“ื™ ืžืขืกื™ื“ื–ืฉื™ื ื’ ื“ื™ื ืกื˜ ืคื•ืŸ ื“ืขืจ ืคึผืœืึทื˜ืคืึธืจืžืข ืฉืœื™ืกืœืฉื˜ื™ื™ืŸ.

ื”ื™ืกื˜ืึธืจื™ืฉ, ืคึผืึธืกื˜ื™ื ื’ ืื•ื™ืฃ Netflix ืื™ื– ืึธืคึผื˜ื™ืžื™ื–ืขื“ ืคึฟืึทืจ ืึทืงืกืขืกืึทื‘ื™ืœื™ื˜ื™ ืืœื ื•ื•ื™ ืœืึธื ื“ื–ืฉืขื•ื•ืึทื˜ื™ (ื–ืขืŸ ื•ื•ื™ื™ื˜ืขืจ). ืคึฟืจื™ึดืขืจื“ื™ืงืข ืึทืจื˜ื™ืงืœ). ื“ื™ ื”ืึทื ื“ืœ-ืึทื•ื•ืขืง ืื™ื– ื’ืขื•ื•ืขืŸ ืคึผืึธื˜ืขื ืฆื™ืขืœ ื™ื ืงืึทื ืกื™ืกื˜ืึทื ืกื™ ืคื•ืŸ ืžืขืงืœืขืจ ื“ืึทื˜ืŸ ืื™ืŸ ืคืึทืจืฉื™ื“ืŸ ื‘ืจืขื’ ืกื™ื ืขืจื™ืึธื•ื–. ืœืžืฉืœ, ื˜ืžื ืคื™ืจืขืจ ื•ื•ืึทืœืŸ ืื™ื– ืคืึทืจืึทื ื˜ื•ื•ืึธืจื˜ืœืขืš ืคึฟืึทืจ ื“ืขืจ ื‘ืึทืงื•ืžืขืจ ื•ื•ืึธืก ืงืขืŸ ื”ืึธื‘ืŸ ื“ื•ืคึผืœื™ืงืึทื˜ ืึธื“ืขืจ ืคืึทืจืคืึทืœืŸ ื’ืขืฉืขืขื ื™ืฉืŸ.

ืžื™ื˜ ื“ืขืœื˜ืึท, ืžื™ืจ ื’ืขื•ื•ืืœื˜ ืฉื˜ืืจืงืขืจ ื’ืขื•ื•ืขืจ ื’ืขืจืึทื ื˜ื™ื– ืฆื• ืขื ืฉื•ืจ ืขืงืกืคึผืจืขืก ืคื•ืŸ CDC events ืฆื• ื“ืขืจื™ื™ื•ื•ื“ ืกื˜ืึธืจื–. ืคืืจ ื“ืขื ืฆื•ื•ืขืง ื”ืื‘ืŸ ืžื™ืจ ืคืืจื’ืขืฉืœืื’ืŸ ื ืกืคืขืฆื™ืขืœ ืื•ื™ืกื’ืขืฆื™ื™ื›ื ื˜ ืงืืคืงื ืงื ื•ื™ืœ ืืœืก ืขืจืฉื˜ืงืœืืกืŸ ืื‘ื™ืขืงื˜. ืื™ืจ ืงืขื ืขืŸ ื–ืขืŸ ืขื˜ืœืขื›ืข ืžืขืงืœืขืจ ืกืขื˜ื˜ื™ื ื’ืก ืื™ืŸ ื“ื™ ื˜ื™ืฉ ืื•ื ื˜ืŸ:

ื“ืขืœื˜ืึท: ื“ืึทื˜ืึท ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคึผืœืึทื˜ืคืึธืจืžืข

ืื™ืŸ ืงื™ื™ืกื˜ืึธื ืข ืงืึทืคืงืึท ืงืœืึทืกื˜ืขืจื–, ื˜ืžื ืคื™ืจืขืจ ื•ื•ืึทืœืŸ ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ื™ื ืงืœื•ื“ืขื“ ืฆื• ื™ื ืฉื•ืจ ืึทืจื•ื™ืกื’ืขื‘ืขืจ ืึทืงืกืขืกืึทื‘ื™ืœื™ื˜ื™. ื“ืึธืก ืงืขืŸ ืจืขื–ื•ืœื˜ืึทื˜ ืื™ืŸ ืึธื ื–ืึธื’ ืึธื ื•ื•ืขืจ ืื•ื™ื‘ ืึทืŸ ืึทื ืกื™ื ื˜ืฉืจืึธื ื™ื–ืขื“ ืจืขืคึผืœื™ืงืข ืื™ื– ืขืœืขืงื˜ืขื“ ื•ื•ื™ ื“ืขืจ ืคื™ืจืขืจ. ืคึฟืึทืจ ืึท ื ื™ื™ึท ื”ื•ื™ืš ืึทื•ื•ื™ื™ืœืึทื‘ื™ืœื™ื˜ื™ Kafka ืงื ื•ื™ืœ, ื“ื™ ืึธืคึผืฆื™ืข ื˜ืžื ืคื™ืจืขืจ ื•ื•ืึทืœืŸ ืื•ื™ืกื’ืขื“ืจื™ื™ื˜ ืึทื•ื•ืขืง ืฆื• ืคืึทืจืžื™ื™ึทื“ืŸ ืึธื ื–ืึธื’ ืึธื ื•ื•ืขืจ.

ืžื™ืจ ืื•ื™ืš ื’ืขื•ื•ืืงืกืŸ ืจืขืคึผืœืึทืงื™ื™ืฉืึทืŸ ืคืึทืงื˜ืึธืจ ืคื•ืŸ 2 ืฆื• 3 ืื•ืŸ ืžื™ื ื™ืžื•ื ื™ื ืกื™ื ืง ืจืขืคึผืœืึทืงืึทื– 1 ืฆื• 2. ืคึฟืึทืจืœืึทื’ืŸ ื•ื•ืึธืก ืฉืจื™ื™ื‘ืŸ ืฆื• ื“ืขื ืงื ื•ื™ืœ ื“ืึทืจืคืŸ ืึทืงืกืขืก ืคื•ืŸ ืึทืœืข ืื ื“ืขืจืข, ื™ื ืฉื•ืจื™ื ื’ ืึทื– 2 ืคื•ืŸ 3 ืจืขืคึผืœืึทืงืึทื– ื”ืึธื‘ืŸ ื“ื™ ืžืขืจืกื˜ ืงืจืึทื ื˜ ืึทืจื˜ื™ืงืœืขืŸ ื’ืขืฉื™ืงื˜ ื“ื•ืจืš ื“ื™ ืึทืจื•ื™ืกื’ืขื‘ืขืจ.

ื•ื•ืขืŸ ืึท ืžืขืงืœืขืจ ื‘ื™ื™ึทืฉืคึผื™ืœ ื˜ืขืจืžืึทื ื™ื™ืฅ, ืึท ื ื™ื™ึท ื‘ื™ื™ึทืฉืคึผื™ืœ ืจื™ืคึผืœื™ื™ืกื™ื– ื“ื™ ืึทืœื˜ ืื™ื™ื ืขืจ. ืึธื‘ืขืจ, ื“ืขืจ ื ื™ื™ึท ืžืขืงืœืขืจ ื•ื•ืขื˜ ื“ืึทืจืคึฟืŸ ืฆื• ื›ืึทืคึผืŸ ื–ื™ืš ืžื™ื˜ ื“ื™ ืึทื ืกื™ื ื˜ืฉืจืึธื ื™ื–ืขื“ ืจืขืคึผืœืึทืงืึทื–, ื•ื•ืึธืก ืงืขืŸ ื ืขืžืขืŸ ืขื˜ืœืขื›ืข ืฉืขื”. ืฆื• ืจืขื“ื•ืฆื™ืจืŸ ื“ื™ ืึธืคึผื–ื•ืš ืฆื™ื™ื˜ ืคึฟืึทืจ ื“ืขื ืกืฆืขื ืึทืจ, ืžื™ืจ ืื ื’ืขื”ื•ื™ื‘ืŸ ื ื™ืฆืŸ ื‘ืœืึธืง ื“ืึทื˜ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ (ืึทืžืึทื–ืึธืŸ ืขืœืึทืกื˜ื™ืง ื‘ืœืึทืง ืกื˜ืึธืจ) ืึทื ืฉื˜ืึธื˜ ืคื•ืŸ ื”ื™ื’ืข ืžืขืงืœืขืจ ื“ื™ืกืงืก. ื•ื•ืขืŸ ืึท ื ื™ื™ึทืข ื‘ื™ื™ึทืฉืคึผื™ืœ ืจื™ืคึผืœื™ื™ืกื™ื– ืึท ื˜ืขืจืžืึทื ื™ื™ื˜ื™ื“ ืžืขืงืœืขืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืขืก ืึทื˜ืึทื˜ืฉื™ื– ื“ื™ EBS ื‘ืึทื ื“ ื•ื•ืึธืก ื“ื™ ื˜ืขืจืžืึทื ื™ื™ื˜ื™ื“ ื‘ื™ื™ึทืฉืคึผื™ืœ ื”ืื˜ ืื•ืŸ ื”ื™ื™ื‘ื˜ ืฆื• ื›ืึทืคึผืŸ ื–ื™ืš ืžื™ื˜ ื ื™ื™ึทืข ืึทืจื˜ื™ืงืœืขืŸ. ื“ืขืจ ืคึผืจืึธืฆืขืก ืจืึทื“ื•ืกืึทื– ื“ื™ ื‘ืึทืงืœืึธื’ ืจืขืฉื•ืก ืฆื™ื™ื˜ ืคื•ืŸ ืฉืขื” ืฆื• ืžื™ื ื•ื˜ ื•ื•ื™ื™ึทืœ ื“ื™ ื ื™ื™ึทืข ื‘ื™ื™ึทืฉืคึผื™ืœ ื“ืึทืจืฃ ื ื™ื˜ ืžืขืจ ืจืขืคึผืœืึทืงื™ื™ื˜ ืคึฟื•ืŸ ืึท ืœื™ื™ื“ื™ืง ืฉื˜ืึทื˜. ืงื•ื™ืœืขืœื“ื™ืง, ื‘ืึทื–ื•ื ื“ืขืจ ืกื˜ืึธืจื™ื“ื–ืฉ ืื•ืŸ ืžืขืงืœืขืจ ืœื™ืคืขืกื™ื™ืงืึทืœื– ื‘ืื˜ื™ื™ื˜ื™ืง ืจืขื“ื•ืฆื™ืจืŸ ื“ื™ ืคึผืจืึทืœ ืคื•ืŸ ืžืขืงืœืขืจ ืกื•ื•ื™ื˜ืฉื™ื ื’.

ืฆื• ื•ื•ื™ื™ึทื˜ืขืจ ืคืึทืจื’ืจืขืกืขืจืŸ ื“ื™ ื“ืึทื˜ืŸ ืขืงืกืคึผืจืขืก ื’ืึทืจืึทื ื˜ื™ืจืŸ, ืžื™ืจ ื’ืขื•ื•ื™ื™ื ื˜ ืึธื ื–ืึธื’ ื˜ืจืึทืงื™ื ื’ ืกื™ืกื˜ืขื ืฆื• ื“ืขื˜ืขืงื˜ ืงื™ื™ืŸ ืึธื ื–ืึธื’ ืึธื ื•ื•ืขืจ ืื•ื ื˜ืขืจ ืขืงืกื˜ืจืขื ื˜ื ืึธื™ื (ืœืžืฉืœ, ื–ื™ื™ื’ืขืจ ื“ืขืกื™ื ื˜ืฉืจืึธื ื™ื–ืึทื˜ื™ืึธืŸ ืื™ืŸ ื“ื™ ืฆืขื˜ื™ื™ืœื•ื ื’ ืคื™ืจืขืจ).

ืกื˜ืจื™ื ืคึผืจืึทืกืขืกื™ื ื’ ืคืจืึทืžืขื•ื•ืึธืจืง

ื“ืขืœื˜ืึท ืก ืคึผืจืึทืกืขืกื™ื ื’ ืฉื™ื›ื˜ืข ืื™ื– ื’ืขื‘ื•ื™ื˜ ืื•ื™ืฃ ืฉืคึผื™ืฅ ืคื•ืŸ ื“ื™ Netflix SPaaS ืคึผืœืึทื˜ืคืึธืจืžืข, ื•ื•ืึธืก ื’ื™ื˜ Apache Flink ื™ื ืึทื’ืจื™ื™ืฉืึทืŸ ืžื™ื˜ ื“ื™ Netflix ื™ืงืึธื•ืกื™ืกื˜ืึทื. ื“ื™ ืคึผืœืึทื˜ืคืึธืจืžืข ื’ื™ื˜ ืึท ื‘ืึทื ื™ืฆืขืจ ืฆื•ื‘ื™ื ื“ ื•ื•ืึธืก ืžืึทื ื™ื“ื–ืฉื™ื– ื“ื™ ื“ื™ืคึผืœื•ื™ืžืึทื ื˜ ืคื•ืŸ ืคืœื™ื ืง ื“ื–ืฉืึธื‘ืก ืื•ืŸ ืึธืจืงืขืกื˜ืจืึทื˜ื™ืึธืŸ ืคื•ืŸ ืคืœื™ื ืง ืงืœืึทืกื˜ืขืจื– ืื•ื™ืฃ ืฉืคึผื™ืฅ ืคื•ืŸ ืื•ื ื“ื–ืขืจ ื˜ื™ื˜ื•ืก ืงืึทื ื˜ื™ื™ื ืขืจ ืคืึทืจื•ื•ืึทืœื˜ื•ื ื’ ืคึผืœืึทื˜ืคืึธืจืžืข. ื“ื™ ืฆื•ื‘ื™ื ื“ ืื•ื™ืš ืžืึทื ื™ื“ื–ืฉื™ื– ืึทืจื‘ืขื˜ ืงืึทื ืคื™ื’ื™ืขืจื™ื™ืฉืึทื ื– ืื•ืŸ ืึทืœืึทื•ื– ื ื™ืฆืขืจืก ืฆื• ืžืึทื›ืŸ ืงืึทื ืคื™ื’ื™ืขืจื™ื™ืฉืึทืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ื“ื™ื ืึทืžื™ืงืึทืœืœื™ ืึธืŸ ืจื™ืงืึธืžืคึผื™ืœืข ืคืœื™ื ืง ื“ื–ืฉืึธื‘ืก.

ื“ืขืœื˜ืึท ื’ื™ื˜ ืึท ื˜ื™ื™ึทืš ืคึผืจืึทืกืขืกื™ื ื’ ืคืจื™ื™ืžื•ื•ืขืจืง ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ Flink ืื•ืŸ SPaaS ื•ื•ืึธืก ื ื™ืฆื˜ ืึทื ืึธื˜ืึทืฆื™ืข-ื‘ืื–ื™ืจื˜ DSL (Domain Specific Language) ืฆื• ืึทื‘ืกื˜ืจืึทืงื˜ ื˜ืขื›ื ื™ืฉ ื“ืขื˜ืึทื™ืœืก. ืฆื•ื ื‘ื™ื™ืฉืคึผื™ืœ, ืฆื• ื“ืขืคื™ื ื™ืจืŸ ื“ืขื ืฉืจื™ื˜ ืื™ืŸ ื•ื•ืึธืก ื’ืขืฉืขืขื ื™ืฉืŸ ื•ื•ืขื˜ ื–ื™ื™ืŸ ืขื ืจื™ื˜ืฉื˜ ื“ื•ืจืš ืจื•ืคืŸ ืคื•ื ื“ืจื•ื™ืกื ื“ื™ืง ื‘ืึทื“ื™ื ื•ื ื’ืก, ื ื™ืฆืขืจืก ื“ืึทืจืคึฟืŸ ืฆื• ืฉืจื™ื™ึทื‘ืŸ ื“ื™ ืคืืœื’ืขื ื“ืข ื“ืกืœ, ืื•ืŸ ื“ื™ ืคืจื™ื™ืžื•ื•ืขืจืง ื•ื•ืขื˜ ืžืึทื›ืŸ ืึท ืžืึธื“ืขืœ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืขืก, ื•ื•ืึธืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ืขืงืกืึทืงื™ื•ื˜ืึทื“ ื“ื•ืจืš ืคืœื™ื ืง.

ื“ืขืœื˜ืึท: ื“ืึทื˜ืึท ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคึผืœืึทื˜ืคืึธืจืžืข
ืคื™ื’ื•ืจืข 3. ื‘ื™ื™ึทืฉืคึผื™ืœ ืคื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืื•ื™ืฃ ื“ืกืœ ืื™ืŸ ื“ืขืœื˜ืึท

ื“ื™ ืคึผืจืึทืกืขืกื™ื ื’ ืคืจื™ื™ืžื•ื•ืขืจืง ื ื™ื˜ ื‘ืœื•ื™ื– ืจืึทื“ื•ืกืึทื– ื“ื™ ืœืขืจื ืขืŸ ื•ื™ืกื‘ื™ื™ื’, ืึธื‘ืขืจ ืื•ื™ืš ื’ื™ื˜ ืคึผืจืึธืกื˜ ื˜ื™ื™ึทืš ืคึผืจืึทืกืขืกื™ื ื’ ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ืึทื–ืึท ื•ื•ื™ ื“ืขื“ื•ืคึผืœื™ืงืึทื˜ื™ืึธืŸ, ืกื˜ืฉืขืžืึทื˜ื™ื–ืึทื˜ื™ืึธืŸ ืื•ืŸ ื‘ื™ื™ื’ื™ืงื™ื™ึทื˜ ืื•ืŸ ืจื™ื–ื™ืœื™ืึทื ืก ืฆื• ืกืึธืœื•ื•ืข ืคึผืจืึธืกื˜ ืึทืคึผืขืจื™ื™ืฉืึทื ืึทืœ ืคึผืจืึธื‘ืœืขืžืก.

ื“ืขืœื˜ืึท ืกื˜ืจื™ื ืคึผืจืึทืกืขืกื™ื ื’ ืคืจืึทืžืขื•ื•ืึธืจืง ื‘ืืฉื˜ื™ื™ื˜ ืคื•ืŸ ืฆื•ื•ื™ื™ ืฉืœื™ืกืœ ืžืึทื“ื–ืฉื•ืœื–, ื“ื™ DSL & API ืžืึธื“ื•ืœืข ืื•ืŸ ื“ื™ ืจื•ื ื˜ื™ืžืข ืžืึธื“ื•ืœืข. ื“ื™ DSL & API ืžืึธื“ื•ืœืข ืคึผืจืึธื•ื•ื™ื“ืขืก DSL ืื•ืŸ UDF (User-Defined-Function) ืึทืคึผื™ืก ืึทื–ื•ื™ ืึทื– ื ื™ืฆืขืจืก ืงืขื ืขืŸ ืฉืจื™ื™ึทื‘ืŸ ื–ื™ื™ืขืจ ืื™ื™ื’ืขื ืข ืคึผืจืึทืกืขืกื™ื ื’ ืœืึธื’ื™ืง (ืึทื–ืึท ื•ื•ื™ ืคึฟื™ืœื˜ืจื™ืจื•ื ื’ ืึธื“ืขืจ ื˜ืจืึทื ืกืคืึธืจืžืึทืฆื™ืข). ื“ื™ ืจื•ื ื˜ื™ืžืข ืžืึธื“ื•ืœืข ื’ื™ื˜ ืึทืŸ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ืึท DSL ืคึผืึทืจืกืขืจ ื•ื•ืึธืก ื‘ื•ื™ืขืŸ ืึทืŸ ื™ื ืขืจืœืขืš ืคืึทืจื˜ืจืขื˜ื•ื ื’ ืคื•ืŸ ืคึผืจืึทืกืขืกื™ื ื’ ืกื˜ืขืคึผืก ืื™ืŸ DAG ืžืึธื“ืขืœืก. ื“ื™ ืขืงืกืขืงื•ื˜ื™ืึธืŸ ืงืึธืžืคึผืึธื ืขื ื˜ ื™ื ื˜ืขืจืคึผืจืึทืฅ DAG ืžืึธื“ืขืœืก ืฆื• ื™ื ื™ืฉืึทืœื™ื™ื– ื“ื™ ืคืึทืงื˜ื™ืฉ ืคืœื™ื ืง ืกื˜ื™ื™ื˜ืžืึทื ืฅ ืื•ืŸ ืœืขืกืึธืฃ ืœื•ื™ืคืŸ ื“ื™ ืคืœื™ื ืง ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ. ื“ื™ ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ ืคื•ืŸ ื“ื™ ืคืจื™ื™ืžื•ื•ืขืจืง ืื™ื– ื™ืœืึทืกื˜ืจื™ื™ื˜ื™ื“ ืื™ืŸ ื“ื™ ืคืืœื’ืขื ื“ืข ืคื™ื’ื•ืจ.

ื“ืขืœื˜ืึท: ื“ืึทื˜ืึท ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคึผืœืึทื˜ืคืึธืจืžืข
ืคื™ื’ื•ืจืข 4. ื“ืขืœื˜ืึท ืกื˜ืจื™ื ืคึผืจืึทืกืขืกื™ื ื’ ืคืจืึทืžืขื•ื•ืึธืจืง ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ

ื“ืขื ืฆื•ื’ืึทื ื’ ื”ืื˜ ืขื˜ืœืขื›ืข ืึทื“ื•ื•ืึทื ื˜ื™ื“ื–ืฉื™ื–:

  • ื™ื•ื–ืขืจื– ืงืขื ืขืŸ ืคืึธืงื•ืก ืื•ื™ืฃ ื–ื™ื™ืขืจ ื’ืขืฉืขืคื˜ ืœืึธื’ื™ืง ืึธืŸ ื”ืึธื‘ืŸ ืฆื• ื“ืขืœื•ื• ืื™ืŸ ื“ื™ ืกืคึผืขืกื™ืคื™ืงืก ืคื•ืŸ ืคืœื™ื ืง ืึธื“ืขืจ ื“ื™ SPaaS ืกื˜ืจื•ืงื˜ื•ืจ.
  • ืึธืคึผื˜ื™ืžื™ื–ืึทื˜ื™ืึธืŸ ืงืขื ืขืŸ ื–ื™ื™ืŸ ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ืื™ืŸ ืึท ื•ื•ืขื’ ื•ื•ืึธืก ืื™ื– ื˜ืจืึทื ืกืคึผืขืจืึทื ื˜ ืคึฟืึทืจ ื ื™ืฆืขืจืก, ืื•ืŸ ืขืจืจืึธืจืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืคืึทืจืคืขืกื˜ื™ืงื˜ ืึธืŸ ืจื™ืงื•ื•ื™ื™ืจื™ื ื’ ืงื™ื™ืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืฆื• ื“ื™ ื‘ืึทื ื™ืฆืขืจ ืงืึธื“ (UDF).
  • ื“ื™ ื“ืขืœื˜ืึท ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื“ืขืจืคืึทืจื•ื ื’ ืื™ื– ืกื™ืžืคึผืœืึทืคื™ื™ื“ ืคึฟืึทืจ ื™ื•ื–ืขืจื– ื•ื•ื™ื™ึทืœ ื“ื™ ืคึผืœืึทื˜ืคืึธืจืžืข ื’ื™ื˜ ื‘ื™ื™ื’ื™ืงื™ื™ึทื˜ ืื•ืŸ ืจื™ื–ื™ืœื™ืึทื ืก ืื•ื™ืก ืคื•ืŸ ื“ื™ ืงืขืกื˜ืœ ืื•ืŸ ืงืึทืœืขืงืฅ ืึท ืคืึทืจืฉื™ื™ื“ื ืงื™ื™ึทื˜ ืคื•ืŸ ื“ื™ื˜ื™ื™ืœื“ ืžืขื˜ืจื™ืงืก ื•ื•ืึธืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื•ื•ื™ื™ื ื˜ ืคึฟืึทืจ ืึทืœืขืจืฅ.

ืคึผืจืึธื“ื•ืงืฆื™ืข ื ื•ืฆืŸ

ื“ืขืœื˜ืึท ืื™ื– ื’ืขื•ื•ืขืŸ ืื™ืŸ ืคึผืจืึธื“ื•ืงืฆื™ืข ืคึฟืึทืจ ืื™ื‘ืขืจ ืึท ื™ืึธืจ ืื•ืŸ ืคื™ืขืกืขืก ืึท ืฉืœื™ืกืœ ืจืึธืœืข ืื™ืŸ ืคื™ืœืข Netflix ืกื˜ื•ื“ื™ืึธ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–. ื–ื™ ื’ืขื”ืึธืœืคึฟืŸ ื˜ื™ืžื– ื™ื ืกื˜ืจื•ืžืขื ื˜ ื ื•ืฆืŸ ืงืึทืกืขืก ืึทื–ืึท ื•ื•ื™ ื–ื•ื›ืŸ ื™ื ื“ืขืงืกื™ื ื’, ื“ืึทื˜ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืื•ืŸ ื’ืขืฉืขืขื ื™ืฉ-ื’ืขื˜ืจื™ื‘ืŸ ื•ื•ืึธืจืงืคืœืึธื•ื–. ื•ื ื˜ืขืจ ืื™ื– ืึทืŸ ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ื™ ื”ื•ื™ืš-ืžื“ืจื’ื” ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ ืคื•ืŸ ื“ื™ ื“ืขืœื˜ืึท ืคึผืœืึทื˜ืคืึธืจืžืข.

ื“ืขืœื˜ืึท: ื“ืึทื˜ืึท ืกื™ื ื’ืงืจืึทื ืึทื–ื™ื™ืฉืึทืŸ ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคึผืœืึทื˜ืคืึธืจืžืข
ืคื™ื’ื•ืจืข 5. ื“ืขืœื˜ืึท ืก ื”ื•ื™ืš-ืžื“ืจื’ื” ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ.

ืึทืงืงื ืึธื•ื•ืœืขื“ื’ืžืขื ืฅ

ืžื™ืจ ื•ื•ืขืœืŸ ื“ืึทื ืงืขืŸ ื“ื™ ืคืืœื’ืขื ื“ืข ืžืขื ื˜ืฉืŸ ื•ื•ืึธืก ื–ืขื ืขืŸ ื’ืขื•ื•ืขืŸ ื™ื ื•ื•ืึทืœื•ื•ื“ ืื™ืŸ ื“ืขืจ ืฉืึทืคื•ื ื’ ืื•ืŸ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืคื•ืŸ ื“ืขืœื˜ืึท ื‘ื™ื™ Netflix: Allen Wang, Charles Zhao, Jaebin Yoon, Josh Snyder, Kasturi Chatterjee, Mark Cho, Olof Johansson, Piyush Goyal, Prashanth Ramdas, Raghuram Onti Srinivasan, Sandeep Gupta, Steven Wu, Tharanga Gamaethige, Yun Wang ืื•ืŸ Zhenzhong Xu.

ืงื•ื•ืืœืŸ

  1. dev.mysql.com/doc/refman/5.7/en/implicit-commit.html
  2. dev.mysql.com/doc/refman/5.7/en/cannot-roll-back.html
  3. Martin Kleppmann, Alastair R. Beresford, Boerge Svingen: ืึธื ืœื™ื™ืŸ ื’ืขืฉืขืขื ื™ืฉ ืคึผืจืึทืกืขืกื™ื ื’. ืงืึธืžืžื•ื ื™ืง. ACM 62 (5): 43-49 (2019). DOI: doi.org/10.1145/3312527

ืฆื™ื™ื›ืŸ ืึทืจื•ื™ืฃ ืคึฟืึทืจ ืึท ืคืจื™ื™ ื•ื•ืขื‘ื™ื ืึทืจ: "ื“ืึทื˜ืึท ื‘ื•ื™ืขืŸ ื˜ื•ืœ ืคึฟืึทืจ Amazon Redshift Storage."

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’