ื•ื•ื™ ืžื™ืจ ื’ืขืžืื›ื˜ ื•ื•ืึธืœืงืŸ FaaS ื™ืŸ Kubernetes ืื•ืŸ ื•ื•ืึทืŸ ื“ื™ ื˜ื™ื ืงืึธืคืฃ ื”ืึทืงืงืึทื˜ื”ืึธืŸ

ื•ื•ื™ ืžื™ืจ ื’ืขืžืื›ื˜ ื•ื•ืึธืœืงืŸ FaaS ื™ืŸ Kubernetes ืื•ืŸ ื•ื•ืึทืŸ ื“ื™ ื˜ื™ื ืงืึธืคืฃ ื”ืึทืงืงืึทื˜ื”ืึธืŸ
ืกื˜ืึทืจื˜ื™ื ื’ ืœืขืฆื˜ืข ื™ืึธืจ, ืื•ื ื“ื–ืขืจ ืคื™ืจืžืข ืื ื’ืขื”ื•ื™ื‘ืŸ ืึธืจื’ืึทื ื™ื™ื–ื™ื ื’ ื›ืึทืงืึทื˜ื”ืึธื ืก. ื“ืขืจ ืขืจืฉื˜ืขืจ ืึทื–ืึท ืคืึทืจืžืขืกื˜ ืื™ื– ื’ืขื•ื•ืขืŸ ื–ื™ื™ืขืจ ื’ืขืจืึธื˜ืŸ, ืžื™ืจ ื’ืขืฉืจื™ื‘ืŸ ื•ื•ืขื’ืŸ ืื™ื ืื™ืŸ ืึทืจื˜ื™ืงืœ. ื“ื™ ืฆื•ื•ื™ื™ื˜ืข ื”ืึทืงืึทื˜ื”ืึธืŸ ืื™ื– ืคืืจื’ืขืงื•ืžืขืŸ ืื™ืŸ ืคืขื‘ืจื•ืืจ 2019 ืื•ืŸ ืื™ื– ื’ืขื•ื•ืขืŸ ื ื™ื˜ ื•ื•ื™ื™ื ื™ืงืขืจ ื’ืขืจืึธื˜ืŸ. ื•ื•ืขื’ืŸ ื“ื™ ืฆื™ืœืŸ ืคื•ืŸ ื”ืึทืœื˜ืŸ ื“ื™ ืœืขืฆื˜ืข ื ื™ืฉื˜ ืึทื–ื•ื™ ืœืึทื ื’ ืฆื•ืจื™ืง ื’ืขืฉืจื™ื‘ืŸ ืึธืจื’ืึทื ื™ื–ืึทื˜ืึธืจ.

ื“ื™ ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ ื–ืขื ืขืŸ ื’ืขื’ืขื‘ืŸ ืึท ื’ืึทื ืฅ ื˜ืฉื™ืงืึทื•ื•ืข ืึทืจื‘ืขื˜ ืžื™ื˜ ื’ืึทื ืฅ ืคืจื™ื™ื”ื™ื™ื˜ ืื™ืŸ ื˜ืฉื•ื–ื™ื ื’ ืึท ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืึธื ืœื™ื™ื’ืŸ ืคึฟืึทืจ ื–ื™ื™ึทืŸ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ. ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื ื™ื™ื˜ื™ืง ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ืึท ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ ืคึผืœืึทื˜ืคืึธืจืžืข ืคึฟืึทืจ ื‘ืึทืงื•ื•ืขื ื“ื™ืคึผืœื•ื™ืžืึทื ื˜ ืคื•ืŸ ืงื•ื ื” ืกืงืึธืจื™ื ื’ ืคืึทื ื’ืงืฉืึทื ื– ื•ื•ืึธืก ืงืขืŸ ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ ืึท ืฉื ืขืœ ืœื•ื™ืคืŸ ืคื•ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–, ื•ื•ื™ื˜ืกื˜ืึทื ื“ ืฉื•ื•ืขืจ ืœืึธื•ื“ื–, ืื•ืŸ ื“ื™ ืกื™ืกื˜ืขื ื–ื™ืš ืื™ื– ืœื™ื™ื›ื˜ ืกืงืึทืœืึทื‘ืœืข.

ื“ื™ ืึทืจื‘ืขื˜ ืื™ื– ื ื™ื˜-ื ื™ื˜ื•ื•ื™ืึทืœ ืื•ืŸ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืกืึทืœื•ื•ื“ ืื™ืŸ ืคื™ืœืข ื•ื•ืขื’ืŸ, ื•ื•ื™ ืžื™ืจ ื–ืขื ืขืŸ ืงืึทื ื•ื•ื™ื ืกื˜ ื‘ืขืฉืึทืก ื“ื™ ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ ืคื•ืŸ ื“ื™ ืœืขืฆื˜ ืคึผืจืขื–ืึทื ื˜ื™ื™ืฉืึทื ื– ืคื•ืŸ ื“ื™ ืคึผืจืึทื“ื–ืฉืขืงืก ืคื•ืŸ ื“ื™ ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ. ืขืก ื–ืขื ืขืŸ ื’ืขื•ื•ืขืŸ 6 ื˜ื™ืžื– ืคื•ืŸ 5 ืžืขื ื˜ืฉืŸ ื‘ื™ื™ึท ื“ื™ ื›ืึทืงืึทื˜ื”ืึธืŸ, ืึทืœืข ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ ื”ืึธื‘ืŸ ื’ื•ื˜ ืคึผืจืึทื“ื–ืฉืขืงืก, ืึธื‘ืขืจ ืื•ื ื“ื–ืขืจ ืคึผืœืึทื˜ืคืึธืจืžืข ืื™ื– ื’ืขื•ื•ืขืŸ ื“ื™ ืžืขืจืกื˜ ืงืึทืžืคึผืขื˜ื™ื˜ื™ื•ื•. ืžื™ืจ ื”ืึธื‘ืŸ ืึท ื–ื™ื™ืขืจ ื˜ืฉื™ืงืึทื•ื•ืข ืคึผืจื•ื™ืขืงื˜, ื•ื•ืึธืก ืื™ืš ื•ื•ืึธืœื˜ ื•ื•ื™ ืฆื• ืจืขื“ืŸ ื•ื•ืขื’ืŸ ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ.

ืื•ื ื“ื–ืขืจ ืœื™ื™ื–ื•ื ื’ ืื™ื– ืึท ืคึผืœืึทื˜ืคืึธืจืžืข ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืกืขืจื•ื•ืขืจืœืขืกืก ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ ืื™ืŸ Kubernetes, ื•ื•ืึธืก ืจืึทื“ื•ืกืึทื– ื“ื™ ืฆื™ื™ื˜ ืขืก ื ืขืžื˜ ืฆื• ื‘ืจืขื ื’ืขืŸ ื ื™ื™ึทืข ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ืฆื• ืคึผืจืึธื“ื•ืงืฆื™ืข. ืขืก ืึทืœืึทื•ื– ืึทื ืึทืœื™ืก ืฆื• ืฉืจื™ื™ึทื‘ืŸ ืงืึธื“ ืื™ืŸ ืึท ืกื•ื•ื™ื•ื•ืข ื‘ืึทืงื•ื•ืขื ืคึฟืึทืจ ื–ื™ื™ ืื•ืŸ ืฆืขื•ื•ื™ืงืœืขืŸ ืขืก ืื™ืŸ ืคึผืจืึธื“ื•ืงืฆื™ืข ืึธืŸ ื“ื™ ืึธื ื˜ื™ื™ืœ ืคื•ืŸ ืขื ื“ื–ืฉืึทื ื™ืจื– ืื•ืŸ ื“ืขื•ื•ืขืœืึธืคึผืขืจืก.

ื•ื•ืึธืก ืื™ื– ืกืงืึธืจื™ื ื’

Tinkoff.ru, ื•ื•ื™ ืคื™ืœืข ืžืึธื“ืขืจืŸ ืงืึธืžืคึผืึทื ื™ืขืก, ื”ืื˜ ืงื•ื ื” ืกืงืึธืจื™ื ื’. ืกืงืึธืจื™ื ื’ ืื™ื– ืึท ืงื•ื ื” ืึทืกืกืขืกืกืžืขื ื˜ ืกื™ืกื˜ืขื ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืกื˜ืึทื˜ื™ืกื˜ื™ืฉ ืžืขื˜ื”ืึธื“ืก ืคื•ืŸ ื“ืึทื˜ืŸ ืึทื ืึทืœื™ืกื™ืก.

ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืึท ืงืœื™ืขื ื˜ ื•ื•ืขื ื“ืŸ ืฆื• ืื•ื ื“ื– ืžื™ื˜ ืึท ื‘ืงืฉื” ืฆื• ื’ืขื‘ืŸ ืื™ื ืึท ืึทื ื˜ืœื™ื™ึทืขืŸ, ืึธื“ืขืจ ืขืคืขื ืขืŸ ืึท ื™ื—ื™ื“ ืึทื ื˜ืจืึทืคึผืจืึทื ืขืจ ื—ืฉื‘ื•ืŸ ืžื™ื˜ ืื•ื ื“ื–. ืื•ื™ื‘ ืžื™ืจ ืคึผืœืึทืŸ ืฆื• ื’ืขื‘ืŸ ืื™ื ืึท ืึทื ื˜ืœื™ื™ึทืขืŸ, ืžื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ืึทืกืกืขืกืก ื–ื™ื™ืŸ ืกืึธืœื•ื•ืึทื ืกื™, ืื•ืŸ ืื•ื™ื‘ ื“ืขืจ ื—ืฉื‘ื•ืŸ ืื™ื– ืึท ื™ื—ื™ื“ ืึทื ื˜ืจืึทืคึผืจืึทื ืขืจ, ืžื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ื–ื™ื™ืŸ ื–ื™ื›ืขืจ ืึทื– ื“ืขืจ ืงืœื™ืขื ื˜ ื•ื•ืขื˜ ื ื™ืฉื˜ ืึธื ืคื™ืจืŸ ืคืจืึธื“ื–ืฉืึทืœืึทื ื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื–.

ื“ื™ ื™ืงืขืจ ืคึฟืึทืจ ืึทื–ืึท ื“ื™ืกื™ื–ืฉืึทื ื– ื–ืขื ืขืŸ ืžืึทื˜ืึทืžืึทื˜ื™ืงืึทืœ ืžืึธื“ืขืœืก ื•ื•ืึธืก ืึทื ืึทืœื™ื™ื– ื‘ื™ื™ื“ืข ื“ื™ ื“ืึทื˜ืŸ ืคึฟื•ืŸ ื“ื™ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื–ื™ืš ืื•ืŸ ื“ื™ ื“ืึทื˜ืŸ ืคึฟื•ืŸ ืื•ื ื“ื–ืขืจ ืกื˜ืึธืจื™ื“ื–ืฉ. ืื™ืŸ ืึทื“ื™ืฉืึทืŸ ืฆื• ื›ืขื–ืฉื‘ืŸ, ืขื ืœืขืš ืกื˜ืึทื˜ื™ืกื˜ื™ืฉ ืžืขื˜ื”ืึธื“ืก ืงืขื ืขืŸ ืื•ื™ืš ื–ื™ื™ืŸ ื’ืขื•ื•ื™ื™ื ื˜ ืื™ืŸ ื“ื™ ื“ื™ื ืกื˜ ืคื•ืŸ ื“ื–ืฉืขื ืขืจื™ื™ื˜ื™ื ื’ ื™ื—ื™ื“ ืจืขืงืึทืžืึทื ื“ื™ื™ืฉืึทื ื– ืคึฟืึทืจ ื ื™ื™ึทืข ืคึผืจืึธื“ื•ืงื˜ืŸ ืคึฟืึทืจ ืื•ื ื“ื–ืขืจ ืงืœื™ื™ืึทื ืฅ.

ื“ืขืจ ืื•ืคึฟืŸ ืคื•ืŸ ืึทื–ืึท ืึท ืึทืกืขืกืžืึทื ื˜ ืงืขื ืขืŸ ืึธื ื ืขืžืขืŸ ืึท ืคืึทืจืฉื™ื™ื“ื ืงื™ื™ึทื˜ ืคื•ืŸ ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘ ื“ืึทื˜ืŸ. ืื•ืŸ ืื™ืŸ ืขื˜ืœืขื›ืข ืคื•ื ื˜ ืžื™ืจ ืงืขื ืขืŸ ืœื™ื™ื’ืŸ ืึท ื ื™ื™ึทืข ืคึผืึทืจืึทืžืขื˜ืขืจ ืฆื• ื“ื™ ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘, ื•ื•ืึธืก, ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ืจืขื–ื•ืœื˜ืึทื˜ืŸ ืคื•ืŸ ืึทื ืึทืœื™ืกื™ืก ืื•ื™ืฃ ื”ื™ืกื˜ืืจื™ืฉืข ื“ืึทื˜ืŸ, ื•ื•ืขื˜ ืคืึทืจื’ืจืขืกืขืจืŸ ื“ื™ ืงืึทื ื•ื•ืขืจื–ืฉืึทืŸ ืงื•ืจืก ืคื•ืŸ ื ื™ืฆืŸ ื“ื™ ื“ื™ื ืกื˜.

ืžื™ืจ ื”ืึธื‘ืŸ ืึท ืฉืขืคืข ืคื•ืŸ โ€‹โ€‹ื“ืึทื˜ืŸ ื•ื•ืขื’ืŸ ืงื•ื ื” ื‘ืืฆื™ื•ื ื’ืขืŸ, ืื•ืŸ ื“ืขืจ ื‘ืึทื ื“ ืคื•ืŸ ื“ืขื ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืื™ื– ืงืขืกื™ื™ื“ืขืจ ื’ืจืึธื•ื™ื ื’. ืคึฟืึทืจ ื›ืขื–ืฉื‘ืŸ ืฆื• ืึทืจื‘ืขื˜ืŸ, ื“ืึทื˜ืŸ ืคึผืจืึทืกืขืกื™ื ื’ ืื•ื™ืš ืจื™ืงื•ื•ื™ื™ืขืจื– ื›ึผืœืœื™ื (ืึธื“ืขืจ ืžืึทื˜ืึทืžืึทื˜ื™ืงืึทืœ ืžืึธื“ืขืœืก) ื•ื•ืึธืก ืœืึธื–ืŸ ืื™ืจ ืฆื• ื’ืขืฉื•ื•ื™ื ื“ ื‘ืึทืฉืœื™ืกืŸ ื•ื•ืขืจ ืฆื• ืึทืคึผืจื•ื•ื• ืึท ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ, ื•ื•ืขืจ ืฆื• ืึธืคึผื–ืึธื’ืŸ ืื•ืŸ ื•ื•ืึธืก ืฆื• ืคืึธืจืฉืœืึธื’ืŸ ืึท ืคึผืึธืจ ืžืขืจ ืคึผืจืึธื“ื•ืงื˜ืŸ, ืึทืกืกืขืกืก ื–ื™ื™ืขืจ ืคึผืึธื˜ืขื ืฆื™ืขืœ ืื™ื ื˜ืขืจืขืก.

ืคึฟืึทืจ ื“ื™ ืึทืจื‘ืขื˜ ืื™ืŸ ื”ืึทื ื˜, ืžื™ืจ ืฉื•ื™ืŸ ื ื•ืฆืŸ ืึท ืกืคึผืขืฉืึทืœื™ื™ื–ื“ ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ ืกื™ืกื˜ืขื IBM WebSphere ILOG JRules BRMS, ื•ื•ืึธืก, ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ื›ึผืœืœื™ื ื‘ืึทืฉื˜ื™ืžื˜ ื“ื•ืจืš ืึทื ืึทืœื™ืก, ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ืก ืื•ืŸ ื“ืขื•ื•ืขืœืึธืคึผืขืจืก, ื“ื™ืกื™ื™ื“ื– ืฆื™ ืฆื• ืึทืคึผืจื•ื•ื• ืึธื“ืขืจ ืึธืคึผื–ืึธื’ืŸ ืึท ื‘ืึทื–ื•ื ื“ืขืจ ื‘ืึทื ืงื™ื ื’ ืคึผืจืึธื“ื•ืงื˜ ืฆื• ื“ืขื ืงืœื™ืขื ื˜.

ืขืก ื–ืขื ืขืŸ ืคื™ืœืข ืคืึทืจื˜ื™ืง ืกืึทืœื•ืฉืึทื ื– ืื•ื™ืฃ ื“ืขื ืžืึทืจืง, ื‘ื™ื™ื“ืข ืกืงืึธืจื™ื ื’ ืžืึธื“ืขืœืก ืื•ืŸ ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ ืกื™ืกื˜ืขืžืขืŸ ื–ื™ืš. ืžื™ืจ ื ื•ืฆืŸ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืกื™ืกื˜ืขืžืขืŸ ืื™ืŸ ืื•ื ื“ื–ืขืจ ืคื™ืจืžืข. ืื‘ืขืจ ื“ื™ ื’ืขืฉืขืคื˜ ืื™ื– ื’ืจืึธื•ื™ื ื’, ื“ื™ื•ื•ืขืจืกืึทืคื™ื™ื™ื ื’, ื‘ื™ื™ื“ืข ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืงืœื™ื™ืึทื ืฅ ืื•ืŸ ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืคึผืจืึธื“ื•ืงื˜ืŸ ื’ืขืคึฟื™ื ื˜ ื–ืขื ืขืŸ ื™ื ืงืจื™ืกื™ื ื’, ืื•ืŸ ืฆื•ื–ืึทืžืขืŸ ืžื™ื˜ ื“ืขื, ื™ื™ื“ื™ืึทื– ื–ืขื ืขืŸ ื™ืžืขืจื“ื–ืฉื™ื ื’ ื•ื•ื™ ืฆื• ืคึฟืึทืจื‘ืขืกืขืจืŸ ื“ื™ ื™ื’ื–ื™ืกื˜ื™ื ื’ ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ ืคึผืจืึธืฆืขืก. ืึทื•ื•ืึทื“ืข ืžืขื ื˜ืฉืŸ ื•ื•ืึธืก ืึทืจื‘ืขื˜ ืžื™ื˜ ื“ื™ ื™ื’ื–ื™ืกื˜ื™ื ื’ ืกื™ืกื˜ืขื ื”ืึธื‘ืŸ ืคื™ืœืข ื’ืขื“ืื ืงืขืŸ ื•ื•ื™ ืฆื• ืžืึทื›ืŸ ืขืก ืกื™ืžืคึผืœืขืจ, ื‘ืขืกืขืจ, ืžืขืจ ื‘ืึทืงื•ื•ืขื, ืึธื‘ืขืจ ืžืืœ ื™ื™ื“ื™ืึทื– ืคื•ืŸ ืึทืจื•ื™ืก ื–ืขื ืขืŸ ื ื•ืฆื™ืง. ื“ื™ ื ื™ื• ื”ืึทืงืึทื˜ื”ืึธืŸ ืื™ื– ืึธืจื’ืึทื ื™ื–ื™ืจื˜ ืžื™ื˜ ื“ืขืจ ืฆื™ืœ ืคื•ืŸ ืงืึทืœืขืงื˜ื™ื ื’ ื’ืขื–ื•ื ื˜ ื’ืขื“ืื ืงืขืŸ.

ืึทืจื‘ืขื˜

ื“ื™ ื›ืึทืงืึทื˜ื”ืึธืŸ ืื™ื– ืคืืจื’ืขืงื•ืžืขืŸ ืื•ื™ืฃ ืคืขื‘ืจื•ืืจ 23. ื“ื™ ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ ื–ืขื ืขืŸ ื’ืขืคึฟื™ื ื˜ ืึท ืงืึทืžื‘ืึทื˜ ืึทืจื‘ืขื˜: ืฆื• ืึทื ื˜ื•ื•ื™ืงืœืขืŸ ืึท ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ ืกื™ืกื˜ืขื ื•ื•ืึธืก ื”ืื˜ ืฆื• ื˜ืจืขืคืŸ ืึท ื ื•ืžืขืจ ืคื•ืŸ ื‘ืื“ื™ื ื’ื•ื ื’ืขืŸ.

ืžื™ืจ ื”ืึธื‘ืŸ ื’ืขื–ืึธื’ื˜ ื•ื•ื™ ื“ื™ ื™ื’ื–ื™ืกื˜ื™ื ื’ ืกื™ืกื˜ืขื ืคืึทื ื’ืงืฉืึทื ื– ืื•ืŸ ื•ื•ืึธืก ืฉื•ื•ืขืจื™ืงื™ื™ื˜ืŸ ืฉื˜ื™ื™ืขืŸ ื‘ืขืฉืึทืก ื–ื™ื™ึทืŸ ืึธืคึผืขืจืึทืฆื™ืข, ื•ื•ื™ ื’ืขื–ื•ื ื˜ ื•ื•ื™ ื•ื•ืึธืก ื’ืขืฉืขืคื˜ ืฆื™ืœืŸ ื“ื™ ื“ืขื•ื•ืขืœืึธืคึผืขื“ ืคึผืœืึทื˜ืคืึธืจืžืข ื–ืึธืœ ื ืึธื›ื’ื™ื™ืŸ. ื“ื™ ืกื™ืกื˜ืขื ืžื•ื–ืŸ ื”ืึธื‘ืŸ ืึท ืฉื ืขืœ ืฆื™ื™ื˜-ืฆื•-ืžืึทืจืง ืคึฟืึทืจ ื“ืขื•ื•ืขืœืึธืคึผื™ื ื’ ื›ึผืœืœื™ื ืึทื–ื•ื™ ืึทื– ื“ื™ ืึทืจื‘ืขื˜ ืงืึธื“ ืคื•ืŸ ืึทื ืึทืœื™ืก ืงื•ืžื˜ ืื™ืŸ ืคึผืจืึธื“ื•ืงืฆื™ืข ื•ื•ื™ ื’ืขืฉื•ื•ื™ื ื“ ื•ื•ื™ ืžืขื’ืœืขืš. ืื•ืŸ ืคึฟืึทืจ ื“ื™ ื™ื ืงืึทืžื™ื ื’ ืœื•ื™ืคืŸ ืคื•ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–, ื“ื™ ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ ืฆื™ื™ื˜ ื–ืึธืœ ื˜ืขื ื“ ืฆื• ืึท ืžื™ื ื™ืžื•ื. ืื•ื™ืš, ื“ื™ ืกื™ืกื˜ืขื ื•ื•ืึธืก ืื™ื– ื“ืขื•ื•ืขืœืึธืคึผืขื“ ืžื•ื–ืŸ ื”ืึธื‘ืŸ ืงืจื™ื™ึทื–-ืคืึทืจืงื•ื™ืคืŸ ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื– ืื™ืŸ ืกื“ืจ ืฆื• ื’ืขื‘ืŸ ื“ืขื ืงืœื™ืขื ื˜ ื“ื™ ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืฆื• ืงื•ื™ืคืŸ ืื ื“ืขืจืข ืคื™ืจืžืข ืคึผืจืึธื“ื•ืงื˜ืŸ ืื•ื™ื‘ ื–ื™ื™ ื–ืขื ืขืŸ ื‘ืื•ื•ื™ืœื™ืงื˜ ื“ื•ืจืš ืื•ื ื“ื– ืื•ืŸ ื”ืึธื‘ืŸ ืคึผืึธื˜ืขื ืฆื™ืขืœ ืื™ื ื˜ืขืจืขืก ืคื•ืŸ ื“ืขื ืงืœื™ืขื ื˜.

ืขืก ืื™ื– ืงืœืึธืจ ืึทื– ืขืก ืื™ื– ืื•ืžืžืขื’ืœืขืš ืฆื• ืฉืจื™ื™ึทื‘ืŸ ืึท ื’ืจื™ื™ื˜-ืฆื•-ืžืขืœื“ื•ื ื’ ืคึผืจื•ื™ืขืงื˜ ื™ื‘ืขืจื ืึทื›ื˜ื™ืง ื•ื•ืึธืก ื•ื•ืขื˜ ื–ื™ื›ืขืจ ื’ื™ื™ืŸ ืื™ืŸ ืคึผืจืึธื“ื•ืงืฆื™ืข, ืื•ืŸ ืขืก ืื™ื– ื’ืึทื ืฅ ืฉื•ื•ืขืจ ืฆื• ื“ืขืงืŸ ื“ื™ ื’ืื ืฆืข ืกื™ืกื˜ืขื, ืึทื–ื•ื™ ืžื™ืจ ื–ืขื ืขืŸ ื’ืขื‘ืขื˜ืŸ ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ืœืคึผื—ื•ืช ื˜ื™ื™ืœ ืคื•ืŸ ืขืก. ื ื ื•ืžืขืจ ืคื•ืŸ ืจืขืงื•ื•ื™ืจืขืžืขื ืฅ ื–ืขื ืขืŸ ื’ืขื’ืจื™ื ื“ืขื˜ ืึทื– ื“ืขืจ ืคึผืจืึธื•ื˜ืึทื˜ื™ื™ืคึผ ืžื•ื–ืŸ ื‘ืึทืคืจื™ื“ื™ืงืŸ. ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืžืขื’ืœืขืš ืฆื• ืคึผืจื•ื‘ื™ืจืŸ ื‘ื™ื™ื“ืข ืฆื• ื“ืขืงืŸ ืึทืœืข ื“ื™ ืจืขืงื•ื•ื™ืจืขืžืขื ืฅ ืื™ืŸ ื–ื™ื™ืขืจ ื™ื ื˜ื™ื™ืขืจืžืึทื ื˜, ืื•ืŸ ืฆื• ืึทืจื‘ืขื˜ืŸ ืื™ืŸ ื“ืขื˜ืึทืœ ืื•ื™ืฃ ื™ื—ื™ื“ ืกืขืงืฉืึทื ื– ืคื•ืŸ ื“ืขืจ ืคึผืœืึทื˜ืคืึธืจืžืข ื•ื•ืึธืก ืื™ื– ื“ืขื•ื•ืขืœืึธืคึผืขื“.

ื•ื•ื™ ืคึฟืึทืจ ื˜ืขื›ื ืึธืœืึธื’ื™ืข, ืึทืœืข ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ ื–ืขื ืขืŸ ื’ืขื’ืขื‘ืŸ ื’ืึทื ืฅ ืคืจื™ื™ื”ื™ื™ื˜ ืคื•ืŸ ื‘ืจื™ืจื”. ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืžืขื’ืœืขืš ืฆื• ื ื•ืฆืŸ ืงื™ื™ืŸ ืงืึทื ืกืขืคึผืก ืื•ืŸ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื–: ื“ืึทื˜ืึท ืกื˜ืจื™ืžื™ื ื’, ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ, ื’ืขืฉืขืขื ื™ืฉ ืกืึธืจืกื™ื ื’, ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ืื•ืŸ ืื ื“ืขืจืข.

ืื•ื ื“ื–ืขืจ ืœื™ื™ื–ื•ื ื’

ื ืึธืš ืึท ื‘ื™ืกืœ ื‘ืจื™ื™ื ืกื˜ืึธืจืžื™ื ื’, ืžื™ืจ ื‘ืึทืฉืœืึธืกืŸ ืึทื– ืึท FaaS ืœื™ื™ื–ื•ื ื’ ื•ื•ืึธืœื˜ ื–ื™ื™ืŸ ื™ื“ืขืึทืœ ืคึฟืึทืจ ืงืึทืžืคึผืœื™ื˜ื™ื ื’ ื“ื™ ืึทืจื‘ืขื˜.

ืคึฟืึทืจ ื“ืขื ืœื™ื™ื–ื•ื ื’, ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื ื™ื™ื˜ื™ืง ืฆื• ื’ืขืคึฟื™ื ืขืŸ ืึท ืคึผืึทืกื™ืง ืกืขืจื•ื•ื™ืจืขืจืœืขืกืก ืคืจื™ื™ืžื•ื•ืขืจืง ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ื“ื™ ื›ึผืœืœื™ื ืคื•ืŸ ื“ื™ ื“ืขื•ื•ืขืœืึธืคึผื™ื ื’ ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ ืกื™ืกื˜ืขื. ื–ื™ื ื˜ Tinkoff ืึทืงื˜ื™ื•ื•ืœื™ ื ื™ืฆื˜ Kubernetes ืคึฟืึทืจ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ืคืึทืจื•ื•ืึทืœื˜ื•ื ื’, ืžื™ืจ ื’ืขืงื•ืงื˜ ืื•ื™ืฃ ืขื˜ืœืขื›ืข ืคืึทืจื˜ื™ืง ืกืึทืœื•ืฉืึทื ื– ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืขืก; ืื™ืš ื•ื•ืขืœ ื–ืึธื’ืŸ ืื™ืจ ืžืขืจ ื•ื•ืขื’ืŸ ืื™ื ืฉืคึผืขื˜ืขืจ.

ืฆื• ื’ืขืคึฟื™ื ืขืŸ ื“ื™ ืžืขืจืกื˜ ืขืคืขืงื˜ื™ื•ื• ืœื™ื™ื–ื•ื ื’, ืžื™ืจ ื’ืขืงื•ืงื˜ ืื•ื™ืฃ ื“ื™ ืคึผืจืึธื“ื•ืงื˜ ื•ื•ืึธืก ืื™ื– ื“ืขื•ื•ืขืœืึธืคึผืขื“ ื“ื•ืจืš ื“ื™ ืื•ื™ื’ืŸ ืคื•ืŸ ื“ื™ ื ื™ืฆืขืจืก. ื“ื™ ื”ื•ื™ืคึผื˜ ื ื™ืฆืขืจืก ืคื•ืŸ ืื•ื ื“ื–ืขืจ ืกื™ืกื˜ืขื ื–ืขื ืขืŸ ืึทื ืึทืœื™ืก ื™ื ื•ื•ืึทืœื•ื•ื“ ืื™ืŸ ื”ืขืจืฉืŸ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’. ื“ื™ ื›ึผืœืœื™ื ืžื•ื–ืŸ ื–ื™ื™ืŸ ื“ื™ืคึผืœื•ื™ื“ ืฆื• ื“ื™ ืกืขืจื•ื•ืขืจ, ืึธื“ืขืจ, ื•ื•ื™ ืื™ืŸ ืื•ื ื“ื–ืขืจ ืคืึทืœ, ื“ื™ืคึผืœื•ื™ื“ ืื™ืŸ ื“ื™ ื•ื•ืึธืœืงืŸ, ืคึฟืึทืจ ืกืึทื‘ืกืึทืงื•ื•ืึทื ื˜ ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ. ืคึฟื•ืŸ ื“ืขืจ ืคึผืขืจืกืคึผืขืงื˜ื™ื•ื• ืคื•ืŸ ืึทืŸ ืึทื ืึทืœื™ืกื˜, ื“ื™ ื•ื•ืึธืจืงืคืœืึธื•ื• ืงื•ืงื˜ ื•ื•ื™ ื“ืึธืก:

  1. ื“ืขืจ ืึทื ืึทืœื™ืกื˜ ืฉืจื™ื™ื‘ื˜ ืึท ืฉืจื™ืคื˜, ื”ืขืจืฉืŸ ืึธื“ืขืจ ML ืžืึธื“ืขืœ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ืึทื˜ืŸ ืคื•ืŸ ื“ื™ ื•ื•ืขืจื›ืึทื•ืก. ื•ื•ื™ ืึท ื˜ื™ื™ืœ ืคื•ืŸ ื“ื™ ื”ืึทืงืงืึทื˜ื”ืึธืŸ, ืžื™ืจ ื‘ืึทืฉืœืึธืกืŸ ืฆื• ื ื•ืฆืŸ Mongodb, ืึธื‘ืขืจ ื“ื™ ื‘ืจื™ืจื” ืคื•ืŸ ื“ืึทื˜ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ ืกื™ืกื˜ืขื ืื™ื– ื ื™ืฉื˜ ื•ื•ื™ื›ื˜ื™ืง ื“ืึธ.
  2. ื ืึธืš ื˜ืขืกื˜ื™ื ื’ ื“ื™ ื“ืขื•ื•ืขืœืึธืคึผืขื“ ื›ึผืœืœื™ื ืื•ื™ืฃ ื”ื™ืกื˜ืืจื™ืฉืข ื“ืึทื˜ืŸ, ื“ืขืจ ืึทื ืึทืœื™ืกื˜ ื•ืคึผืœืึธืึทื“ืก ื–ื™ื™ืŸ ืงืึธื“ ืฆื• ื“ื™ ืึทื“ืžื™ืŸ ื˜ืึทืคืœื™ืข.
  3. ืฆื• ืขื ืฉื•ืจ ื•ื•ืขืจื™ื™ื™ืฉืึทืŸ, ืึทืœืข ืงืึธื“ ื•ื•ืขื˜ ื’ื™ื™ืŸ ืฆื• Git ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ื–.
  4. ื“ื•ืจืš ื“ื™ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ืึธืจ ื˜ืึทืคืœื™ืข ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ืžืขื’ืœืขืš ืฆื• ืฆืขื•ื•ื™ืงืœืขืŸ ื“ื™ ืงืึธื“ ืื™ืŸ ื“ื™ ื•ื•ืึธืœืงืŸ ื•ื•ื™ ืึท ื‘ืึทื–ื•ื ื“ืขืจ ืคืึทื ื’ืงืฉืึทื ืึทืœ ืกืขืจื•ื•ืขืจืœืขืกืก ืžืึธื“ื•ืœืข.

ืขืจืฉื˜ ื“ืึทื˜ืŸ ืคื•ืŸ ืงืœื™ื™ืึทื ืฅ ืžื•ื–ืŸ ื“ื•ืจื›ื’ื™ื™ืŸ ืึท ืกืคึผืขืฉืึทืœื™ื™ื–ื“ ืขื ืจื™ื˜ืฉืžืขื ื˜ ื“ื™ื ืกื˜ ื“ื™ื–ื™ื™ื ื“ ืฆื• ื‘ืึทืจื™ื™ึทื›ืขืจืŸ ื“ื™ ืขืจืฉื˜ ื‘ืขื˜ืŸ ืžื™ื˜ ื“ืึทื˜ืŸ ืคื•ืŸ ื“ื™ ื•ื•ืขืจื›ืึทื•ืก. ืขืก ืื™ื– ื•ื•ื™ื›ื˜ื™ืง ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ื“ืขื ื“ื™ื ืกื˜ ืื™ืŸ ืึทื–ืึท ืึท ื•ื•ืขื’ ืึทื– ืขืก ื•ื•ืึธืœื˜ ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ ืึท ืื™ื™ืŸ ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ (ืคื•ืŸ ื•ื•ืึธืก ื“ืขืจ ืึทื ืึทืœื™ืกื˜ ื ืขืžื˜ ื“ืึทื˜ืŸ ื•ื•ืขืŸ ื“ืขื•ื•ืขืœืึธืคึผื™ื ื’ ื›ึผืœืœื™ื) ืฆื• ื”ืึทืœื˜ืŸ ืึท ื™ื•ื ืึทืคื™ื™ื“ ื“ืึทื˜ืŸ ืกื˜ืจื•ืงื˜ื•ืจ.

ืืคื™ืœื• ืื™ื™ื“ืขืจ ื“ื™ ื”ืึทืงืงืึทื˜ื”ืึธืŸ, ืžื™ืจ ื‘ืึทืฉืœืึธืกืŸ ืื•ื™ืฃ ื“ื™ ืกืขืจื•ื•ื™ืจืขืจืœืขืกืก ืคืจื™ื™ืžื•ื•ืขืจืง ื•ื•ืึธืก ืžื™ืจ ื•ื•ืขืœืŸ ื ื•ืฆืŸ. ื”ื™ื™ึทื ื˜ ืขืก ื–ืขื ืขืŸ ื’ืึทื ืฅ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ืื•ื™ืฃ ื“ื™ ืžืึทืจืง ื•ื•ืึธืก ื™ื ืกื˜ืจื•ืžืขื ื˜ ื“ืขื ืฆื•ื’ืึทื ื’. ื“ื™ ืžืขืจืกื˜ ืคืึธืœืงืก ืกืึทืœื•ืฉืึทื ื– ืื™ืŸ ื“ื™ Kubernetes ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ ื–ืขื ืขืŸ Fission, Open FaaS ืื•ืŸ Kubeless. ืขืก ื–ืขื ืขืŸ ืืคื™ืœื• ื’ื•ื˜ ืึทืจื˜ื™ืงืœ ืžื™ื˜ ื–ื™ื™ืขืจ ื‘ืึทืฉืจื™ื™ึทื‘ื•ื ื’ ืื•ืŸ ืงืึธืžืคึผืึทืจืึทื˜ื™ื•ื•ืข ืึทื ืึทืœื™ืกื™ืก.

ื ืึธืš ื•ื•ื™ื™ื™ื ื’ ืึทืœืข ื“ื™ ืคึผืจืึธืก ืื•ืŸ ืงืึธื ืก, ืžื™ืจ ืื•ื™ืกื“ืขืจื•ื•ื™ื™ืœื˜ ืคื™ืกืกื™ืึธืŸ. ื“ืขื ืกืขืจื•ื•ื™ืจืขืจืœืขืกืก ืคืจื™ื™ืžื•ื•ืขืจืง ืื™ื– ื’ืึทื ืฅ ื’ืจื™ื ื’ ืฆื• ืคื™ืจืŸ ืื•ืŸ ื˜ืจืขืคืŸ ื“ื™ ืจืขืงื•ื•ื™ืจืขืžืขื ืฅ ืคื•ืŸ ื“ื™ ืึทืจื‘ืขื˜.

ืฆื• ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ Fission, ืื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ืคึฟืึทืจืฉื˜ื™ื™ืŸ ืฆื•ื•ื™ื™ ื™ืงืขืจื“ื™ืง ืงืึทื ืกืขืคึผืก: ืคึฟื•ื ืงืฆื™ืข ืื•ืŸ ืกื•ื•ื™ื•ื•ืข. ื ืคึฟื•ื ืงืฆื™ืข ืื™ื– ืึท ืฉื˜ื™ืง ืคื•ืŸ ืงืึธื“ ื’ืขืฉืจื™ื‘ืŸ ืื™ืŸ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืฉืคึผืจืึทื›ืŸ ืคึฟืึทืจ ื•ื•ืึธืก ืขืก ืื™ื– ืึท ืคื™ืกื™ืึธืŸ ืกื•ื•ื™ื•ื•ืข. ืจืฉื™ืžื” ืคื•ืŸ ื™ื ื•ื•ื™ื™ืจืึทื ืžืึทื ืฅ ื™ืžืคึผืœืึทืžืขื ืึทื“ ืื™ืŸ ื“ืขื ืคืจื™ื™ืžื•ื•ืขืจืง ื›ื•ืœืœ Python, JS, Go, JVM ืื•ืŸ ืคื™ืœืข ืื ื“ืขืจืข ืคืึธืœืงืก ืฉืคึผืจืึทื›ืŸ ืื•ืŸ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื–.

ืคื™ืกืกื™ืึธืŸ ืื™ื– ืื•ื™ืš ื˜ื•ื™ื’ืขื•ื•ื“ื™ืง ืคื•ืŸ ืคึผืขืจืคืึธืจืžื™ื ื’ ืคืึทื ื’ืงืฉืึทื ื– ืฆืขื˜ื™ื™ืœื˜ ืื™ืŸ ืขื˜ืœืขื›ืข ื˜ืขืงืขืก, ืคืึทืจ-ืคึผืึทืงื™ื“ื–ืฉื“ ืื™ืŸ ืึทืŸ ืึทืจืงื™ื™ื•ื•. ื“ื™ ืึธืคึผืขืจืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ืคื™ืกืกื™ืึธืŸ ืื™ืŸ ืึท Kubernetes ืงื ื•ื™ืœ ืื™ื– ื™ื ืฉื•ืจื“ ื“ื•ืจืš ืกืคึผืขืฉืึทืœื™ื™ื–ื“ ืคึผืึธื“ืก, ื•ื•ืึธืก ื–ืขื ืขืŸ ื’ืขืจืื˜ืŸ ื“ื•ืจืš ื“ื™ ืคืจื™ื™ืžื•ื•ืขืจืง ื–ื™ืš. ืฆื• ื™ื ื˜ืขืจืึทืงื˜ ืžื™ื˜ ืงื ื•ื™ืœ ืคึผืึธื“ืก, ื™ืขื“ืขืจ ืคื•ื ืงืฆื™ืข ืžื•ื–ืŸ ื–ื™ื™ืŸ ืึทืกื™ื™ื ื“ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ืžืึทืจืฉืจื•ื˜, ืื•ืŸ ืฆื• ื•ื•ืึธืก ืื™ืจ ืงืขื ืขืŸ ืคืึธืจืŸ GET ืคึผืึทืจืึทืžืขื˜ืขืจืก ืึธื“ืขืจ ื‘ืขื˜ืŸ ื’ื•ืฃ ืื™ืŸ ื“ื™ ืคืึทืœ ืคื•ืŸ ืึท POST ื‘ืขื˜ืŸ.

ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ืžื™ืจ ืคึผืœืึทื ื ืขื“ ืฆื• ืงืจื™ื’ืŸ ืึท ืœื™ื™ื–ื•ื ื’ ื•ื•ืึธืก ื•ื•ืขื˜ ืœืึธื–ืŸ ืึทื ืึทืœื™ืก ืฆื• ืฆืขื•ื•ื™ืงืœืขืŸ ื“ืขื•ื•ืขืœืึธืคึผืขื“ ื”ืขืจืฉืŸ ืกืงืจื™ืคึผืก ืึธืŸ ื“ื™ ืึธื ื˜ื™ื™ืœ ืคื•ืŸ ืขื ื“ื–ืฉืึทื ื™ืจื– ืื•ืŸ ื“ืขื•ื•ืขืœืึธืคึผืขืจืก. ื“ืขืจ ื“ื™ืกืงืจื™ื™ื‘ื“ ืฆื•ื’ืึทื ื’ ืื•ื™ืš ื™ืœื™ืžืึทื ื™ื™ืฅ ื“ื™ ื ื•ื™ื˜ ืคึฟืึทืจ ื“ืขื•ื•ืขืœืึธืคึผืขืจืก ืฆื• ืจื™ืจื™ื™ื˜ ืึทื ืึทืœื™ืกื˜ ืงืึธื“ ืื™ืŸ ืืŸ ืื ื“ืขืจ ืฉืคึผืจืึทืš. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืคึฟืึทืจ ื“ื™ ืงืจืึทื ื˜ ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ ืกื™ืกื˜ืขื ืžื™ืจ ื ื•ืฆืŸ, ืžื™ืจ ืžื•ื–ืŸ ืฉืจื™ื™ึทื‘ืŸ ื›ึผืœืœื™ื ืื™ืŸ ื”ืขื›ืกื˜ ืกืคึผืขืฉืึทืœื™ื™ื–ื“ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ืื•ืŸ ืฉืคึผืจืึทื›ืŸ, ื“ื™ ืคืึทืจื ืขื ืคื•ืŸ ื•ื•ืึธืก ืื™ื– ื’ืึธืจ ืœื™ืžื™ื˜ืขื“, ืื•ืŸ ืขืก ืื™ื– ืื•ื™ืš ืึท ืฉื˜ืึทืจืง ืึธืคืขื ื’ื™ืงื™ื™ึทื˜ ืื•ื™ืฃ ื“ื™ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืกืขืจื•ื•ืขืจ, ื•ื•ื™ื™ึทืœ ืึทืœืข ืคึผืœืึทืŸ ื‘ืึทื ืง ื›ึผืœืœื™ื ื–ืขื ืขืŸ ื“ื™ืคึผืœื•ื™ื“ ืื™ืŸ ืึท ืื™ื™ืŸ ืกื•ื•ื™ื•ื•ืข. ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ืฆื• ืฆืขื•ื•ื™ืงืœืขืŸ ื ื™ื™ึทืข ื›ึผืœืœื™ื, ืขืก ืื™ื– ื ื™ื™ื˜ื™ืง ืฆื• ืžืขืœื“ื•ื ื’ ื“ื™ ื’ืื ืฆืข ืกื™ืกื˜ืขื.

ืื™ืŸ ืื•ื ื“ื–ืขืจ ืคืืจื’ืขืœื™ื™ื’ื˜ ืœื™ื™ื–ื•ื ื’, ืขืก ืื™ื– ื ื™ื˜ ื“ืึทืจืคึฟืŸ ืฆื• ืžืขืœื“ื•ื ื’ ื›ึผืœืœื™ื; ื“ื™ ืงืึธื“ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืœื™ื™ื›ื˜ ื“ื™ืคึผืœื•ื™ื“ ืžื™ื˜ ื“ื™ ืงืœื™ืงื™ื ื’ ืคื•ืŸ ืึท ืงื ืขืคึผืœ. ืื•ื™ืš, ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ืคืึทืจื•ื•ืึทืœื˜ื•ื ื’ ืื™ืŸ Kubernetes ืึทืœืึทื•ื– ืื™ืจ ื ื™ืฉื˜ ืฆื• ื˜ืจืึทื›ื˜ืŸ ื•ื•ืขื’ืŸ ืžืึทืกืข ืื•ืŸ ืกืงื™ื™ืœื™ื ื’; ืึทื–ืึท ืคึผืจืึธื‘ืœืขืžืก ื–ืขื ืขืŸ ืกืึทืœื•ื•ื“ ืื•ื™ืก ืคื•ืŸ ื“ื™ ืงืขืกื˜ืœ. ืื•ืŸ ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ ืื™ื™ืŸ ื“ืึทื˜ืŸ ื•ื•ืขืจื›ืึทื•ืก ื™ืœื™ืžืึทื ื™ื™ืฅ ื“ื™ ื ื•ื™ื˜ ืฆื• ืคืึทืจื’ืœื™ื™ึทื›ืŸ ืคืึทืงื˜ื™ืฉ-ืฆื™ื™ื˜ ื“ืึทื˜ืŸ ืžื™ื˜ ื”ื™ืกื˜ืืจื™ืฉืข ื“ืึทื˜ืŸ, ื•ื•ืึธืก ืกื™ืžืคึผืœืึทืคื™ื™ื– ื“ื™ ืึทื ืึทืœื™ืกื˜ ืึทืจื‘ืขื˜.

ื•ื•ืึธืก ืžื™ืจ ื”ืึธื‘ืŸ

ื–ื™ื ื˜ ืžื™ืจ ื–ืขื ืขืŸ ื’ืขืงื•ืžืขืŸ ืฆื• ื“ื™ ื”ืึทืงืึทื˜ื”ืึธืŸ ืžื™ื˜ ืึท ืคืึทืจื˜ื™ืง ืœื™ื™ื–ื•ื ื’ (ืื™ืŸ ืื•ื ื“ื–ืขืจ ืคืึทื ื˜ืึทืกื™ื–), ืึทืœืข ืžื™ืจ ื”ืึธื‘ืŸ ืฆื• ื˜ืึธืŸ ืื™ื– ื’ืขืจ ืึทืœืข ืื•ื ื“ื–ืขืจ ื’ืขื“ืื ืงืขืŸ ืื™ืŸ ืฉื•ืจื•ืช ืคื•ืŸ ืงืึธื“.

ื“ืขืจ ืฉืœื™ืกืœ ืฆื• ื”ืฆืœื—ื” ืื™ืŸ ืงื™ื™ืŸ ื”ืึทืงืึทื˜ื”ืึธืŸ ืื™ื– ืฆื•ื’ืจื™ื™ื˜ื•ื ื’ ืื•ืŸ ืึท ื’ืขื–ื•ื ื˜-ื’ืขืฉืจื™ื‘ืŸ ืคึผืœืึทืŸ. ื“ืขืจื™ื‘ืขืจ, ื“ืขืจ ืขืจืฉื˜ืขืจ ื–ืึทืš ืžื™ืจ ื”ืื‘ืŸ ืื™ื– ื’ืขื•ื•ืขืŸ ื‘ืึทืฉืœื™ืกืŸ ื•ื•ืึธืก ืžืึทื“ื–ืฉื•ืœื– ืื•ื ื“ื–ืขืจ ืกื™ืกื˜ืขื ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ ื•ื•ืึธืœื˜ ืฆื•ื ื•ื™ืคืฉื˜ืขืœื  ื–ื™ืš ืคื•ืŸ ืื•ืŸ ื•ื•ืึธืก ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ืžื™ืจ ื•ื•ืึธืœื˜ ื ื•ืฆืŸ.

ื“ื™ ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ ืคื•ืŸ ืื•ื ื“ื–ืขืจ ืคึผืจื•ื™ืขืงื˜ ืื™ื– ื’ืขื•ื•ืขืŸ ื•ื•ื™ ื’ื™ื™ื˜:

ื•ื•ื™ ืžื™ืจ ื’ืขืžืื›ื˜ ื•ื•ืึธืœืงืŸ FaaS ื™ืŸ Kubernetes ืื•ืŸ ื•ื•ืึทืŸ ื“ื™ ื˜ื™ื ืงืึธืคืฃ ื”ืึทืงืงืึทื˜ื”ืึธืŸ
ื“ืขืจ ื“ื™ืึทื’ืจืึทืžืข ื•ื•ื™ื™ื–ื˜ ืฆื•ื•ื™ื™ ืคึผืึธื–ื™ืฆื™ืข ืคื•ื ืงื˜ืŸ, ื“ืขืจ ืึทื ืึทืœื™ืกื˜ (ื“ืขืจ ื”ื•ื™ืคึผื˜ ื‘ืึทื ื™ืฆืขืจ ืคื•ืŸ ืื•ื ื“ื–ืขืจ ืกื™ืกื˜ืขื) ืื•ืŸ ื“ืขืจ ืงืœื™ืขื ื˜.

ื“ืขืจ ืึทืจื‘ืขื˜ ืคึผืจืึธืฆืขืก ืื™ื– ืกื˜ืจืึทืงื˜ืฉืขืจื“ ื•ื•ื™ ื“ืึธืก. ื“ืขืจ ืึทื ืึทืœื™ืกื˜ ื“ืขื•ื•ืขืœืึธืคึผืก ืึท ื”ืขืจืฉืŸ ืคึฟื•ื ืงืฆื™ืข ืื•ืŸ ืึท ื“ืึทื˜ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคึฟื•ื ืงืฆื™ืข ืคึฟืึทืจ ื–ื™ื™ืŸ ืžืึธื“ืขืœ, ืกื˜ืึธืจื“ ื–ื™ื™ืŸ ืงืึธื“ ืื™ืŸ ืึท Git ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ ืื•ืŸ ื“ื™ืคึผืœื•ื™ื“ ื–ื™ื™ืŸ ืžืึธื“ืขืœ ืฆื• ื“ื™ ื•ื•ืึธืœืงืŸ ื“ื•ืจืš ื“ื™ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ืึธืจ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ. ื–ืืœ ืก ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื•ื•ื™ ื“ื™ ื“ื™ืคึผืœื•ื™ื“ ืคื•ื ืงืฆื™ืข ื•ื•ืขื˜ ื–ื™ื™ืŸ ื’ืขืจื•ืคึฟืŸ ืื•ืŸ ืžืึทื›ืŸ ื“ื™ืกื™ื–ืฉืึทื ื– ืื•ื™ืฃ ื™ื ืงืึทืžื™ื ื’ ืจื™ืงื•ื•ืขืก ืคื•ืŸ ืงืœื™ื™ืึทื ืฅ:

  1. ื“ืขืจ ืงืœื™ืขื ื˜ ืคื™ืœื˜ ืื•ื™ืก ืึท ืคืึธืจืขื ืื•ื™ืฃ ื“ืขื ื•ื•ืขื‘ื–ื™ื™ึทื˜ืœ ืื•ืŸ ืกืขื ื“ื– ื–ื™ื™ืŸ ื‘ืงืฉื” ืฆื• ื“ื™ ืงืึธื ื˜ืจืึธืœืœืขืจ. ืึท ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืื•ื™ืฃ ื•ื•ืึธืก ืึท ื‘ืึทืฉืœื•ืก ื“ืึทืจืฃ ื–ื™ื™ืŸ ื’ืขืžืื›ื˜ ืงื•ืžื˜ ืฆื• ื“ื™ ืกื™ืกื˜ืขื ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘ ืื•ืŸ ืื™ื– ืจืขืงืึธืจื“ืขื“ ืื™ืŸ ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก ืื™ืŸ ื–ื™ื™ืŸ ืึธืจื™ื’ื™ื ืขืœ ืคืึธืจืขื.
  2. ื“ืขืจื ืึธืš, ื“ื™ ืจื•ื™ ื‘ืขื˜ืŸ ืื™ื– ื’ืขืฉื™ืงื˜ ืคึฟืึทืจ ืขื ืจื™ื˜ืฉืžืขื ื˜, ืื•ื™ื‘ ื ื™ื™ื˜ื™ืง. ืื™ืจ ืงืขื ืขืŸ ื”ืขืกืึธืคืข ื“ื™ ืขืจืฉื˜ ื‘ืขื˜ืŸ ืžื™ื˜ ื“ืึทื˜ืŸ ื‘ื™ื™ื“ืข ืคึฟื•ืŸ ืคื•ื ื“ืจื•ื™ืกื ื“ื™ืง ื‘ืึทื“ื™ื ื•ื ื’ืก ืื•ืŸ ืคึฟื•ืŸ ื“ื™ ืกื˜ืึธืจื™ื“ื–ืฉ. ื“ื™ ืจื™ื–ืึทืœื˜ื™ื ื’ ืขื ืจื™ื˜ืฉื˜ ืึธื ืคึฟืจืขื’ ืื™ื– ืื•ื™ืš ืกื˜ืึธืจื“ ืื™ืŸ ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก.
  3. ื“ื™ ืึทื ืึทืœื™ืกื˜ ืคึฟื•ื ืงืฆื™ืข ืื™ื– ืœืึธื ื˜ืฉื˜, ื•ื•ืึธืก ื ืขืžื˜ ืึทืŸ ืขื ืจื™ื˜ืฉื˜ ืึธื ืคึฟืจืขื’ ื•ื•ื™ ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘ ืื•ืŸ ื˜ืจืื’ื˜ ืึท ืœื™ื™ื–ื•ื ื’, ื•ื•ืึธืก ืื™ื– ืื•ื™ืš ื’ืขืฉืจื™ื‘ืŸ ืฆื• ื“ื™ ืกื˜ืึธืจื™ื“ื–ืฉ.

ืžื™ืจ ื‘ืึทืฉืœืึธืกืŸ ืฆื• ื ื•ืฆืŸ MongoDB ื•ื•ื™ ืึท ืกื˜ืึธืจื™ื“ื–ืฉ ืื™ืŸ ืื•ื ื“ื–ืขืจ ืกื™ืกื˜ืขื ืจืขื›ื˜ ืฆื• ื“ืขืจ ื“ืึธืงื•ืžืขื ื˜-ืึธืจื™ืขื ื˜ื™ื“ ืกื˜ืึธืจื™ื“ื–ืฉ ืคื•ืŸ ื“ืึทื˜ืŸ ืื™ืŸ ื“ื™ ืคืึธืจืขื ืคื•ืŸ JSON ื“ืึธืงื•ืžืขื ื˜ืŸ, ื–ื™ื ื˜ ื“ื™ ืขื ืจื™ื˜ืฉืžืขื ื˜ ื‘ืึทื“ื™ื ื•ื ื’ืก, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ ื‘ืขื˜ืŸ, ืึทื’ืจืึทื’ื™ื™ื˜ืึทื“ ืึทืœืข ื“ืึทื˜ืŸ ื“ื•ืจืš REST ืงืึทื ื˜ืจืึธื•ืœืขืจื–.

ืึทื–ื•ื™, ืžื™ืจ ื”ืึธื‘ืŸ XNUMX ืฉืขื” ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ื“ื™ ืคึผืœืึทื˜ืคืึธืจืžืข. ืžื™ืจ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื“ื™ ืจืึธืœืขืก ื’ืึทื ืฅ ื”ืฆืœื—ื”; ื™ืขื“ืขืจ ืžืึทื ืฉืึทืคึฟื˜ ืžื™ื˜ื’ืœื™ื“ ื”ืื˜ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ื’ืขื’ื ื˜ ืคื•ืŸ ืคึฟืึทืจืึทื ื˜ื•ื•ืึธืจื˜ืœืขื›ืงื™ื™ื˜ ืื™ืŸ ืื•ื ื“ื–ืขืจ ืคึผืจื•ื™ืขืงื˜:

  1. ืคืจืึธื ื˜-ืกื•ืฃ ืึทื“ืžื™ืŸ ืคึผืึทื ืึทืœื– ืคึฟืึทืจ ื“ื™ ืึทืจื‘ืขื˜ ืคื•ืŸ ื“ื™ ืึทื ืึทืœื™ืกื˜, ื“ื•ืจืš ื•ื•ืึธืก ืขืจ ืงืขืŸ ืืจืืคืงืืคื™ืข ื›ึผืœืœื™ื ืคื•ืŸ ื“ื™ ื•ื•ืขืจืกื™ืข ืงืึธื ื˜ืจืึธืœ ืกื™ืกื˜ืขื ืคื•ืŸ ื’ืขืฉืจื™ื‘ืŸ ืกืงืจื™ืคึผืก, ืกืขืœืขืงื˜ื™ืจืŸ ืึธืคึผืฆื™ืขืก ืคึฟืึทืจ ื‘ืึทืจื™ื™ึทื›ืขืจืŸ ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘ ื“ืึทื˜ืŸ ืื•ืŸ ืจืขื“ืึทื’ื™ืจืŸ ื”ืขืจืฉืŸ ืกืงืจื™ืคึผืก ืึธื ืœื™ื™ืŸ.
  2. ื‘ืึทืงืขื ื“ ืึทื“ืžื™ืŸ, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ REST API ืคึฟืึทืจ ื“ื™ ืคืจืึธื ื˜ ืื•ืŸ ื™ื ืึทื’ืจื™ื™ืฉืึทืŸ ืžื™ื˜ VCS.
  3. ื‘ืึทืฉื˜ืขื˜ื™ืงืŸ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ ืื™ืŸ Google ืงืœืึธื•ื“ ืื•ืŸ ื“ืขื•ื•ืขืœืึธืคึผื™ื ื’ ืึท ื“ื™ื ืกื˜ ืคึฟืึทืจ ื‘ืึทืจื™ื™ึทื›ืขืจืŸ ืžืงื•ืจ ื“ืึทื˜ืŸ.
  4. ื ืžืึธื“ื•ืœืข ืคึฟืึทืจ ื™ื ื˜ืึทื’ืจื™ื™ื˜ื™ื ื’ ื“ื™ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ืึธืจ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืžื™ื˜ ื“ื™ ืกืขืจื•ื•ื™ืจืขืจืœืขืกืก ืคืจื™ื™ืžื•ื•ืขืจืง ืคึฟืึทืจ ืกืึทื‘ืกืึทืงื•ื•ืึทื ื˜ ื“ื™ืคึผืœื•ื™ืžืึทื ื˜ ืคื•ืŸ ื›ึผืœืœื™ื.
  5. ืกืงืจื™ืคึผืก ืคื•ืŸ ื›ึผืœืœื™ื ืคึฟืึทืจ ื˜ืขืกื˜ื™ื ื’ ื“ื™ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคื•ืŸ ื“ื™ ื’ืื ืฆืข ืกื™ืกื˜ืขื ืื•ืŸ ืึทื’ื’ืจืขื’ืึทื˜ื™ืึธืŸ ืคื•ืŸ ืึทื ืึทืœื™ื˜ื™ืงืก ืื•ื™ืฃ ื™ื ืงืึทืžื™ื ื’ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– (ื“ื™ืกื™ื–ืฉืึทื ื– ื’ืขืžืื›ื˜) ืคึฟืึทืจ ื“ื™ ืœืขืฆื˜ ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ.

ื–ืืœ ืก ืึธื ื”ื™ื™ื‘ืŸ ืื™ืŸ ืกื“ืจ.

ืื•ื ื“ื–ืขืจ ืคืจืึธื ื˜ืขื ื“ ืื™ื– ื’ืขืฉืจื™ื‘ืŸ ืื™ืŸ ืึทื ื’ื•ืœืึทืจ 7 ืžื™ื˜ ื“ื™ ื‘ืึทื ืงื™ื ื’ ื•ื™ ืงื™ื˜. ื“ื™ ืœืขืฆื˜ ื•ื•ืขืจืกื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ืึธืจ ื˜ืึทืคืœื™ืข ื’ืขืงื•ืงื˜ ื•ื•ื™ ื“ืึธืก:

ื•ื•ื™ ืžื™ืจ ื’ืขืžืื›ื˜ ื•ื•ืึธืœืงืŸ FaaS ื™ืŸ Kubernetes ืื•ืŸ ื•ื•ืึทืŸ ื“ื™ ื˜ื™ื ืงืึธืคืฃ ื”ืึทืงืงืึทื˜ื”ืึธืŸ
ื–ื™ื ื˜ ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืงืœื™ื™ืŸ ืฆื™ื™ื˜, ืžื™ืจ ื’ืขืคืจื•ื•ื•ื˜ ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ื‘ืœื•ื™ื– ื“ื™ ืฉืœื™ืกืœ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™. ืฆื• ืฆืขื•ื•ื™ืงืœืขืŸ ืึท ืคื•ื ืงืฆื™ืข ืื™ืŸ ื“ื™ Kubernetes ืงื ื•ื™ืœ, ืขืก ืื™ื– ื ื™ื™ื˜ื™ืง ืฆื• ืื•ื™ืกืงืœื™ื™ึทื‘ืŸ ืึท ื’ืขืฉืขืขื ื™ืฉ (ืึท ื“ื™ื ืกื˜ ืคึฟืึทืจ ื•ื•ืึธืก ืึท ื”ืขืจืฉืŸ ื“ืึทืจืฃ ื–ื™ื™ืŸ ื“ื™ืคึผืœื•ื™ื“ ืื™ืŸ ื“ื™ ื•ื•ืึธืœืงืŸ) ืื•ืŸ ื“ื™ ืงืึธื“ ืคื•ืŸ ื“ื™ ืคื•ื ืงืฆื™ืข ื•ื•ืึธืก ื™ืžืคึผืœืึทืžืึทื ืฅ ื“ื™ ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ ืœืึธื’ื™ืง. ืคึฟืึทืจ ื™ืขื“ืขืจ ื“ื™ืคึผืœื•ื™ืžืึทื ื˜ ืคื•ืŸ ืึท ื”ืขืจืฉืŸ ืคึฟืึทืจ ื“ื™ ืื•ื™ืกื’ืขืงืœื™ื‘ืŸ ื“ื™ื ืกื˜, ืžื™ืจ ื’ืขืฉืจื™ื‘ืŸ ืึท ืงืœืึธืฅ ืคื•ืŸ ื“ืขื ื’ืขืฉืขืขื ื™ืฉ. ืื™ืŸ ื“ื™ ืึทื“ืžื™ืŸ ื˜ืึทืคืœื™ืข ืื™ืจ ืงืขื ืขืŸ ื–ืขืŸ ืœืึธื’ืก ืคื•ืŸ ืึทืœืข ื’ืขืฉืขืขื ื™ืฉืŸ.

ื›ืœ ืคื•ื ืงืฆื™ืข ืงืึธื“ ืื™ื– ืกื˜ืึธืจื“ ืื™ืŸ ืึท ื•ื•ื™ื™ึทื˜ ื’ื™ื˜ ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™, ื•ื•ืึธืก ืื•ื™ืš ื”ืื˜ ืฆื• ื–ื™ื™ืŸ ืฉื˜ืขืœืŸ ืื™ืŸ ื“ื™ ืึทื“ืžื™ืŸ ื˜ืึทืคืœื™ืข. ืฆื• ื•ื•ืขืจืกื™ืข ื“ื™ ืงืึธื“, ืึทืœืข ืคืึทื ื’ืงืฉืึทื ื– ื–ืขื ืขืŸ ืกื˜ืึธืจื“ ืื™ืŸ ืคืึทืจืฉื™ื“ืขื ืข ืฆื•ื•ื™ื™ื’ืŸ ืคื•ืŸ ื“ื™ ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™. ื“ืขืจ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ืึธืจ ื˜ืึทืคืœื™ืข ืื•ื™ืš ื’ื™ื˜ ื“ื™ ืคื™ื™ื™ืงื™ื™ื˜ ืฆื• ืžืึทื›ืŸ ืึทื“ื–ืฉืึทืกื˜ืžืึทื ืฅ ืฆื• ื’ืขืฉืจื™ื‘ืŸ ืกืงืจื™ืคึผืก, ืึทื–ื•ื™ ืึทื– ืื™ื™ื“ืขืจ ื“ื™ืคึผืœื•ื™ื™ื ื’ ืึท ืคึฟื•ื ืงืฆื™ืข ืฆื• ืคึผืจืึธื“ื•ืงืฆื™ืข, ืื™ืจ ืงืขื ืขืŸ ื ื™ื˜ ื‘ืœื•ื™ื– ืงืึธื ื˜ืจืึธืœื™ืจืŸ ื“ื™ ื’ืขืฉืจื™ื‘ืŸ ืงืึธื“, ืึธื‘ืขืจ ืื•ื™ืš ืžืึทื›ืŸ ื“ื™ ื ื™ื™ื˜ื™ืง ืขื ื“ืขืจื•ื ื’ืขืŸ.

ื•ื•ื™ ืžื™ืจ ื’ืขืžืื›ื˜ ื•ื•ืึธืœืงืŸ FaaS ื™ืŸ Kubernetes ืื•ืŸ ื•ื•ืึทืŸ ื“ื™ ื˜ื™ื ืงืึธืคืฃ ื”ืึทืงืงืึทื˜ื”ืึธืŸ
ืื™ืŸ ืึทื“ื™ืฉืึทืŸ ืฆื• ื“ื™ ื›ึผืœืœื™ื ืคืึทื ื’ืงืฉืึทื ื–, ืžื™ืจ ืื•ื™ืš ื™ืžืคึผืœืึทืžืขื ืึทื“ ื“ื™ ืคื™ื™ื™ืงื™ื™ื˜ ืฆื• ื‘ื™ืกืœืขื›ื•ื•ื™ื™ึทื– ื‘ืึทืจื™ื™ึทื›ืขืจืŸ ื“ื™ ืžืงื•ืจ ื“ืึทื˜ืŸ ืžื™ื˜ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคืึทื ื’ืงืฉืึทื ื–, ื“ื™ ืงืึธื“ ืคื•ืŸ ื•ื•ืึธืก ืื™ื– ืื•ื™ืš ืกืงืจื™ืคึผืก ืื™ืŸ ื•ื•ืึธืก ืขืก ืื™ื– ืžืขื’ืœืขืš ืฆื• ื’ื™ื™ืŸ ืฆื• ื“ื™ ื“ืึทื˜ืŸ ื•ื•ืขืจื›ืึทื•ืก, ืจื•ืคืŸ ื“ืจื™ื˜-ืคึผืึทืจื˜ื™ื™ ื‘ืึทื“ื™ื ื•ื ื’ืก ืื•ืŸ ื“ื•ืจื›ืคื™ืจืŸ ืคึผืจื™ืœื™ืžืึทื ืขืจื™ ื—ืฉื‘ื•ื ื•ืช . ืฆื• ื‘ืึทื•ื•ื™ื™ึทื–ืŸ ืื•ื ื“ื–ืขืจ ืœื™ื™ื–ื•ื ื’, ืžื™ืจ ืงืึทืœืงื™ืึทืœื™ื™ื˜ื™ื“ ื“ื™ ื–ืึธื“ื™ืึทืง ืฆื™ื™ื›ืŸ ืคื•ืŸ ื“ืขื ืงืœื™ืขื ื˜ ื•ื•ืึธืก ืœื™ื ืงืก ื“ืขืจ ื‘ืงืฉื” ืื•ืŸ ื‘ืืฉืœืืกืŸ ื–ื™ื™ืŸ ืจื™ืจืขื•ื•ื“ื™ืง ืึธืคึผืขืจืึทื˜ืึธืจ ื ื™ืฆืŸ ืึท ื“ืจื™ื˜-ืคึผืึทืจื˜ื™ื™ REST ื“ื™ื ืกื˜.

ื“ื™ ื‘ืึทืงืขื ื“ ืคื•ืŸ ื“ืขืจ ืคึผืœืึทื˜ืคืึธืจืžืข ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืขืฉืจื™ื‘ืŸ ืื™ืŸ Java ืื•ืŸ ื™ืžืคึผืœืึทืžืขื ืึทื“ ื•ื•ื™ ืึท ืกืคึผืจื™ื ื’ ื‘ืึธืึธื˜ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ. ืžื™ืจ ื˜ื›ื™ืœืขืก ืคึผืœืึทื ื ืขื“ ืฆื• ื ื•ืฆืŸ Postgres ืฆื• ืงืจืึธื ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ืึธืจ ื“ืึทื˜ืŸ, ืึธื‘ืขืจ, ื•ื•ื™ ืึท ื˜ื™ื™ืœ ืคื•ืŸ ื“ื™ ื”ืึทืงืึทื˜ื”ืึธืŸ, ืžื™ืจ ื‘ืึทืฉืœืึธืกืŸ ืฆื• ื‘ืึทื’ืจืขื ืขืฆืŸ ื–ื™ืš ืฆื• ืึท ืคึผืฉื•ื˜ H2 ืื™ืŸ ืกื“ืจ ืฆื• ืฉืคึผืึธืจืŸ ืฆื™ื™ื˜. ืื•ื™ืฃ ื“ื™ ื‘ืึทืงืขื ื“, ื™ื ืึทื’ืจื™ื™ืฉืึทืŸ ืžื™ื˜ Bitbucket ืื™ื– ื™ืžืคึผืœืึทืžืขื ืึทื“ ืฆื• ื•ื•ืขืจืกื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืึธื ืคึฟืจืขื’ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคืึทื ื’ืงืฉืึทื ื– ืื•ืŸ ื”ืขืจืฉืŸ ืกืงืจื™ืคึผืก. ืคึฟืึทืจ ื™ื ืึทื’ืจื™ื™ืฉืึทืŸ ืžื™ื˜ ื•ื•ื™ื™ึทื˜ Git ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ื–, ืžื™ืจ ื’ืขื•ื•ื™ื™ื ื˜ JGit ื‘ื™ื‘ืœื™ืึธื˜ืขืง, ื•ื•ืึธืก ืื™ื– ืึท ืžื™ืŸ ืคื•ืŸ ืจืึทืคึผืขืจ ืื™ื‘ืขืจ CLI ืงืึทืžืึทื ื“ื–, ืึทืœืึทื•ื™ื ื’ ืื™ืจ ืฆื• ื•ื™ืกืคื™ืจืŸ ืงื™ื™ืŸ ื’ื™ื˜ ื™ื ืกื˜ืจืึทืงืฉืึทื ื– ื ื™ืฆืŸ ืึท ื‘ืึทืงื•ื•ืขื ื•ื•ื™ื™ื›ื•ื•ืืจื’ ืฆื•ื‘ื™ื ื“. ืึทื–ื•ื™ ืžื™ืจ ื”ืึธื‘ืŸ ืฆื•ื•ื™ื™ ื‘ืึทื–ื•ื ื“ืขืจ ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ื– ืคึฟืึทืจ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืคืึทื ื’ืงืฉืึทื ื– ืื•ืŸ ื›ึผืœืœื™ื, ืื•ืŸ ืึทืœืข ื“ื™ ืกืงืจื™ืคึผืก ื–ืขื ืขืŸ ืฆืขื˜ื™ื™ืœื˜ ืื™ืŸ ื“ื™ื™ืจืขืงื˜ืขืจื™ื–. ื“ื•ืจืš ื“ื™ ื•ื™ ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืžืขื’ืœืขืš ืฆื• ืื•ื™ืกืงืœื™ื™ึทื‘ืŸ ื“ื™ ืœืขืฆื˜ืข ื™ื‘ืขืจื’ืขื‘ืŸ ืคื•ืŸ ืึท ืฉืจื™ืคื˜ ืคื•ืŸ ืึท ืึทืจื‘ื™ื˜ืจืึทืจื™ืฉ ืฆื•ื•ื™ื™ึทื’ ืคื•ืŸ ื“ื™ ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™. ื•ื•ืขืŸ ืื™ืจ ืžืึทื›ืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืฆื• ื“ื™ ืงืึธื“ ื“ื•ืจืš ื“ื™ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ืึธืจ ื˜ืึทืคืœื™ืข, ืงืึทืžื™ืฅ ืคื•ืŸ ื“ื™ ื˜ืฉื™ื™ื ื“ื–ืฉื“ ืงืึธื“ ื–ืขื ืขืŸ ื‘ืืฉืืคืŸ ืื™ืŸ ื•ื•ื™ื™ึทื˜ ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ื–.

ืฆื• ื™ื ืกื˜ืจื•ืžืขื ื˜ ืื•ื ื“ื–ืขืจ ื’ืขื“ืึทื ืง, ืžื™ืจ ื“ืืจืฃ ืคึผืึทืกื™ืง ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ. ืžื™ืจ ื‘ืึทืฉืœืึธืกืŸ ืฆื• ืฆืขื•ื•ื™ืงืœืขืŸ ืื•ื ื“ื–ืขืจ Kubernetes ืงื ื•ื™ืœ ืื™ืŸ ื“ื™ ื•ื•ืึธืœืงืŸ. ืื•ื ื“ื–ืขืจ ื‘ืจื™ืจื” ืื™ื– ื’ืขื•ื•ืขืŸ Google Cloud Platform. ื“ื™ Fission ืกืขืจื•ื•ืขืจืœืขืกืก ืคืจื™ื™ืžื•ื•ืขืจืง ืื™ื– ื’ืขื•ื•ืขืŸ ืื™ื ืกื˜ืึทืœื™ืจืŸ ืื•ื™ืฃ ืึท Kubernetes ืงื ื•ื™ืœ, ื•ื•ืึธืก ืžื™ืจ ื“ื™ืคึผืœื•ื™ื“ ืื™ืŸ Gcloud. ื˜ื›ื™ืœืขืก, ื“ื™ ืžืงื•ืจ ื“ืึทื˜ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ื“ื™ื ืกื˜ ืื™ื– ื™ืžืคึผืœืึทืžืขื ืึทื“ ื•ื•ื™ ืึท ื‘ืึทื–ื•ื ื“ืขืจ ื–'ืื‘ื ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืืœื ื’ืขื•ื•ื™ืงืœื˜ ืื™ืŸ ืึท ืคึผืึธื“ ืื™ืŸ ื“ื™ ืง8ืก ืงื ื•ื™ืœ. ืึธื‘ืขืจ ื ืึธืš ืึท ืคึผืจื™ืœื™ืžืึทื ืขืจื™ ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ ืคื•ืŸ ืื•ื ื“ื–ืขืจ ืคึผืจื•ื™ืขืงื˜ ืื™ืŸ ื“ื™ ืžื™ื˜ืŸ ืคื•ืŸ ื“ื™ ื›ืึทืงืึทื˜ื”ืึธืŸ, ืžื™ืจ ื–ืขื ืขืŸ ืจืขืงืึทืžืขื ื“ื™ื“ ืฆื• ืžืึทื›ืŸ ื“ื™ ืขื ืจื™ื˜ืฉืžืขื ื˜ ื“ื™ื ืกื˜ ืžืขืจ ืคืœืขืงืกืึทื‘ืึทืœ ืฆื• ืฆื•ืฉื˜ืขืœืŸ ื“ื™ ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืฆื• ืงืœื™ื™ึทื‘ืŸ ื•ื•ื™ ืฆื• ื‘ืึทืจื™ื™ึทื›ืขืจืŸ ื“ื™ ืจื•ื™ ื“ืึทื˜ืŸ ืคื•ืŸ ื™ื ืงืึทืžื™ื ื’ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–. ืื•ืŸ ืžื™ืจ ื”ืึธื‘ืŸ ืงื™ื™ืŸ ื‘ืจื™ืจื” ืึธื‘ืขืจ ืฆื• ืžืึทื›ืŸ ื“ื™ ืขื ืจื™ื˜ืฉืžืขื ื˜ ื“ื™ื ืกื˜ ืื•ื™ืš ืกืขืจื•ื•ืขืจืœืขืกืก.

ืฆื• ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ Fission, ืžื™ืจ ื’ืขื•ื•ื™ื™ื ื˜ ื“ื™ Fission CLI, ื•ื•ืึธืก ืžื•ื–ืŸ ื–ื™ื™ืŸ ืื™ื ืกื˜ืึทืœื™ืจืŸ ืื•ื™ืฃ ืฉืคึผื™ืฅ ืคื•ืŸ ื“ื™ Kubernetes CLI. ื“ื™ืคึผืœื•ื™ื™ื ื’ ืคืึทื ื’ืงืฉืึทื ื– ืื™ืŸ ืึท ืง8ืก ืงื ื•ื™ืœ ืื™ื– ื’ืึทื ืฅ ืคึผืฉื•ื˜; ืื™ืจ ื ืึธืจ ื“ืึทืจืคึฟืŸ ืฆื• ื‘ืึทืฉื˜ื™ืžืขืŸ ืึทืŸ ื™ื ืขืจืœืขืš ืžืึทืจืฉืจื•ื˜ ืื•ืŸ ืึทืจื™ื™ึทื ื˜ืจืขื˜ืŸ ืฆื• ื“ื™ ืคื•ื ืงืฆื™ืข ืฆื• ืœืึธื–ืŸ ื™ื ืงืึทืžื™ื ื’ ืคืึทืจืงืขืจ ืื•ื™ื‘ ืึทืงืกืขืก ืึทืจื•ื™ืก ื“ื™ ืงื ื•ื™ืœ ืื™ื– ื“ืืจืฃ. ื“ื™ืคึผืœื•ื™ื™ื ื’ ืื™ื™ืŸ ืคึฟื•ื ืงืฆื™ืข ื˜ื™ืคึผื™ืงืœื™ ื ืขืžื˜ ื ื™ื˜ ืžืขืจ ื•ื•ื™ 10 ืกืขืงื•ื ื“ืขืก.

ืœืขืฆื˜ ืคึผืจืขื–ืขื ื˜ื™ืจื•ื ื’ ืคื•ืŸ ื“ื™ ืคึผืจื•ื™ืขืงื˜ ืื•ืŸ ืกืึทืžื™ื ื’

ืฆื• ื‘ืึทื•ื•ื™ื™ึทื–ืŸ ื•ื•ื™ ืื•ื ื“ื–ืขืจ ืกื™ืกื˜ืขื ืึทืจื‘ืขื˜, ืžื™ืจ ื”ืึธื‘ืŸ ื’ืขืฉื˜ืขืœื˜ ืึท ืคึผืฉื•ื˜ ืคืึธืจืขื ืื•ื™ืฃ ืึท ื•ื•ื™ื™ึทื˜ ืกืขืจื•ื•ืขืจ ื•ื•ื• ืื™ืจ ืงืขื ืขืŸ ืคืึธืจืœื™ื™ื’ืŸ ืึท ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืคึฟืึทืจ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ื‘ืึทื ืง ืก ืคึผืจืึธื“ื•ืงื˜ืŸ. ืฆื• ื‘ืขื˜ืŸ, ืื™ืจ ื”ืื˜ ืฆื• ืึทืจื™ื™ึทืŸ ื“ื™ื™ืŸ ืื™ื ื™ืฆื™ืืœืŸ, ื’ืขื‘ื•ืจื˜ ื˜ืึธื’ ืื•ืŸ ื˜ืขืœืขืคืึธืŸ ื ื•ืžืขืจ.

ื“ืึทื˜ืŸ ืคึฟื•ืŸ ื“ืขืจ ืงืœื™ืขื ื˜ ืคืึธืจืขื ื–ืขื ืขืŸ ื’ืขื’ืื ื’ืขืŸ ืฆื• ื“ื™ ืงืึธื ื˜ืจืึธืœืœืขืจ, ื•ื•ืึธืก ืกื™ื™ืžืึทืœื˜ื™ื™ื ื™ืึทืกืœื™ ื’ืขืฉื™ืงื˜ ืจื™ืงื•ื•ืขืก ืคึฟืึทืจ ืึทืœืข ื‘ื ื™ืžืฆื ื›ึผืœืœื™ื, ื‘ื™ื– ืึทื”ืขืจ ืขื ืจื™ื˜ืฉื˜ ื“ื™ ื“ืึทื˜ืŸ ืœื•ื™ื˜ ื“ื™ ืกืคึผืขืกื™ืคื™ืขื“ ื˜ื ืึธื™ื ืื•ืŸ ื’ืขืจืื˜ืขื•ื•ืขื˜ ื–ื™ื™ ืื™ืŸ ืึท ืคึผืจืึธืกื˜ ืกื˜ืึธืจื™ื“ื–ืฉ. ืื™ืŸ ื’ืึทื ืฅ, ืžื™ืจ ื“ื™ืคึผืœื•ื™ื“ ื“ืจื™ื™ ืคืึทื ื’ืงืฉืึทื ื– ื•ื•ืึธืก ืžืึทื›ืŸ ื“ื™ืกื™ื–ืฉืึทื ื– ืื•ื™ืฃ ื™ื ืงืึทืžื™ื ื’ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ืื•ืŸ 4 ื“ืึทื˜ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ื‘ืึทื“ื™ื ื•ื ื’ืก. ื ืึธืš ืคืึธืจืœื™ื™ื’ืŸ ื“ื™ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ, ื“ืขืจ ืงืœื™ืขื ื˜ ื‘ืืงื•ืžืขืŸ ืื•ื ื“ื–ืขืจ ื‘ืึทืฉืœื•ืก:

ื•ื•ื™ ืžื™ืจ ื’ืขืžืื›ื˜ ื•ื•ืึธืœืงืŸ FaaS ื™ืŸ Kubernetes ืื•ืŸ ื•ื•ืึทืŸ ื“ื™ ื˜ื™ื ืงืึธืคืฃ ื”ืึทืงืงืึทื˜ื”ืึธืŸ
ืื™ืŸ ื“ืขืจืฆื• ืฆื• ืึธืคึผื–ืึธื’ ืึธื“ืขืจ ื”ืึทืกืงืึธืžืข, ื“ืขืจ ืงืœื™ืขื ื˜ ืื•ื™ืš ื‘ืืงื•ืžืขืŸ ืึท ืจืฉื™ืžื” ืคื•ืŸ ืื ื“ืขืจืข ืคึผืจืึธื“ื•ืงื˜ืŸ, ืจื™ืงื•ื•ืขืก ืคึฟืึทืจ ื•ื•ืึธืก ืžื™ืจ ื’ืขืฉื™ืงื˜ ืื™ืŸ ืคึผืึทืจืึทืœืขืœ. ื“ืึธืก ืื™ื– ื•ื•ื™ ืžื™ืจ ื“ืขืžืึทื ืกื˜ืจื™ื™ื˜ื™ื“ ื“ื™ ืžืขื’ืœืขื›ืงื™ื™ื˜ ืคื•ืŸ ืงืจื™ื™ึทื–-ืคืึทืจืงื•ื™ืฃ ืื™ืŸ ืื•ื ื“ื–ืขืจ ืคึผืœืึทื˜ืคืึธืจืžืข.

ืขืก ื–ืขื ืขืŸ ื’ืขื•ื•ืขืŸ ืึท ื’ืึทื ืฅ ืคื•ืŸ 3 ืคื™ืงื˜ื™ืฉืึทืก ื‘ืึทื ืง ืคึผืจืึธื“ื•ืงื˜ืŸ ื‘ื ื™ืžืฆื:

  • ืงืจืขื“ื™ื˜.
  • ืฆืึทืฆืงืข
  • ื”ื™ืคึผืึธื˜ืขืง.

ื‘ืขืฉืึทืก ื“ื™ ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ, ืžื™ืจ ื“ื™ืคึผืœื•ื™ื“ ืฆื•ื’ืขื’ืจื™ื™ื˜ ืคืึทื ื’ืงืฉืึทื ื– ืื•ืŸ ืขื ืจื™ื˜ืฉืžืขื ื˜ ืกืงืจื™ืคึผืก ืคึฟืึทืจ ื™ืขื“ืขืจ ื“ื™ื ืกื˜.

ื™ืขื“ืขืจ ื”ืขืจืฉืŸ ืคืืจืœืื ื’ื˜ ื–ื™ื™ึทืŸ ืื™ื™ื’ืขื ืข ื’ืึทื ื’ ืคื•ืŸ ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘ ื“ืึทื˜ืŸ. ืึทื–ื•ื™, ืฆื• ืึทืคึผืจื•ื•ื• ืึท ื”ื™ืคึผืึธื˜ืขืง, ืžื™ืจ ืงืึทืœืงื™ืึทืœื™ื™ื˜ื™ื“ ื“ื™ ื–ืึธื“ื™ืึทืง ืฆื™ื™ื›ืŸ ืคื•ืŸ ื“ืขื ืงืœื™ืขื ื˜ ืื•ืŸ ืคืืจื‘ื•ื ื“ืŸ ื“ืขื ืžื™ื˜ ื“ื™ ืœืึธื’ื™ืง ืคื•ืŸ ื“ื™ ืœื•ื ืขืจ ืงืึทืœืขื ื“ืึทืจ. ืฆื• ื‘ืืฉื˜ืขื˜ื™ื’ืŸ ื ืฉืคื™ืœืฆื™ื™ื’, ื”ืื‘ืŸ ืžื™ืจ ื’ืขื–ื•ื›ื˜ ืื– ื“ืขืจ ืงืœื™ืขื ื˜ ื”ืื˜ ื“ืขืจื’ืจื™ื™ื›ื˜ ื“ืขื ืขืœื˜ืขืจ ืคื•ืŸ ืžืขืจื”ื™ื™ื˜, ืื•ืŸ ืฆื• ืืจื•ื™ืกื’ืขื‘ืŸ ื ื”ืœื•ื•ืื” ื”ืื‘ืŸ ืžื™ืจ ื’ืขืฉื™ืงื˜ ื ืคืืจืœืื ื’ ืฆื• ืืŸ ืขืงืกื˜ืขืจืข ืืคืขื ืข ืกืขืจื•ื•ื™ืก ืคืืจ ื‘ืืฉื˜ื™ืžืขืŸ ื“ืขื ืกืขืœื•ืœืืจ ืืคืขืจืื˜ืืจ, ืื•ืŸ ืขืก ืื™ื– ื’ืขืžืื›ื˜ ื’ืขื•ื•ืืจืŸ ื ื‘ืืฉืœื•ืก ื“ืขืจื•ื™ืฃ.

ืžื™ืจ ื’ืขืคืจื•ื•ื•ื˜ ืฆื• ืžืึทื›ืŸ ืื•ื ื“ื–ืขืจ ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ ื˜ืฉื™ืงืึทื•ื•ืข ืื•ืŸ ื™ื ื˜ืขืจืึทืงื˜ื™ื•ื•, ืึทืœืขืžืขืŸ ืคืึธืจืฉื˜ืขืœืŸ ืงืขืŸ ื’ื™ื™ืŸ ืฆื• ืื•ื ื“ื–ืขืจ ืคืึธืจืขื ืื•ืŸ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ื“ื™ ืึทื•ื•ื™ื™ืœืึทื‘ื™ืœืึทื˜ื™ ืคื•ืŸ ืื•ื ื“ื–ืขืจ ืคื™ืงืฉืึทื ืึทืœ ื‘ืึทื“ื™ื ื•ื ื’ืก ืฆื• ื–ื™ื™. ืื•ืŸ ืื™ืŸ ื“ื™ ืกื•ืฃ ืคื•ืŸ ื“ื™ ืคึผืจืขื–ืขื ื˜ื™ืจื•ื ื’, ืžื™ืจ ื“ืขืžืึทื ืกื˜ืจื™ื™ื˜ื™ื“ ืึทื ืึทืœื™ื˜ื™ืงืก ืคื•ืŸ ื‘ืืงื•ืžืขืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–, ื•ื•ืึธืก ื’ืขื•ื•ื™ื–ืŸ ื•ื•ื™ ืคื™ืœืข ืžืขื ื˜ืฉืŸ ื’ืขื•ื•ื™ื™ื ื˜ ืื•ื ื“ื–ืขืจ ื“ื™ื ืกื˜, ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืึทืคึผืจื•ื•ื•ืึทืœื– ืื•ืŸ ืจื™ืคื™ื•ืึทืœื–.

ืฆื• ื–ืึทืžืœืขืŸ ืึทื ืึทืœื™ื˜ื™ืงืก ืึธื ืœื™ื™ืŸ, ืžื™ืจ ืึทื“ื™ืฉื ืึทืœื™ ื“ื™ืคึผืœื•ื™ื“ ืึทืŸ ืึธืคึฟืŸ ืžืงื•ืจ BI ื’ืขืฆื™ื™ึทื’ ืžืขื˜ืึทื‘ืึทืกืข ืื•ืŸ ืกืงืจื•ื“ ืขืก ืฆื• ืื•ื ื“ื–ืขืจ ืกื˜ืึธืจื™ื“ื–ืฉ ืึทืคึผืึทืจืึทื˜. ืžืขื˜ืึทื‘ืึทืกืข ืึทืœืึทื•ื– ืื™ืจ ืฆื• ื‘ื•ื™ืขืŸ ืกืงืจื™ื ื– ืžื™ื˜ ืึทื ืึทืœื™ื˜ื™ืงืก ืื•ื™ืฃ ื“ื™ ื“ืึทื˜ืŸ ื•ื•ืึธืก ืื™ื ื˜ืขืจืขืก ืื•ื ื“ื–; ืื™ืจ ื ืึธืจ ื“ืึทืจืคึฟืŸ ืฆื• ืคืึทืจืฉืจื™ื™ึทื‘ืŸ ืึท ืคึฟืึทืจื‘ื™ื ื“ื•ื ื’ ืฆื• ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก, ืื•ื™ืกืงืœื™ื™ึทื‘ืŸ ื˜ื™ืฉืŸ (ืื™ืŸ ืื•ื ื“ื–ืขืจ ืคืึทืœ, ื“ืึทื˜ืŸ ื–ืึทืžืœื•ื ื’ืขืŸ, ื–ื™ื ื˜ ืžื™ืจ ื’ืขื•ื•ื™ื™ื ื˜ MongoDB), ืื•ืŸ ืกืคึผืขืฆื™ืคื™ืฆื™ืจืŸ ื“ื™ ืคืขืœื“ืขืจ ืคื•ืŸ ืื™ื ื˜ืขืจืขืก ืฆื• ืื•ื ื“ื–. .

ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ืžื™ืจ ื‘ืึทืงื•ืžืขืŸ ืึท ื’ื•ื˜ ืคึผืจืึธื•ื˜ืึทื˜ื™ื™ืคึผ ืคื•ืŸ ืึท ื‘ืึทืฉืœื•ืก-ืžืื›ืŸ ืคึผืœืึทื˜ืคืึธืจืžืข, ืื•ืŸ ื‘ืขืฉืึทืก ื“ื™ ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ, ื™ืขื“ืขืจ ืฆื•ื”ืขืจืขืจ ืงืขืŸ ืคึผืขืจืกื ืึทืœื™ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ื–ื™ื™ึทืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’. ืึท ื˜ืฉื™ืงืึทื•ื•ืข ืœื™ื™ื–ื•ื ื’, ืึท ืคืึทืจื˜ื™ืง ืคึผืจืึธื•ื˜ืึทื˜ื™ื™ืคึผ ืื•ืŸ ืึท ืžืฆืœื™ื— ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ ืขืจืœื•ื™ื‘ื˜ ืื•ื ื“ื– ืฆื• ื’ืขื•ื•ื™ื ืขืŸ, ื˜ืจืึธืฅ ืฉื˜ืึทืจืง ืคืึทืจืžืขืกื˜ ืคื•ืŸ ืื ื“ืขืจืข ื˜ื™ืžื–. ืื™ืš ื‘ื™ืŸ ื–ื™ื›ืขืจ ืึทื– ืึท ื˜ืฉื™ืงืึทื•ื•ืข ืึทืจื˜ื™ืงืœ ืงืขื ืขืŸ ืื•ื™ืš ื–ื™ื™ืŸ ื’ืขืฉืจื™ื‘ืŸ ืื•ื™ืฃ ื“ื™ ืคึผืจื•ื™ืขืงื˜ ืคื•ืŸ ื™ืขื“ืขืจ ืžืึทื ืฉืึทืคึฟื˜.

ืžืงื•ืจ: www.habr.com

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