ื ื™ื• ื’ืึทืจื˜ื ืขืจ ืงื•ื•ืึทื“ืจืึทื ื˜ ืคึฟืึทืจ ืึทืคึผืคึผืœื™ืงืึทื˜ื™ืึธืŸ ืžืึธื ื™ื˜ืึธืจื™ื ื’ (ืึทืคึผื) ืกืึทืœื•ืฉืึทื ื–

ื˜ืจืขืคืŸ ื“ื™ ื ื™ื™ึทืข ื’ืึทืจื˜ื ืขืจ ืงื•ื•ืึทื“ืจืึทื ื˜ - ืžืึทื’ื™ืง ืงื•ื•ืึทื“ืจืึทื ื˜ ืคึฟืึทืจ ืึทืคึผืคึผืœื™ืงืึทื˜ื™ืึธืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืžืึธื ื™ื˜ืึธืจื™ื ื’ 2019.

ื“ืขื ื™ืึธืจ ื“ืขืจ ื‘ืึทืจื™ื›ื˜ ืื™ื– ื‘ืืคืจื™ื™ื˜ ืื•ื™ืฃ 14 ืžืขืจ. ื’ืึทืจื˜ื ืขืจ ืคึผืจื™ื“ื™ืงืก ืึท ืคืขืจืคืึธืœื“ ื•ื•ื•ึผืงืก ืคื•ืŸ ื“ื™ APM ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืžืึทืจืง ืจืขื›ื˜ ืฆื• ื“ืขืจ ื“ื™ื’ื™ื˜ืึทืœื™ื–ืึทื˜ื™ืึธืŸ ืคื•ืŸ ื’ืขืฉืขืคื˜ ืคึผืจืึทืกืขืกืึทื– ืื•ืŸ ืงืึทื•ื•ืขืจื™ื“ื–ืฉ ืคื•ืŸ 20% ืคื•ืŸ ืึทืœืข ื’ืขืฉืขืคื˜ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ืื™ืŸ 2021. ืฆื•ื ื‘ืึทื“ื•ื™ืขืจืŸ, ื“ืขืจ ื‘ืึทืจื™ื›ื˜ ื˜ื•ื˜ ื ื™ืฉื˜ ืึทื ื˜ื”ืึทืœื˜ืŸ ื“ืึทื˜ืŸ ื•ื•ืขื’ืŸ ื“ื™ ืžืขื˜ืึทื“ืึทืœืึทื“ื–ืฉื™ ืคึฟืึทืจ ืงืึทืœืงื™ืึทืœื™ื™ื˜ื™ื ื’ ืึทื–ืึท ื•ื•ื•ึผืงืก, ืึธื‘ืขืจ ื•ื•ืขืŸ ื“ื™ ื•ื•ืึธืจื˜ ื“ื™ื’ื™ื˜ืึทืœื™ื–ืึทื˜ื™ืึธืŸ ืึธื“ืขืจ ื“ื™ื’ื™ื˜ืึทืœ ื˜ืจืึทื ืกืคืึธืจืžืึทืฆื™ืข ืื™ื– ืึทื˜ืขืจื“, ื“ื™ ืฉืคึผื™ืœ "ื‘ื•ืœืฉื™ื˜ ื‘ื™ื ื’ืึธ" ืงื•ืžื˜ ืฆื• ืžื™ื™ื ื•ื ื’.

ื–ืขืŸ ื•ื•ื™ ื“ืึธืก ืฉืคึผื™ืœ ืงื•ืงื˜ ื•ื•ื™ื ื™ื• ื’ืึทืจื˜ื ืขืจ ืงื•ื•ืึทื“ืจืึทื ื˜ ืคึฟืึทืจ ืึทืคึผืคึผืœื™ืงืึทื˜ื™ืึธืŸ ืžืึธื ื™ื˜ืึธืจื™ื ื’ (ืึทืคึผื) ืกืึทืœื•ืฉืึทื ื–

ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ ืื™ืš ื•ื•ืขื˜ ืึธืคึผื–ืึธื’ืŸ ืฉืคึผื™ืœ ืขืœืขืžืขื ื˜ืŸ ืื•ืŸ ืฆื•ืฉื˜ืขืœืŸ ืžื™ื™ืŸ ืงื•ืจืฅ ืึทื ืึทืœื™ืกื™ืก ืคื•ืŸ ื“ื™ APM ืกืึทืœื•ืฉืึทื ื– ืžืึทืจืง ืœื•ื™ื˜ ืึท Gartner ื‘ืึทืจื™ื›ื˜. ื•ื ื˜ืขืจ ื“ืขืจ ื“ื•ืจื›ืฉื ื™ื˜ ืื™ืจ ื•ื•ืขื˜ ืื•ื™ืš ื’ืขืคึฟื™ื ืขืŸ ืึท ืœื™ื ืง ืฆื• ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ ื‘ืึทืจื™ื›ื˜.

ื“ืขื ื™ืึธืจ, ื“ื™ ืงืจื™ื™ื˜ื™ืจื™ืึท ืคึฟืึทืจ ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืึทืŸ APM ืœื™ื™ื–ื•ื ื’ ืื™ืŸ ื“ืขื ื‘ืึทืจื™ื›ื˜ ื ืึธืš ืึทืจื™ื™ึทื ื ืขืžืขืŸ ื“ืจื™ื™ ืฉืœื™ืกืœ ืจืขืงื•ื•ื™ืจืขืžืขื ืฅ:

ื“ื™ื’ื™ื˜ืึทืœ ื“ืขืจืคืึทืจื•ื ื’ ืžืึธื ื™ื˜ืึธืจื™ื ื’ (DEM). DEM ืื™ื– ืึท ื“ื™ืกืฆื™ืคึผืœื™ืŸ ืคื•ืŸ ืึทื•ื•ื™ื™ืœืึทื‘ื™ืœืึทื˜ื™ ืื•ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืžืึธื ื™ื˜ืึธืจื™ื ื’ ื•ื•ืึธืก ื™ืžืคึผืจื•ื•ื•ื– ื“ื™ ื“ืขืจืคืึทืจื•ื ื’ ืคื•ืŸ ืึทืœืขืžืขืŸ ื•ื•ืึธืก ื™ื ื˜ืขืจืึทืงืฅ ืžื™ื˜ ืคืึทืจื ืขืžื•ื ื’ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ืื•ืŸ ื‘ืึทื“ื™ื ื•ื ื’ืก. ืคึฟืึทืจ ื“ื™ ืฆื•ื•ืขืงืŸ ืคื•ืŸ ื“ืขื ืœืขืจื ืขืŸ, ืคืึทืงื˜ื™ืฉ ื‘ืึทื ื™ืฆืขืจ ืžืึธื ื™ื˜ืึธืจื™ื ื’ (RUM) ืื•ืŸ ืกื™ื ื˜ืขื˜ื™ืฉ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ืžืึธื ื™ื˜ืึธืจื™ื ื’ ื–ืขื ืขืŸ ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืคึฟืึทืจ ื‘ื™ื™ื“ืข ืกื•ืฃ ื™ื•ื–ืขืจื– ืื•ืŸ ืจื™ืจืขื•ื•ื“ื™ืง ื“ืขื•ื•ื™ืกืขืก.

ืึทืคึผืคึผืœื™ืงืึทื˜ื™ืึธืŸ ื“ืขื˜ืขืงืฉืึทืŸ, ื˜ืจืึทืงื™ื ื’ ืื•ืŸ ื“ื™ืึทื’ื ืึธืกื˜ื™ืงืก (ADTD). ืึทืคึผืคึผืœื™ืงืึทื˜ื™ืึธืŸ ื•ืคื“ืขืงื•ื ื’, ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืื•ืŸ ื“ื™ืึทื’ื ืึธืกื˜ื™ืงืก ืื™ื– ืึท ื’ืึทื ื’ ืคื•ืŸ ืคึผืจืึทืกืขืกืึทื– ื“ื™ื–ื™ื™ื ื“ ืฆื• ืคึฟืึทืจืฉื˜ื™ื™ืŸ ื“ื™ ื‘ืึทืฆื™ื•ื ื’ืขืŸ ืฆื•ื•ื™ืฉืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืกืขืจื•ื•ืขืจืก, ืงืึธืจืึทืœื™ื™ื˜ ื˜ืจืึทื ื–ืึทืงืฉืึทื ื– ืฆื•ื•ื™ืฉืŸ ื“ื™ ื ืึธื•ื“ื– ืื•ืŸ ืฆื•ืฉื˜ืขืœืŸ ื˜ื™ืฃ ื“ื•ืจื›ืงื•ืง ื˜ืขืงื ื™ืงืก ื ื™ืฆืŸ ื‘ื™ื™ื˜ืขืงืึธื“ ื™ื ืกื˜ืจืึทืžืขื ื˜ื™ื™ืฉืึทืŸ (BCI) ืื•ืŸ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื˜ืจื™ื™ืกื™ื ื’.

ืงื™ื ืกื˜ืœืขืš ื™ื ื˜ืขืœืœื™ื’ืขื ืกืข ืคึฟืึทืจ ืขืก ืึธืคึผืขืจืึทื˜ื™ืึธื ืก (AIOps). AIOps ืคึผืœืึทื˜ืคืึธืจืžืก ืคืึทืจื‘ื™ื ื“ืŸ ื’ืจื•ื™ืก ื“ืึทื˜ืŸ ืื•ืŸ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืฆื• ืฉื˜ื™ืฆืŸ ืขืก ืึทืคึผืขืจื™ื™ืฉืึทื ื–. AIOps ืคึฟืึทืจ ืึทืคึผืคึผืœื™ืงืึทื˜ื™ืึธื ืก ื™ื ื™ื™ื‘ืึทืœื– ืึธื˜ืึทืžืึทื˜ื™ืง ื•ืคื“ืขืงื•ื ื’ ืคื•ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคึผืึทื˜ืขืจื ื– ืื•ืŸ ื’ืขืฉืขืขื ื™ืฉืŸ ืึธื“ืขืจ ืงืœืึทืกื˜ืขืจื–, ื“ื™ื˜ืขืงืฉืึทืŸ ืคื•ืŸ ืึทื ืึทืžืึทืœื™ื– ืื™ืŸ ืฆื™ื™ื˜ ืกืขืจื™ืข ื’ืขืฉืขืขื ื™ืฉ ื“ืึทื˜ืŸ, ืื•ืŸ ืœืขื’ื™ื˜ื™ืžืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ื•ื•ืึธืจืฆืœ ื’ืจื•ื ื˜ ืคื•ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคึผืจืึธื‘ืœืขืžืก. AIOps ืึทืงืึทืžืคึผืœื™ืฉื™ื– ื“ืขื ื“ื•ืจืš ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ, ืกื˜ืึทื˜ื™ืกื˜ื™ืฉ ื™ื ืคืขืจืึทื ืก ืึธื“ืขืจ ืื ื“ืขืจืข ืžืขื˜ื”ืึธื“ืก.

ื“ื™ ืžืึทื’ื™ืง ืงื•ื•ืึทื“ืจืึทื ืฅ ืคื•ืŸ Gartner ื–ืขื ืขืŸ ืฆืขื˜ื™ื™ืœื˜ ืื™ืŸ 4 ืงื•ื•ืึทื“ืจืึทื ืฅ: ืคื™ืจืขืจ, ื˜ืฉืึทืœืœืขื ื’ืขืจืก, ืกื˜ืจืึทื˜ืขื’ื™ืกืฅ ืื•ืŸ ื ื™ืฉืข ืคึผืœื™ื™ึทืขืจืก. ื™ืขื“ืขืจ ืคืึทืจืงื•ื™ืคืขืจ ืื™ื– ื’ืขืฉื˜ืขืœื˜ ืื™ืŸ ืึท ืงื•ื•ืึทื“ืจืึทื ื˜ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื–ื™ื™ึทืŸ ืกื˜ืจืขื ื’ืงื˜ืก ืื•ืŸ ื•ื•ื™ืงื ืึทืกืึทื–, ืžืึทืจืง ื˜ื™ื™ืœืŸ ืื•ืŸ ื‘ืึทื ื™ืฆืขืจ ื‘ืืจื™ื›ื˜ืŸ, ืฆื•ื•ื™ืฉืŸ ืื ื“ืขืจืข ื™ื ื“ืึทืงื™ื™ื˜ืขืจื–. ื“ื™ 12 ื•ื•ืขื ื“ืึธืจืก ื’ืึทืจื˜ื ืขืจ ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ื“ืขื ืžืึธืœ: ื‘ืจืึธื“ืงืึธื (CA ื˜ืขื˜ืฉื ืึธืœืึธื’ื™ืขืก), ืกื™ืกืงืึธ (ืึทืคึผืคึผื“ื™ื ืึทืžื™ืงืก), ื“ื™ื ืึทื˜ืจืึทืกืข, ื™ื‘ื, ืžืึทื ืึทื’ืขืขื ื’ื™ื ืข, ืžื™ืงืจืึธ ืคืึธืงื•ืก, ืžื™ื™ืงืจืึธืกืึธืคึฟื˜, ื ื™ื• ืจืขืœื™ืง, ืึธืจืึทืงืœืข, ืจื™ื•ื•ืขืจื‘ืขื“, ืกืึธืœืึทืจื•ื•ื™ื ื“ืก ืื•ืŸ ื˜ื™ื ื’ื™ื•ืŸ.

ืึทื–ื•ื™, ืคึผื•ื™ืง ื–ืขืžืœ ...

ื ื™ื• ื’ืึทืจื˜ื ืขืจ ืงื•ื•ืึทื“ืจืึทื ื˜ ืคึฟืึทืจ ืึทืคึผืคึผืœื™ืงืึทื˜ื™ืึธืŸ ืžืึธื ื™ื˜ืึธืจื™ื ื’ (ืึทืคึผื) ืกืึทืœื•ืฉืึทื ื–

ื“ืขืจ ืงื•ื•ืึทื“ืจืึทื ื˜ ืคื•ืŸ ืœืขืฆื˜ืข ื™ืึธืจ ืื™ื– ื“ืึธื ื™ื• ื’ืึทืจื˜ื ืขืจ ืงื•ื•ืึทื“ืจืึทื ื˜ ืคึฟืึทืจ ืึทืคึผืคึผืœื™ืงืึทื˜ื™ืึธืŸ ืžืึธื ื™ื˜ืึธืจื™ื ื’ (ืึทืคึผื) ืกืึทืœื•ืฉืึทื ื–

ืœื™ื ืง ืฆื• ืึธืจื™ื’ื™ื ืขืœ ื‘ืึทืจื™ื›ื˜

ื“ื™ ืงืจืึทื ื˜ ืžืึทื’ื™ืง ืงื•ื•ืึทื“ืจืึทื ื˜ ืื™ื– ืกื˜ืจื™ื™ืงื™ื ื’ืœื™ ืงืึธื ืกื™ืกื˜ืขื ื˜ ืœืขืฆื˜ืข ื™ืึธืจ ืก ื‘ืึทืจื™ื›ื˜. ื“ื™ ืกืขืงื˜ืึธืจืก "ืœืขืึทื“ืขืจืก" ืื•ืŸ "ื˜ืฉืึทืœืึทื ื“ื–ืฉืขืจืก" ื–ืขื ืขืŸ ื’ืขื‘ืœื™ื‘ืŸ ื’ืึธืจ ืึทื ื˜ืฉื™ื™ื ื“ื–ืฉื“. ื‘ืจืึธื“ืงืึธื, ืกื™ืกืงืึธ, ื“ื™ื ืึทื˜ืจืึทืก ืื•ืŸ ื ื™ื• ืจืขืœื™ืง ื”ืึธื‘ืŸ ื•ื•ืึธืจืฆืœ ืื™ืŸ ื“ื™ ืคื™ืจืขืจ ืกืขืงื˜ืึธืจ, ื‘ืฉืขืช ื™ื‘ื, ืžื™ื™ืงืจืึธืกืึธืคึฟื˜, ืึธืจืึทืงืœืข ืื•ืŸ ืจื™ื•ื•ืขืจื‘ืขื“ ื”ืึธื‘ืŸ ื•ื•ืึธืจืฆืœ ืื™ืŸ ื“ื™ ื˜ืฉืึทืœืœืขื ื’ืขืจ ืกืขืงื˜ืึธืจ. ืื‘ืขืจ ืขืก ื–ืขื ืขืŸ ืงื™ื™ืŸ ืกื˜ืจืึทื˜ืขื’ื™ืกืฅ ืื™ืŸ ืึทืœืข ื“ืขื ื™ืึธืจ (ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื“ื™ ื–ืขืœื‘ืข ืœืขืฆื˜ืข ื™ืึธืจ).

ื“ื™ ื‘ืœื•ื™ื– ืขื ื“ืขืจื•ื ื’ืขืŸ ืคืืจื’ืขืงื•ืžืขืŸ ืื™ืŸ ื“ื™ ื ื™ืฉืข ืฉืคึผื™ืœืขืจ ืงืึทื˜ืขื’ืึธืจื™ืข, ื•ื•ืึธืก ื”ืึธื˜ ื’ืขื–ืขืŸ ื“ืจื™ื™ ื•ื•ืขื ื“ืึธืจืก ืึทื•ื•ืขืงื’ืขื ื•ืžืขืŸ ืคื•ืŸ ืœืขืฆื˜ืข ื™ืึธืจ ืก ืจืขื–ื•ืœื˜ืึทื˜ืŸ: BMC, Correlsense ืื•ืŸ Nastel. ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื–. BMC ื ื™ื˜ ืžืขืจ ืึธืคืคืขืจืก ืึทืŸ APM ื’ืขืฆื™ื™ึทื’, ืื•ืŸ Correlsense ืื•ืŸ Nastel ื ื™ื˜ ืžืขืจ ื˜ืจืขืคืŸ ื“ืขื ื™ืึธืจ ืก ื’ืึทืจื˜ื ืขืจ ืจืขืงื•ื•ื™ืจืขืžืขื ืฅ.

ื“ืขื ื™ืึธืจ, ื’ืึทืจื˜ื ืขืจ ื”ืืœื˜ ื“ื™ ื•ื•ืขืงื˜ืึธืจ ืคื•ืŸ ืœืขืฆื˜ืข ื™ืึธืจ ืก ืžืึทื’ื™ืง ืงื•ื•ืึทื“ืจืึทื ื˜ ืื•ืŸ ืœื™ื ืงืก ื“ื™ ืกื˜ืจืึทื˜ืขื’ื™ืกืฅ ืกืขืงื˜ืึธืจ ืœื™ื™ื“ื™ืง. Gartner ื‘ืืฉืจื™ื™ื‘ื˜ ืกื˜ืจืึทื˜ืขื’ื™ืกืฅ ื•ื•ื™ ื•ื•ืขื ื“ืึธืจืก ื•ื•ืึธืก "ืฆื•ืฉื˜ืขืœืŸ ืคึผืจืึธื“ื•ืงื˜ืŸ ื•ื•ืึธืก ื”ืึธื‘ืŸ ื“ืขื•ื•ืขืœืึธืคึผืขื“ ืึท ืงืึทืžืคึผืขืœื™ื ื’ ืคึผืœืึทืŸ ืฆื• ืงืึทืžืคึผืขื˜ื™ื˜ื™ื•ื• ื˜ืจืขืคืŸ ื“ื™ ืงืจืึทื ื˜ ืื•ืŸ ืฆื•ืงื•ื ืคึฟื˜ ืคืื“ืขืจื•ื ื’ืขืŸ ืคื•ืŸ ื“ื™ APM ืกืึทืœื•ืฉืึทื ื– ืžืึทืจืง, ืึธื‘ืขืจ ื•ื•ืขืžืขื ืก ืงืจืึทื ื˜ ืคึผืจืึธื“ื•ืงื˜ ืคึผืึธืจื˜ืคืขืœ ืื™ื– ื ืึธืš ืื•ื ื˜ืขืจ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’."

ื“ื™ ืคืขืœืŸ ืคื•ืŸ ืกื˜ืจืึทื˜ืขื’ื™ืกืฅ ืกืึทื’ื“ื–ืฉืขืกืฅ ืึทื– ื“ื™ APM ืžืึทืจืง ืื™ื– ืกื˜ืึทื’ื ื™ื™ื˜ื™ื ื’ ืื™ืŸ ื˜ืขืจืžื™ื ืขืŸ ืคื•ืŸ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’. ื“ืึธืก ืงืขืŸ ืึธื ื•ื•ื™ื™ึทื–ืŸ ืึทื– ืงืจืึทื ื˜ APM ืกืึทืœื•ืฉืึทื ื– ื–ืขื ืขืŸ ื’ืึธืจ ืคืึทื ื’ืงืฉืึทื ืึทืœ ืฆื• ืึทื“ืจืขืก ื™ืžืขืจื“ื–ืฉื™ื ื’ ื™ืฉื•ื–. ืึทืœืข ื“ื™ ืคื™ืจืขืจ ืึทื—ื•ืฅ ื‘ืจืึธื“ืงืึธื ื”ืึธื‘ืŸ ืฉื•ื™ืŸ ืคื™ืจืขืจ ืคึฟืึทืจ ื–ื™ื‘ืŸ ื™ืึธืจ ืื™ืŸ ืึท ืจื•ื“ืขืจืŸ, ืึทื–ื•ื™ ื˜ืึธืžืขืจ ื–ื™ื™ืขืจ ื–ืขืื•ื ื’ ืื•ืŸ ืกื˜ืจืึทื˜ืขื’ื™ืข ื–ืขื ืขืŸ ื’ืขื ื•ื’ ืฆื• ืžืึทืš ื“ื™ ืžืึทืจืง ืคืึธืจื•ื™ืก.

ืกื™ื™ื“ืŸ ืขืก ื–ืขื ืขืŸ ื ื™ื™ึท ื“ื™ื•ื•ืขืœืึทืคึผืžืึทื ืฅ ืื™ืŸ ื“ื™ ืžืึทืจืง (ืึทื–ืึท ื•ื•ื™ ืžืขืจื“ื–ืฉืขืจื– ืึธื“ืขืจ ืึทืงื•ื•ืึทื–ื™ืฉืึทื ื–), ื“ื™ ืžืึทื’ื™ืง ืงื•ื•ืึทื“ืจืึทื ื˜ ื•ื•ืขื˜ ื ื™ืฉื˜ ื˜ื•ื™ืฉืŸ ืคื™ืœ ื•ื•ื™ื™ึทื˜ืขืจ ื™ืึธืจ. ื’ืึทืจื˜ื ืขืจ ื’ืขืคื•ื ืขืŸ ืึทื– ื“ืขืจ ืžืึทืจืง ืื™ื– ื’ืขื–ื•ื ื˜ ื˜ืจืึธืฅ ืงื™ื™ืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ ืงื•ื•ืึทื“ืจืึทื ืฅ. ืึธื‘ืขืจ ื–ื™ื™ ื”ืึธื‘ืŸ ื‘ืืžืขืจืงื˜ ืึทื– ื ื™ื™ึทืข ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื– ื“ืึทืจืคึฟืŸ ืฆื• ื‘ืึทืงืขื ืขืŸ ื ื™ื™ึทืข ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืึธื“ืขืจ ืคืึธืงื•ืก ืื•ื™ืฃ ืึท ืกืคึผืขืฆื™ืคื™ืฉ ื ื™ืฉืข ืื™ืŸ ืกื“ืจ ืฆื• ืงืึธื ืงื•ืจื™ืจืŸ ืžื™ื˜ ื’ืขื’ืจื™ื ื“ืขื˜ ื•ื•ืขื ื“ืึธืจืก (ืื™ืš ื‘ื™ืŸ ื’ืขืจืขื“ื˜ ื•ื•ืขื’ืŸ ืคื™ืจืขืจ).

ืื™ืŸ ื–ื™ื™ืŸ ืคืึธืจืฉื•ื ื’, Gartner ืื•ื™ืš ื’ืขืžืืœื“ืŸ ืึทื– APM ืœื™ื™ื–ื•ื ื’ ื•ื•ืขื ื“ืึธืจืก ื™ืงืกืคึผืึทื ื“ื™ื ื’ ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื– ืึทืจื™ื‘ืขืจ ืจื•ื‘ึฟ ื•ื•ืขืจื˜ื™ืงืึทืœื–, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–, ื ืขื˜ื•ื•ืึธืจืงืก, ื“ืึทื˜ืึทื‘ื™ื™ืกื™ื– ืื•ืŸ ืกืขืจื•ื•ืขืจืก. ืขืก ืื™ื– ืงืœืึธืจ ืึทื– ื•ื•ืขื ื“ืึธืจืก ื•ื•ื™ืœืŸ ืฆื• ืงืึทืคึผืึทื˜ืึทืœื™ื™ื– ืื•ื™ืฃ ื™ืขื“ืขืจ ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืžืึทืจืง ื–ื™ื™ ืงืขื ืขืŸ.

ื•ื ื˜ืขืจ ืื™ื– ืึท ืจืฉื™ืžื” ืคื•ืŸ ื•ื•ืขื ื“ืึธืจืก ื•ื•ืึธืก ื•ื™ืกืงื•ืžืขืŸ ืฆื• ื–ื™ื™ืŸ ื ืึธืขื ื˜ ืฆื• ื™ื ืงืœื•ื–ืฉืึทืŸ ืื™ืŸ ื“ื™ ืงื•ื•ืึทื“ืจืึทื ื˜, ืึธื‘ืขืจ ืคืึทืœืŸ ืงื•ืจืฅ ืคื•ืŸ ื“ื™ ืงืจื™ื™ื˜ื™ืจื™ืึท:

  • Correlsense;
  • Datadog;
  • ื’ื•ืžืข;
  • ื›ืึทื ื™ืงืึธื•ื;
  • ื™ื ืกื˜ืึทื ืึท;
  • JenniferSoft;
  • LightStep;
  • Nastel Technologies;
  • SignalFx;
  • Splunk;
  • ืกื™ืกื˜ื™ื’.

ืื™ืš ืžื™ื™ืŸ ืื– ืื•ื™ื‘ ืื™ื™ื ืขืจ ืคื•ืŸ ื–ื™ื™ ืคืืจืื™ื™ื ื™ื’ื˜ ื–ื™ืš, ื•ื•ืขืœืŸ ืžื™ืจ ื–ืขืŸ ื ื ื™ื™ืข ืคื™ืจืขืจ ืงื•ืžืขื ื“ื™ื’ืข ื™ืืจ. ื“ืขืจ ื‘ืœื•ื™ื– ืงืฉื™ื ืื™ื– ื•ื•ื™ ื’ืขืฉื•ื•ื™ื ื“ ื–ื™ื™ ืงืขื ืขืŸ ืžืึทื›ืŸ ืึท ืžืึทื ืึทืœื™ื˜ื™ืง ืœื™ื™ื–ื•ื ื’ ื“ื•ืจืš ื™ื ื˜ืึทื’ืจื™ื™ื˜ื™ื ื’ ื–ื™ื™ืขืจ ืคึผืจืึธื“ื•ืงื˜ืŸ.

ื‘ื™ื˜ืข ื ืขืžืขืŸ ื“ื™ ื™ื‘ืขืจื‘ืœื™ืง ืื™ืŸ ื“ื™ ืกื•ืฃ ืคื•ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ. ืœืึธืžื™ืจ ื–ืขืŸ ื•ื•ื™ ื’ืึทืจื˜ื ืขืจ ืึทื ืึทืœื™ื˜ื™ืงืก ืงืึทืžืคึผืขืจื– ืžื™ื˜ ืจื•ืกื™ืฉ ืจื™ืึทืœืึทื˜ื™ื–.

ื‘ืœื•ื™ื– ืจืขื’ื™ืกื˜ืจื™ืจื˜ ื ื™ืฆืขืจืก ืงืขื ืขืŸ ืึธื ื˜ื™ื™ืœ ื ืขืžืขืŸ ืื™ืŸ ื“ื™ ื™ื‘ืขืจื‘ืœื™ืง. ืกื™ื™ืŸ ืืจื™ื™ืŸื‘ื™ื˜ืข.

ื•ื•ืึธืก ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืคึผืจืึธื“ื•ืงื˜ ื˜ืึธืŸ ืื™ืจ ื ื•ืฆืŸ ืื™ืŸ ื“ื™ื™ืŸ ืคื™ืจืžืข?

  • Broadcom (CA Technologies)

  • ืกื™ืกืงืึธ (ืึทืคึผื“ื™ื ืึทืžื™ืงืก)

  • ื“ื™ื ืึทื˜ืจืึทืกืข

  • ื™ื‘ื

  • ืคื™ืจืŸ ืžืึธื˜ืึธืจ

  • ืžื™ืงืจืึธ ืคืึธืงื•ืก

  • ืžื™ื™ืงืจืึธืกืึธืคึฟื˜

  • New ืจืขืœื™ืง

  • ืึธืจืึทืงืœ

  • ืจื™ื•ื•ืขืจื‘ืขื“

  • ืกืึธืœืึทืจื•ื•ื™ื ื“ืก

  • ื˜ื™ื ื’ื™ื•ืŸ

  • ืื ื“ืขืจืข ื’ืขืฉืขืคื˜

  • ืื ื“ืขืจืข ืคึฟืจื™ื™ึท

7 ื‘ืื ื•ืฆืขืจ ื”ืื‘ืŸ ื’ืขืฉื˜ื™ืžื˜. 1 ื‘ืื ื•ืฆืขืจ ื”ืื˜ ื–ื™ืš ืืคื’ืขื”ืืœื˜ืŸ.

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’