ื“ื™ ื•ืขื‘ืึท ืžืึทืจืง ืื™ื– ื˜ื•ื™ื˜ - ืœืึทื ื’ ืœืขื‘ืŸ ื•ืขื‘ืึท

ื“ื™ ื•ืขื‘ืึท ืžืึทืจืง ืื™ื– ื˜ื•ื™ื˜ - ืœืึทื ื’ ืœืขื‘ืŸ ื•ืขื‘ืึท

ื”ื™ื™ึทื ื˜ ืžื™ืจ ื•ื•ืขืœืŸ ืฆื•ืฉื˜ืขืœืŸ ืึท ืงื•ืจืฅ ืื™ื‘ืขืจื‘ืœื™ืง ืคื•ืŸ ื“ื™ ื‘ืึทื ื™ืฆืขืจ ืื•ืŸ ืขื ื˜ื™ื˜ื™ ื‘ืขื”ืึทื•ื•ื™ืึธืจืึทืœ ืึทื ืึทืœื™ื˜ื™ืงืก (ื•ืขื‘ืึท) ืžืึทืจืง ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ืœืขืฆื˜ืข ื’ืึทืจื˜ื ืขืจ ืคืึธืจืฉื•ื ื’. ื“ื™ ื•ืขื‘ืึท ืžืึทืจืง ืื™ื– ืื™ืŸ ื“ื™ ื“ื ืึธ ืคื•ืŸ ื“ื™ "ื“ื™ืกื™ืœื•ื–ืฉืึทืŸ ื‘ื™ื ืข" ืœื•ื™ื˜ Gartner Hype Cycle for Threat-Facing Technologies, ื™ื ื“ืึทืงื™ื™ื˜ื™ื ื’ ื“ื™ ืฆื™ื™ึทื˜ื™ืงื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ื˜ืขื›ื ืึธืœืึธื’ื™ืข. ืื‘ืขืจ ื“ืขืจ ืคึผืึทืจืึทื“ืึธืงืก ืคื•ืŸ ื“ื™ ืกื™ื˜ื•ืึทืฆื™ืข ืœื™ื’ื˜ ืื™ืŸ ื“ื™ ืกื™ื™ืžืึทืœื˜ื™ื™ื ื™ืึทืก ืึทืœื’ืขืžื™ื™ืŸ ื•ื•ื•ึผืงืก ืคื•ืŸ ื™ื ื•ื•ืขืกื˜ืžืึทื ืฅ ืื™ืŸ ื•ืขื‘ืึท ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ืื•ืŸ ื“ื™ ื“ื™ืกืึทืคึผื™ืจื™ื ื’ ืžืึทืจืง ืคื•ืŸ ืคืจื™ื™ึท ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื–. ื’ืึทืจื˜ื ืขืจ ืคึผืจื™ื“ื™ืงืก ืึทื– ื•ืขื‘ืึท ื•ื•ืขื˜ ื•ื•ืขืจืŸ ืึท ื˜ื™ื™ืœ ืคื•ืŸ ื“ื™ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืคื•ืŸ ืคึฟืึทืจื‘ื•ื ื“ืขื ืข ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื–ื™ื›ืขืจื”ื™ื™ื˜ ืกืึทืœื•ืฉืึทื ื–. ื“ืขืจ ื˜ืขืจืžื™ืŸ "ื•ืขื‘ืึท" ื•ื•ืขื˜ ืžืกืชึผืžื ืคืึทืœืŸ ืื•ื™ืก ืคื•ืŸ ื ื•ืฆืŸ ืื•ืŸ ื–ื™ื™ืŸ ืจื™ืคึผืœื™ื™ืกื˜ ื“ื•ืจืš ืืŸ ืื ื“ืขืจ ืึทืงืจืึทื ื™ื ืคืึธื•ืงื™ืกื˜ ืื•ื™ืฃ ืึท ืฉืžืึธืœ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื’ืขื’ื ื˜ (ืœืžืฉืœ, "ื‘ืึทื ื™ืฆืขืจ ื ืึทื˜ื•ืจ ืึทื ืึทืœื™ื˜ื™ืงืก"), ืึท ืขื ืœืขืš ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื’ืขื’ื ื˜ (ืœืžืฉืœ, "ื“ืึทื˜ืŸ ืึทื ืึทืœื™ื˜ื™ืงืก"), ืึธื“ืขืจ ืคืฉื•ื˜ ื•ื•ืขืจืŸ ืขื˜ืœืขื›ืข ื ื™ื™ึท ื‘ื•ื–ื•ื•ืึธืจื“ (ืœืžืฉืœ, ื“ืขืจ ื˜ืขืจืžื™ืŸ "ืงื™ื ืกื˜ืœืขืš ืกื™ื™ื›ืœ" [AI] ืงื•ืงื˜ ื˜ืฉื™ืงืึทื•ื•ืข, ื›ืึธื˜ืฉ ืขืก ื˜ื•ื˜ ื ื™ืฉื˜ ืžืึทื›ืŸ ืงื™ื™ืŸ ื–ื™ื ืขืŸ ืคึฟืึทืจ ืžืึธื“ืขืจืŸ ื•ืขื‘ืึท ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื–).

ื“ื™ ื”ื•ื™ืคึผื˜ ืคื™ื™ื ื“ื™ื ื’ื– ืคื•ืŸ ื“ื™ Gartner ืœืขืจื ืขืŸ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืกืึทืžืขืจื™ื™ื–ื“ ื•ื•ื™ ื’ื™ื™ื˜:

  • ื“ื™ ืฆื™ื™ึทื˜ื™ืงื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ืžืึทืจืง ืคึฟืึทืจ ื‘ื™ื›ื™ื™ื•ื•ื™ืขืจืึทืœ ืึทื ืึทืœื™ื˜ื™ืงืก ืคื•ืŸ ื ื™ืฆืขืจืก ืื•ืŸ ืขื ื˜ื™ื˜ื™ื– ืื™ื– ื‘ืืฉื˜ืขื˜ื™ืงื˜ ื“ื•ืจืš ื“ื™ ืคืึทืงื˜ ืึทื– ื“ื™ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ื–ืขื ืขืŸ ื’ืขื ื™ืฆื˜ ื“ื•ืจืš ื“ื™ ืžื™ื˜ืœ ืื•ืŸ ื’ืจื•ื™ืก ืคึฟื™ืจืžืข ืึธืคึผืฉื ื™ื˜ ืฆื• ืกืึธืœื•ื•ืข ืึท ื ื•ืžืขืจ ืคื•ืŸ ื’ืขืฉืขืคื˜ ืคึผืจืึธื‘ืœืขืžืก;
  • UEBA ืึทื ืึทืœื™ื˜ื™ืงืก ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื– ื–ืขื ืขืŸ ื’ืขื‘ื•ื™ื˜ ืื™ืŸ ืึท ื‘ืจื™ื™ื˜ ืงื™ื™ื˜ ืคื•ืŸ ืคึฟืึทืจื‘ื•ื ื“ืขื ืข ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื–ื™ื›ืขืจื”ื™ื™ื˜ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื–, ืึทื–ืึท ื•ื•ื™ ื•ื•ืึธืœืงืŸ ืึทืงืกืขืก ื–ื™ื›ืขืจื”ื™ื™ื˜ ื‘ืจืึธืงืขืจืก (CASBs), ืื™ื“ืขื ื˜ื™ื˜ืขื˜ ื’ืึทื•ื•ืขืจื ืึทื ืก ืื•ืŸ ืึทื“ืžื™ื ื™ืกื˜ืจืึทืฆื™ืข (IGA) SIEM ืกื™ืกื˜ืขืžืขืŸ;
  • ื“ื™ ื›ื™ื™ืคึผ ืึทืจื•ื ื•ืขื‘ืึท ื•ื•ืขื ื“ืึธืจืก ืื•ืŸ ื“ื™ ืคืึทืœืฉ ื ื•ืฆืŸ ืคื•ืŸ ื“ืขื ื˜ืขืจืžื™ืŸ "ืงื™ื ืกื˜ืœืขืš ืกื™ื™ื›ืœ" ืžืื›ื˜ ืขืก ืฉื•ื•ืขืจ ืคึฟืึทืจ ืงืึทืกื˜ืึทืžืขืจื– ืฆื• ืคึฟืึทืจืฉื˜ื™ื™ืŸ ื“ื™ ืคืึทืงื˜ื™ืฉ ื—ื™ืœื•ืง ืฆื•ื•ื™ืฉืŸ ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื– 'ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ืื•ืŸ ื“ื™ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืคื•ืŸ ืกืึทืœื•ืฉืึทื ื– ืึธืŸ ืงืึทื ื“ืึทืงื˜ื™ื ื’ ืึท ืคึผื™ืœืึธื˜ ืคึผืจื•ื™ืขืงื˜;
  • ืงืึทืกื˜ืึทืžืขืจื– ื˜ืึธืŸ ืึทื– ื“ื™ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืฆื™ื™ื˜ ืื•ืŸ ื˜ืึธื’-ืฆื•-ื˜ืึธื’ ื ื•ืฆืŸ ืคื•ืŸ ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื– ืงืขื ืขืŸ ื–ื™ื™ืŸ ืžืขืจ ืึทืจื‘ืขื˜-ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืื•ืŸ ืฆื™ื™ื˜-ืงืึทื ืกื•ืžื™ื ื’ ื•ื•ื™ ื“ืขืจ ืคืึทื‘ืจื™ืงืึทื ื˜ ื”ื‘ื˜ื—ื•ืช, ืืคื™ืœื• ื•ื•ืขืŸ ืงืึทื ืกื™ื“ืขืจื™ื ื’ ื‘ืœื•ื™ื– ื™ืงืขืจื“ื™ืง ืกืึทืงืึธื ืข ื“ื™ื˜ืขืงืฉืึทืŸ ืžืึธื“ืขืœืก. ืึทื“ื™ื ื’ ืงืึทืกืขืก ืคื•ืŸ ืžื ื”ื’ ืึธื“ืขืจ ื‘ืจืขื’ ื ื•ืฆืŸ ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืึธืจ ืฉื•ื•ืขืจ ืื•ืŸ ื“ืึทืจืคืŸ ืขืงืกืคึผืขืจื˜ื™ื– ืื™ืŸ ื“ืึทื˜ืŸ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืื•ืŸ ืึทื ืึทืœื™ื˜ื™ืงืก.

ืคืึธืจื•ื™ืกื–ืึธื’ืŸ ืคึฟืึทืจ ืกื˜ืจืึทื˜ื™ื“ื–ืฉื™ืง ืžืึทืจืง ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’:

  • ืื™ืŸ 2021, ื“ืขืจ ืžืึทืจืง ืคึฟืึทืจ ื‘ืึทื ื™ืฆืขืจ ืื•ืŸ ืขื ื˜ื™ื˜ื™ ื ืึทื˜ื•ืจืึทืœ ืึทื ืึทืœื™ื˜ื™ืงืก (ื•ืขื‘ืึท) ืกื™ืกื˜ืขืžืขืŸ ื•ื•ืขื˜ ืื•ื™ืคื”ืขืจืŸ ืฆื• ืขืงืกื™ืกื˜ื™ืจืŸ ื•ื•ื™ ืึท ื‘ืึทื–ื•ื ื“ืขืจ ื’ืขื’ื ื˜ ืื•ืŸ ื•ื•ืขื˜ ื™ื‘ืขืจืจื•ืง ืฆื• ืื ื“ืขืจืข ืกืึทืœื•ืฉืึทื ื– ืžื™ื˜ ื•ืขื‘ืึท ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™;
  • ืื™ืŸ 2020, 95% ืคื•ืŸ ืึทืœืข ื•ืขื‘ืึท ื“ื™ืคึผืœื•ื™ืžืึทื ืฅ ื•ื•ืขื˜ ื–ื™ื™ืŸ ื˜ื™ื™ืœ ืคื•ืŸ ืึท ื‘ืจื™ื™ื˜ืขืจืขืจ ื–ื™ื›ืขืจื”ื™ื™ื˜ ืคึผืœืึทื˜ืคืึธืจืžืข.

ื“ืขืคึฟื™ื ื™ืฆื™ืข ืคื•ืŸ โ€‹โ€‹ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื–

ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื– ื ื•ืฆืŸ ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ืึทื ืึทืœื™ื˜ื™ืงืก ืฆื• ืึธืคึผืฉืึทืฆืŸ ื“ื™ ื˜ืขื˜ื™ืงื™ื™ื˜ ืคื•ืŸ ื™ื•ื–ืขืจื– ืื•ืŸ ืื ื“ืขืจืข ืขื ื˜ื™ื˜ื™ื– (ืึทื–ืึท ื•ื•ื™ ืžื—ื ื•ืช, ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื–, ื ืขืฅ ืคืึทืจืงืขืจ ืื•ืŸ ื“ืึทื˜ืŸ ืกื˜ืึธืจื–).
ื–ื™ื™ ื“ืขื˜ืขืงื˜ ื˜ืจืขืฅ ืื•ืŸ ืคึผืึธื˜ืขื ืฆื™ืขืœ ื™ื ืกืึทื“ืึทื ืฅ, ื˜ื™ืคึผื™ืงืœื™ ืจืขืคึผืจื™ื–ืขื ื˜ื™ื ื’ ืึทื ืึทืžืึทืœืึทืก ื˜ืขื˜ื™ืงื™ื™ื˜ ืงืึทืžืคึผืขืจื“ ืžื™ื˜ ื“ื™ ื ืึธืจืžืึทืœ ืคึผืจืึธืคื™ืœ ืื•ืŸ ื ืึทื˜ื•ืจ ืคื•ืŸ ื ื™ืฆืขืจืก ืื•ืŸ ืขื ื˜ื™ื˜ื™ื– ืื™ืŸ ืขื ืœืขืš ื’ืจื•ืคึผืขืก ืื™ื‘ืขืจ ืึท ืฆื™ื™ื˜.

ื“ื™ ืžืขืจืกื˜ ืคึผืจืึธืกื˜ ื ื•ืฆืŸ ืงืึทืกืขืก ืื™ืŸ ื“ื™ ืคืึทืจื ืขืžื•ื ื’ ืึธืคึผืฉื ื™ื˜ ื–ืขื ืขืŸ ืกืึทืงืึธื ืข ื“ื™ื˜ืขืงืฉืึทืŸ ืื•ืŸ ืขื ื˜ืคืขืจ, ื•ื•ื™ ื’ืขื–ื•ื ื˜ ื•ื•ื™ ื“ื™ื˜ืขืงืฉืึทืŸ ืื•ืŸ ืขื ื˜ืคืขืจ ืฆื• ื™ื ืกื™ื™ื“ืขืจ ื˜ืจืขืฅ (ืžืขืจืกื˜ื ืก ืงืึทืžืคึผืจืึทืžื™ื™ื–ื“ ื™ื ืกื™ื“ืขืจื–; ืžืืœ ื™ื ืขืจืœืขืš ืึทื˜ืึทืงืขืจื–).

ื•ืขื‘ืึท ืื™ื– ื•ื•ื™ decisionืื•ืŸ ืคึฟื•ื ืงืฆื™ืข, ื’ืขื‘ื•ื™ื˜ ืื™ืŸ ืึท ืกืคึผืขืฆื™ืคื™ืฉ ื’ืขืฆื™ื™ึทื’:

  • ื“ื™ ืœื™ื™ื–ื•ื ื’ ืื™ื– ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื– ืคื•ืŸ "ืจื™ื™ืŸ" ื•ืขื‘ืึท ืคึผืœืึทื˜ืคืึธืจืžืก, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ื•ื•ืขื ื“ืึธืจืก ื•ื•ืึธืก ืื•ื™ืš ืคืึทืจืงื•ื™ืคืŸ SIEM ืกืึทืœื•ืฉืึทื ื– ืกืขืคึผืขืจืึทื˜ืœื™. ืคืึธื•ืงื™ืกื˜ ืื•ื™ืฃ ืึท ื‘ืจื™ื™ื˜ ืงื™ื™ื˜ ืคื•ืŸ ื’ืขืฉืขืคื˜ ืคึผืจืึธื‘ืœืขืžืก ืื™ืŸ ื ืึทื˜ื•ืจืึทืœ ืึทื ืึทืœื™ื˜ื™ืงืก ืคื•ืŸ ื‘ื™ื™ื“ืข ื ื™ืฆืขืจืก ืื•ืŸ ืขื ื˜ื™ื˜ื™ื–.
  • ืขืžื‘ืขื“ื™ื“ - ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื– / ื“ื™ื•ื•ื™ื–ืฉืึทื ื– ื•ื•ืึธืก ื•ื™ืกืฉื˜ื™ืžืขืŸ ื•ืขื‘ืึท ืคืึทื ื’ืงืฉืึทื ื– ืื•ืŸ ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ื– ืื™ืŸ ื–ื™ื™ืขืจ ืกืึทืœื•ืฉืึทื ื–. ื˜ื™ืคึผื™ืงืึทืœืœื™ ืคืึธื•ืงื™ืกื˜ ืื•ื™ืฃ ืึท ืžืขืจ ืกืคึผืขืฆื™ืคื™ืฉ ื’ืึทื ื’ ืคื•ืŸ ื’ืขืฉืขืคื˜ ืคึผืจืึธื‘ืœืขืžืก. ืื™ืŸ ื“ืขื ืคืึทืœ, UEBA ืื™ื– ื’ืขื ื™ืฆื˜ ืฆื• ืคื•ื ืึทื ื“ืขืจืงืœื™ื™ึทื‘ืŸ ื“ื™ ื ืึทื˜ื•ืจ ืคื•ืŸ ื ื™ืฆืขืจืก ืื•ืŸ / ืึธื“ืขืจ ืขื ื˜ื™ื˜ื™ื–.

ื’ืึทืจื˜ื ืขืจ ืงื•ืงื˜ UEBA ืฆื•ื–ืืžืขืŸ ื“ืจื™ื™ ืึทืงืกืขืก, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืคึผืจืึธื‘ืœืขื ืกืึทืœื•ื•ืขืจื–, ืึทื ืึทืœื™ื˜ื™ืงืก ืื•ืŸ ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ (ื–ืขืŸ ืคื™ื’ื•ืจ).

ื“ื™ ื•ืขื‘ืึท ืžืึทืจืง ืื™ื– ื˜ื•ื™ื˜ - ืœืึทื ื’ ืœืขื‘ืŸ ื•ืขื‘ืึท

"ืจื™ื™ืŸ" ื•ืขื‘ืึท ืคึผืœืึทื˜ืคืึธืจืžืก ืงืขื’ืŸ ื“ื™ ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ื•ืขื‘ืึท

ื’ืึทืจื˜ื ืขืจ ื”ืืœื˜ ืึท "ืจื™ื™ืŸ" ื•ืขื‘ืึท ืคึผืœืึทื˜ืคืึธืจืžืข ื•ื•ื™ ืกืึทืœื•ืฉืึทื ื– ืึทื–:

  • ืกืึธืœื•ื•ืข ืขื˜ืœืขื›ืข ืกืคึผืขืฆื™ืคื™ืฉ ืคึผืจืึธื‘ืœืขืžืก, ืึทื–ืึท ื•ื•ื™ ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืคึผืจื™ื•ื•ืœื™ื“ื–ืฉื“ ื™ื•ื–ืขืจื– ืึธื“ืขืจ ืึทื•ื˜ืคึผื•ืฅ ื“ืึทื˜ืŸ ืึทืจื•ื™ืก ื“ืขืจ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข, ืื•ืŸ ื ื™ื˜ ื ืึธืจ ื“ื™ ืึทื‘ืกื˜ืจืึทืงื˜ "ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืคื•ืŸ ืึทื ืึทืžืึทืœืึทืก ื‘ืึทื ื™ืฆืขืจ ื˜ืขื˜ื™ืงื™ื™ื˜";
  • ืึทืจื™ื™ึทื ืฆื™ืขืŸ ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ ืงืึธืžืคึผืœืขืงืก ืึทื ืึทืœื™ื˜ื™ืงืก, ื“ืึทื•ื•ืงืข ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื™ืงืขืจื“ื™ืง ืึทื ืึทืœื™ื˜ื™ืงืึทืœ ืึทืคึผืจืึธื•ื˜ืฉื™ื–;
  • ืฆื•ืฉื˜ืขืœืŸ ืขื˜ืœืขื›ืข ืึธืคึผืฆื™ืขืก ืคึฟืึทืจ ื“ืึทื˜ืŸ ื–ืึทืžืœื•ื ื’, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ื“ื™ ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ื“ืึทื˜ืŸ ืžืงื•ืจ ืžืขืงืึทื ื™ื–ืึทืžื– ืื•ืŸ ืคึฟื•ืŸ ืœืึธื’ ืคืึทืจื•ื•ืึทืœื˜ื•ื ื’ ืžื›ืฉื™ืจื™ื, ื“ืึทื˜ืึท ืึธื–ืขืจืข ืื•ืŸ / ืึธื“ืขืจ SIEM ืกื™ืกื˜ืขืžืขืŸ, ืึธืŸ ื“ื™ ืžืึทื ื“ืึทื˜ืึธืจื™ ื“ืึทืจืคึฟืŸ ืฆื• ืฆืขื•ื•ื™ืงืœืขืŸ ื‘ืึทื–ื•ื ื“ืขืจ ืื’ืขื ื˜ืŸ ืื™ืŸ ื“ื™ ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ;
  • ืงืขื ืขืŸ ื–ื™ื™ืŸ ืคึผืขืจื˜ืฉืึทืกื˜ ืื•ืŸ ื“ื™ืคึผืœื•ื™ื“ ื•ื•ื™ ืกื˜ืึทื ื“ืึทืœืึธื ืข ืกืึทืœื•ืฉืึทื ื– ืืœื ื•ื•ื™ ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืื™ืŸ
    ื“ืขืจ ื–ืึทืฅ ืคื•ืŸ ืื ื“ืขืจืข ืคึผืจืึธื“ื•ืงื˜ืŸ.

ื“ื™ ื˜ื™ืฉ ืื•ื ื˜ืŸ ืงืึทืžืคึผืขืจื– ื“ื™ ืฆื•ื•ื™ื™ ืึทืคึผืจืึธื•ื˜ืฉื™ื–.

ื˜ื™ืฉ 1. "ืจื™ื™ืŸ" ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื– ื•ื•ืก ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ืึธื ืขืก

ืงืึทื˜ืขื’ืึธืจื™ืข "ืจื™ื™ืŸ" ื•ืขื‘ืึท ืคึผืœืึทื˜ืคืึธืจืžืก ืื ื“ืขืจืข ืกืึทืœื•ืฉืึทื ื– ืžื™ื˜ ืึท ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ื•ืขื‘ืึท
ืคึผืจืึธื‘ืœืขื ืฆื• ื–ื™ื™ืŸ ืกืึทืœื•ื•ื“ ืึทื ืึทืœื™ืกื™ืก ืคื•ืŸ ื‘ืึทื ื™ืฆืขืจ ื ืึทื˜ื•ืจ ืื•ืŸ ืขื ื˜ื™ื˜ื™ื–. ืคืขืœืŸ ืคื•ืŸ ื“ืึทื˜ืŸ ืงืขืŸ ื‘ืึทื’ืจืขื ืขืฆืŸ UEBA ืฆื• ืคื•ื ืึทื ื“ืขืจืงืœื™ื™ึทื‘ืŸ ื“ื™ ื ืึทื˜ื•ืจ ืคื•ืŸ ื‘ืœื•ื™ื– ื ื™ืฆืขืจืก ืึธื“ืขืจ ืขื ื˜ื™ื˜ื™ื–.
ืคึผืจืึธื‘ืœืขื ืฆื• ื–ื™ื™ืŸ ืกืึทืœื•ื•ื“ ืกืขืจื•ื•ืขืก ืฆื• ืกืึธืœื•ื•ืข ืึท ื‘ืจื™ื™ื˜ ืงื™ื™ื˜ ืคื•ืŸ ืคึผืจืึธื‘ืœืขืžืก ืกืคึผืขืฉืึทืœื™ื™ื–ื™ื– ืื™ืŸ ืึท ืœื™ืžื™ื˜ืขื“ ื’ืึทื ื’ ืคื•ืŸ ื˜ืึทืกืงืก
ืึทื ืึทืœื™ื˜ื™ืงืก ืึทื ืึทืžืึทืœื™ ื“ื™ื˜ืขืงืฉืึทืŸ ื ื™ืฆืŸ ืคืึทืจืฉื™ื“ืŸ ืึทื ืึทืœื™ื˜ื™ืงืึทืœ ืžืขื˜ื”ืึธื“ืก - ื“ืขืจ ื”ื•ื™ืคึผื˜ ื“ื•ืจืš ืกื˜ืึทื˜ื™ืกื˜ื™ืฉ ืžืึธื“ืขืœืก ืื•ืŸ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ, ืฆื•ื–ืึทืžืขืŸ ืžื™ื˜ ื›ึผืœืœื™ื ืื•ืŸ ืกื™ื’ื ืึทื˜ืฉืขืจื–. ืขืก ืงื•ืžื˜ ืžื™ื˜ ืึท ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ืึทื ืึทืœื™ื˜ื™ืงืก ืฆื• ืฉืึทืคึฟืŸ ืื•ืŸ ืคืึทืจื’ืœื™ื™ึทื›ืŸ ื‘ืึทื ื™ืฆืขืจ ืื•ืŸ ืขื ื˜ื™ื˜ื™ ืึทืงื˜ื™ื•ื•ื™ื˜ืขื˜ืŸ ืฆื• ื–ื™ื™ืขืจ ืคึผืจืึธื•ืคื™ื™ืœื– ืื•ืŸ ื—ื‘ืจื™ื. ืขื ืœืขืš ืฆื• ืจื™ื™ืŸ ื•ืขื‘ืึท, ืึธื‘ืขืจ ืึทื ืึทืœื™ืกื™ืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืœื™ืžื™ื˜ืขื“ ื‘ืœื•ื™ื– ืฆื• ื™ื•ื–ืขืจื– ืื•ืŸ / ืึธื“ืขืจ ืขื ื˜ื™ื˜ื™ื–.
ืึทื ืึทืœื™ื˜ื™ืงืก ืึทื•ื•ืึทื ืกื™ืจื˜ืข ืึทื ืึทืœื™ืกื™ืก ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื–, ื ื™ื˜ ื‘ืื’ืจืขื ืขืฆื˜ ื‘ืœื•ื™ื– ื“ื•ืจืš ื›ึผืœืœื™ื. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืึท ืงืœืึทืกื˜ืขืจื™ื ื’ ืึทืœื’ืขืจื™ื“ืึทื ืžื™ื˜ ื“ื™ื ืึทืžื™ืฉ ื’ืจื•ืคึผื™ื ื’ ืคื•ืŸ ืขื ื˜ื™ื˜ื™ื–. ืขื ืœืขืš ืฆื• "ืจื™ื™ืŸ" ื•ืขื‘ืึท, ืึธื‘ืขืจ ืขื ื˜ื™ื˜ื™ ื’ืจื•ืคึผื™ื ื’ ืื™ืŸ ืขื˜ืœืขื›ืข ืขืžื‘ืขื“ื™ื“ ืกืึทืงืึธื ืข ืžืึธื“ืขืœืก ืงืขื ืขืŸ ื‘ืœื•ื™ื– ื–ื™ื™ืŸ ื˜ืฉื™ื™ื ื“ื–ืฉื“ ืžืึทื ื™ื•ืึทืœื™.
ืึทื ืึทืœื™ื˜ื™ืงืก ืงืึธืจืึทืœื™ื™ืฉืึทืŸ ืคื•ืŸ ืึทืงื˜ื™ื•ื•ื™ื˜ืขื˜ ืื•ืŸ ื ืึทื˜ื•ืจ ืคื•ืŸ ื™ื•ื–ืขืจื– ืื•ืŸ ืื ื“ืขืจืข ืขื ื˜ื™ื˜ื™ื– (ืœืžืฉืœ ื ื™ืฆืŸ Bayesian ื ืขื˜ื•ื•ืึธืจืงืก) ืื•ืŸ ืึทื’ื’ืจืขื’ืึทื˜ื™ืึธืŸ ืคื•ืŸ ื™ื—ื™ื“ ืจื™ื–ื™ืงื™ืจืŸ ื ืึทื˜ื•ืจ ืื™ืŸ ืกื“ืจ ืฆื• ื™ื“ืขื ื˜ื™ืคื™ืฆื™ืจืŸ ืึทื ืึทืžืึทืœืึทืก ื˜ืขื˜ื™ืงื™ื™ื˜. ืขื ืœืขืš ืฆื• ืจื™ื™ืŸ ื•ืขื‘ืึท, ืึธื‘ืขืจ ืึทื ืึทืœื™ืกื™ืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืœื™ืžื™ื˜ืขื“ ื‘ืœื•ื™ื– ืฆื• ื™ื•ื–ืขืจื– ืื•ืŸ / ืึธื“ืขืจ ืขื ื˜ื™ื˜ื™ื–.
ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ืจื™ืกื™ื•ื•ื™ื ื’ ื’ืขืฉืขืขื ื™ืฉืŸ ืื•ื™ืฃ ื™ื•ื–ืขืจื– ืื•ืŸ ืขื ื˜ื™ื˜ื™ื– ืคึฟื•ืŸ ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ื’ืœื™ื™ึทืš ื“ื•ืจืš ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ืžืขืงืึทื ื™ื–ืึทืžื– ืึธื“ืขืจ ื™ื’ื–ื™ืกื˜ื™ื ื’ ื“ืึทื˜ืŸ ืกื˜ืึธืจื–, ืึทื–ืึท ื•ื•ื™ SIEM ืึธื“ืขืจ Data lake. ืžืขืงืึทื ื™ื–ืึทืžื– ืคึฟืึทืจ ื‘ืืงื•ืžืขืŸ ื“ืึทื˜ืŸ ื–ืขื ืขืŸ ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ื‘ืœื•ื™ื– ื“ื™ืจืขืงื˜ ืื•ืŸ ื•ื•ื™ืจืงืŸ ื‘ืœื•ื™ื– ื™ื•ื–ืขืจื– ืื•ืŸ / ืึธื“ืขืจ ืื ื“ืขืจืข ืขื ื˜ื™ื˜ื™ื–. ื“ื• ื–ืืœืกื˜ ื ื™ืฉื˜ ื ื•ืฆืŸ ืœืึธื’ ืคืึทืจื•ื•ืึทืœื˜ื•ื ื’ ืžื›ืฉื™ืจื™ื / SIEM / Data lake.
ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ื“ื™ ืœื™ื™ื–ื•ื ื’ ื–ืึธืœ ื ื™ื˜ ื‘ืœื•ื™ื– ืคืึทืจืœืึธื–ื  ืื•ื™ืฃ ื ืขืฅ ืคืึทืจืงืขืจ ื•ื•ื™ ื“ื™ ื”ื•ื™ืคึผื˜ ืžืงื•ืจ ืคื•ืŸ ื“ืึทื˜ืŸ, ืื•ืŸ ืขืก ื–ืึธืœ ื ื™ืฉื˜ ืคืึทืจืœืึธื–ื  ื‘ืœื•ื™ื– ืื•ื™ืฃ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ืื’ืขื ื˜ืŸ ืฆื• ื–ืึทืžืœืขืŸ ื˜ืขืœืขืžืขื˜ืจื™. ื“ื™ ืœื™ื™ื–ื•ื ื’ ืงืขื ืขืŸ ืคืึธืงื•ืก ื‘ืœื•ื™ื– ืื•ื™ืฃ ื ืขืฅ ืคืึทืจืงืขืจ (ืœืžืฉืœ, NTA - ื ืขืฅ ืคืึทืจืงืขืจ ืึทื ืึทืœื™ืกื™ืก) ืื•ืŸ / ืึธื“ืขืจ ื ื•ืฆืŸ ื–ื™ื™ึทืŸ ืื’ืขื ื˜ืŸ ืื•ื™ืฃ ืกื•ืฃ ื“ืขื•ื•ื™ืกืขืก (ืœืžืฉืœ, ืึธื ื’ืขืฉื˜ืขืœื˜ืขืจ ืžืึธื ื™ื˜ืึธืจื™ื ื’ ื™ื•ื˜ื™ืœืึทื˜ื™ื–).
ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ืกืึทื˜ืฉืขืจื™ื™ื˜ื™ื ื’ ื‘ืึทื ื™ืฆืขืจ / ืขื ื˜ื™ื˜ื™ ื“ืึทื˜ืŸ ืžื™ื˜ ืงืึธื ื˜ืขืงืกื˜. ืฉื˜ื™ืฆื˜ ื“ื™ ื–ืึทืžืœื•ื ื’ ืคื•ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื“ ื’ืขืฉืขืขื ื™ืฉืŸ ืื™ืŸ ืคืึทืงื˜ื™ืฉ ืฆื™ื™ื˜, ื•ื•ื™ ื’ืขื–ื•ื ื˜ ื•ื•ื™ ืกื˜ืจืึทืงื˜ืฉืขืจื“ / ืึทื ืกื˜ืจืึทืงื˜ืฉืขืจื“ ืงืึธื•ื›ื™ืกื™ื•ื• ื“ืึทื˜ืŸ ืคึฟื•ืŸ ืขืก ื“ื™ื™ืจืขืงื˜ืขืจื™ื– - ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, Active Directory (AD) ืึธื“ืขืจ ืื ื“ืขืจืข ืžืึทืฉื™ืŸ-ืœื™ื™ื ืขื•ื•ื“ื™ืง ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืจืขืกื•ืจืกืŸ (ืœืžืฉืœ, HR ื“ืึทื˜ืึทื‘ื™ื™ืกื™ื–). ืขื ืœืขืš ืฆื• ืจื™ื™ืŸ ื•ืขื‘ืึท, ืึธื‘ืขืจ ื“ื™ ืคืึทืจื ืขื ืคื•ืŸ ืงืึธื ื˜ืขืงืกื˜ื•ืึทืœ ื“ืึทื˜ืŸ ืงืขืŸ ื–ื™ื™ืŸ ืึทื ื“ืขืจืฉ ืคื•ืŸ ืคืึทืœ ืฆื• ืคืึทืœ. AD ืื•ืŸ LDAP ื–ืขื ืขืŸ ื“ื™ ืžืขืจืกื˜ ืคึผืจืึธืกื˜ ืงืึธื ื˜ืขืงืกื˜ื•ืึทืœ ื“ืึทื˜ืŸ ืกื˜ืึธืจื– ื’ืขื ื™ืฆื˜ ื“ื•ืจืš ืขืžื‘ืขื“ื™ื“ ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื–.
Availability ืคึผืจืึธื•ื•ื™ื“ืขืก ื“ื™ ืœื™ืกื˜ืขื“ ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ื•ื•ื™ ืึท ืกื˜ืึทื ื“ืึทืœืึธื ืข ืคึผืจืึธื“ื•ืงื˜. ืขืก ืื™ื– ืื•ืžืžืขื’ืœืขืš ืฆื• ืงื•ื™ืคืŸ ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ื•ืขื‘ืึท ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืึธืŸ ืคึผืขืจื˜ืฉืึทืกื™ื ื’ ืึท ืคื•ื ื“ืจื•ื™ืกื ื“ื™ืง ืœื™ื™ื–ื•ื ื’ ืื™ืŸ ื•ื•ืึธืก ืขืก ืื™ื– ื’ืขื‘ื•ื™ื˜.
ืžืงื•ืจ: Gartner (ืžื™ื™ึท 2019)

ืื–ื•ื™, ืฆื• ืกืึธืœื•ื•ืข ื–ื™ื›ืขืจ ืคึผืจืึธื‘ืœืขืžืก, ืขืžื‘ืขื“ื™ื“ ื•ืขื‘ืึท ืงืขื ืขืŸ ื ื•ืฆืŸ ื™ืงืขืจื“ื™ืง ื•ืขื‘ืึท ืึทื ืึทืœื™ื˜ื™ืงืก (ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืคึผืฉื•ื˜ ื•ื ืกื•ืคึผืขืจื•ื•ื™ื™ื–ื“ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ), ืึธื‘ืขืจ ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜, ืจืขื›ื˜ ืฆื• ืึทืงืกืขืก ืฆื• ืคึผื•ื ืงื˜ ื“ื™ ื ื™ื™ื˜ื™ืง ื“ืึทื˜ืŸ, ืขืก ืงืขืŸ ื–ื™ื™ืŸ ืงื•ื™ืœืขืœื“ื™ืง ืžืขืจ ืขืคืขืงื˜ื™ื•ื• ื•ื•ื™ ืึท "ืจื™ื™ืŸ" ื•ืขื‘ืึท ืœื™ื™ื–ื•ื ื’. ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜, "ืจื™ื™ืŸ" ื•ืขื‘ืึท ืคึผืœืึทื˜ืคืึธืจืžืก, ื•ื•ื™ ื“ืขืจื•ื•ืึทืจื˜, ืคืึธืจืฉืœืึธื’ืŸ ืžืขืจ ืงืึธืžืคึผืœื™ืฆื™ืจื˜ ืึทื ืึทืœื™ื˜ื™ืงืก ื•ื•ื™ ื“ื™ ื”ื•ื™ืคึผื˜ ื•ื•ื™ืกืŸ ืงืึทืžืคึผืขืจื“ ืžื™ื˜ ื“ื™ ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ื•ืขื‘ืึท ื’ืขืฆื™ื™ึทื’. ื“ื™ ืจืขื–ื•ืœื˜ืึทื˜ืŸ ื–ืขื ืขืŸ ืกืึทืžืขืจื™ื™ื–ื“ ืื™ืŸ ื˜ืึทื‘ืœืข 2.

ื˜ื™ืฉ 2. ื“ืขืจ ืจืขื–ื•ืœื˜ืึทื˜ ืคื•ืŸ ื“ื™ ื“ื™ืคืขืจืึทื ืกื™ื– ืฆื•ื•ื™ืฉืŸ "ืจื™ื™ืŸ" ืื•ืŸ ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ื•ืขื‘ืึท

ืงืึทื˜ืขื’ืึธืจื™ืข "ืจื™ื™ืŸ" ื•ืขื‘ืึท ืคึผืœืึทื˜ืคืึธืจืžืก ืื ื“ืขืจืข ืกืึทืœื•ืฉืึทื ื– ืžื™ื˜ ืึท ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ื•ืขื‘ืึท
ืึทื ืึทืœื™ื˜ื™ืงืก ืึธื ื•ื•ืขื ื“ืœืขืš ืคึฟืึทืจ ืกืึทืœื•ื•ื™ื ื’ ืึท ืคืึทืจืฉื™ื™ื“ื ืงื™ื™ึทื˜ ืคื•ืŸ ื’ืขืฉืขืคื˜ ืคึผืจืึธื‘ืœืขืžืก ื™ืžืคึผืœื™ื™ื– ืึท ืžืขืจ ื•ื ื™ื•ื•ืขืจืกืึทืœ ื’ืึทื ื’ ืคื•ืŸ ื•ืขื‘ืึท ืคืึทื ื’ืงืฉืึทื ื– ืžื™ื˜ ืึท ื˜ืจืึธืคึผ ืื•ื™ืฃ ืžืขืจ ืงืึธืžืคึผืœื™ืฆื™ืจื˜ ืึทื ืึทืœื™ื˜ื™ืงืก ืื•ืŸ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืžืึธื“ืขืœืก. ืคืึธืงื•ืกื™ื ื’ ืื•ื™ืฃ ืึท ืงืœืขื ืขืจืขืจ ื’ืึทื ื’ ืคื•ืŸ ื’ืขืฉืขืคื˜ ืคึผืจืึธื‘ืœืขืžืก ืžื™ื˜ืœ ื”ืขื›ืกื˜ ืกืคึผืขืฉืึทืœื™ื™ื–ื“ ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ื•ื•ืึธืก ืคืึธืงื•ืก ืื•ื™ืฃ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ-ืกืคึผืขืฆื™ืคื™ืฉ ืžืึธื“ืขืœืก ืžื™ื˜ ืกื™ืžืคึผืœืขืจ ืœืึธื’ื™ืง.
ืึทื ืึทืœื™ื˜ื™ืงืก ืงื•ืกื˜ืึธืžื™ื–ืึทื˜ื™ืึธืŸ ืคื•ืŸ ื“ื™ ืึทื ืึทืœื™ืกื™ืก ืžืึธื“ืขืœ ืื™ื– ื ื™ื™ื˜ื™ืง ืคึฟืึทืจ ื™ืขื“ืขืจ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืกืฆืขื ืึทืจ. ืึทื ืึทืœื™ื˜ื™ืฉ ืžืึธื“ืขืœืก ื–ืขื ืขืŸ ืคืึทืจ-ืงืึทื ืคื™ื’ื™ืขืจื“ ืคึฟืึทืจ ื“ื™ ื’ืขืฆื™ื™ึทื’ ืžื™ื˜ UEBA ื’ืขื‘ื•ื™ื˜ ืื™ืŸ ืขืก. ื ื’ืขืฆื™ื™ึทื’ ืžื™ื˜ ืึท ื’ืขื‘ื•ื™ื˜-ืื™ืŸ UEBA ื‘ื›ืœืœ ืึทื˜ืฉื™ื•ื•ื– ืคืึทืกื˜ืขืจ ืจืขื–ื•ืœื˜ืึทื˜ืŸ ืื™ืŸ ืกืึทืœื•ื•ื™ื ื’ ื–ื™ื›ืขืจ ื’ืขืฉืขืคื˜ ืคึผืจืึธื‘ืœืขืžืก.
ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ืึทืงืกืขืก ืฆื• ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ืคึฟื•ืŸ ืึทืœืข ืขืงืŸ ืคื•ืŸ ื“ื™ ืคึฟื™ืจืžืข ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ. ื•ื•ื™ื™ื ื™ืงืขืจืข ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ, ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ืœื™ืžื™ื˜ืขื“ ื“ื•ืจืš ื“ื™ ืึทื•ื•ื™ื™ืœืึทื‘ื™ืœืึทื˜ื™ ืคื•ืŸ ืื’ืขื ื˜ืŸ ืคึฟืึทืจ ื–ื™ื™ ืึธื“ืขืจ ื“ื™ ื’ืขืฆื™ื™ึทื’ ื–ื™ืš ืžื™ื˜ ื•ืขื‘ืึท ืคืึทื ื’ืงืฉืึทื ื–.
ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ื“ื™ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืงืึทื ื˜ื™ื™ื ื“ ืื™ืŸ ื™ืขื“ืขืจ ืงืœืึธืฅ ืงืขืŸ ื–ื™ื™ืŸ ืœื™ืžื™ื˜ืขื“ ื“ื•ืจืš ื“ื™ ื“ืึทื˜ืŸ ืžืงื•ืจ ืื•ืŸ ืงืขืŸ ื ื™ืฉื˜ ืึทื ื˜ื”ืึทืœื˜ืŸ ืึทืœืข ื“ื™ ื ื™ื™ื˜ื™ืง ื“ืึทื˜ืŸ ืคึฟืึทืจ ื“ื™ ืกืขื ื˜ืจืึทืœื™ื™ื–ื“ UEBA ื’ืขืฆื™ื™ึทื’. ื“ื™ ืกื•ืžืข ืื•ืŸ ื“ืขื˜ืึทืœ ืคื•ืŸ ื“ื™ ืจื•ื™ ื“ืึทื˜ืŸ ื’ืขื–ืืžืœื˜ ื“ื•ืจืš ื“ืขืจ ืึทื’ืขื ื˜ ืื•ืŸ ื˜ืจืึทื ืกืžื™ื˜ื˜ืขื“ ืฆื• UEBA ืงืขื ืขืŸ ื–ื™ื™ืŸ ืกืคึผืึทืกื™ืคื™ืงืœื™ ืงืึทื ืคื™ื’ื™ืขืจื“.
ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ ืขืก ืื™ื– ืึท ื’ืึทื ืฅ ื•ืขื‘ืึท ืคึผืจืึธื“ื•ืงื˜ ืคึฟืึทืจ ืึทืŸ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข. ื™ื ื˜ืขื’ืจืึทื˜ื™ืึธืŸ ืื™ื– ื’ืจื™ื ื’ืขืจ ืžื™ื˜ ื“ื™ ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื– ืคื•ืŸ ืึท SIEM ืกื™ืกื˜ืขื ืึธื“ืขืจ ื“ืึทื˜ืึท ืึธื–ืขืจืข. ืจื™ืงื•ื•ื™ื™ืจื– ืึท ื‘ืึทื–ื•ื ื“ืขืจ ื’ืึทื ื’ ืคื•ืŸ ื•ืขื‘ืึท ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ืคึฟืึทืจ ื™ืขื“ืขืจ ืคื•ืŸ ื“ื™ ืกืึทืœื•ืฉืึทื ื– ื•ื•ืึธืก ื”ืึธื‘ืŸ ืึท ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ื•ืขื‘ืึท. ืขืžื‘ืขื“ื™ื“ ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื– ืึธืคื˜ ื“ืึทืจืคืŸ ื™ื ืกื˜ืึธืœื™ื ื’ ืื’ืขื ื˜ืŸ ืื•ืŸ ืึธื ืคื™ืจื•ื ื’ ื“ืึทื˜ืŸ.
Integration ืžืึทื ื•ืึทืœ ื™ื ื˜ืึทื’ืจื™ื™ืฉืึทืŸ ืคื•ืŸ ื“ื™ UEBA ืœื™ื™ื–ื•ื ื’ ืžื™ื˜ ืื ื“ืขืจืข ืžื›ืฉื™ืจื™ื ืื™ืŸ ื™ืขื“ืขืจ ืคืึทืœ. ืึทืœืึทื•ื– ืึทืŸ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข ืฆื• ื‘ื•ื™ืขืŸ ื–ื™ื™ืŸ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืึธื ืœื™ื™ื’ืŸ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ "ื‘ืขืกื˜ืขืจ ืฆื•ื•ื™ืฉืŸ ืึทื ืึทืœืึธื’ื•ืขืก" ืฆื•ื’ืึทื ื’. ื“ื™ ื”ื•ื™ืคึผื˜ ื‘ืึทื ื“ืึทืœื– ืคื•ืŸ ื•ืขื‘ืึท ืคืึทื ื’ืงืฉืึทื ื– ื–ืขื ืขืŸ ืฉื•ื™ืŸ ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืื™ืŸ ื“ื™ ื’ืขืฆื™ื™ึทื’ ื–ื™ืš ื“ื•ืจืš ื“ืขืจ ืคืึทื‘ืจื™ืงืึทื ื˜. ื“ื™ UEBA ืžืึธื“ื•ืœืข ืื™ื– ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ืื•ืŸ ืงืขื ืขืŸ ื ื™ื˜ ื–ื™ื™ืŸ ืึทื•ื•ืขืงื’ืขื ื•ืžืขืŸ, ืึทื–ื•ื™ ืงืึทืกื˜ืึทืžืขืจื– ืงืขื ืขืŸ ื ื™ืฉื˜ ืคืึทืจื‘ื™ื™ึทื˜ืŸ ืขืก ืžื™ื˜ ืขืคึผืขืก ืคื•ืŸ ื–ื™ื™ืขืจ ืื™ื™ื’ืŸ.
ืžืงื•ืจ: Gartner (ืžื™ื™ึท 2019)

ื•ืขื‘ืึท ื•ื•ื™ ืึท ืคึฟื•ื ืงืฆื™ืข

ื•ืขื‘ืึท ืื™ื– ืฉื™ื™ืŸ ืึท ืฉื˜ืจื™ืš ืคื•ืŸ ืกื•ืฃ-ืฆื•-ืกื•ืฃ ืกื™ื™ื‘ืขืจืกืขืงื•ืจื™ื˜ื™ ืกืึทืœื•ืฉืึทื ื– ื•ื•ืึธืก ืงืขื ืขืŸ ื ื•ืฅ ืคื•ืŸ ื ืึธืš ืึทื ืึทืœื™ื˜ื™ืงืก. UEBA ืึทื ื“ืขืจืœื™ื™ื– ื“ื™ ืกืึทืœื•ืฉืึทื ื–, ืคึผืจืึทื•ื•ื™ื™ื“ื™ื ื’ ืึท ืฉื˜ืึทืจืง ืฉื™ื›ื˜ืข ืคื•ืŸ โ€‹โ€‹ืึทื•ื•ืึทื ืกื™ืจื˜ืข ืึทื ืึทืœื™ื˜ื™ืงืก ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื‘ืึทื ื™ืฆืขืจ ืื•ืŸ / ืึธื“ืขืจ ืขื ื˜ื™ื˜ื™ ื ืึทื˜ื•ืจ ืคึผืึทื˜ืขืจื ื–.

ื“ืขืจื•ื•ื™ื™ึทืœ ืื•ื™ืฃ ื“ื™ ืžืึทืจืง, ื“ื™ ื’ืขื‘ื•ื™ื˜-ืื™ืŸ UEBA ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืื™ื– ื™ืžืคึผืœืึทืžืขื ืึทื“ ืื™ืŸ ื“ื™ ืคืืœื’ืขื ื“ืข ืกืึทืœื•ืฉืึทื ื–, ื’ืจื•ืคึผื˜ ื“ื•ืจืš ื˜ืขืงื ืึทืœืึทื“ื–ืฉื™ืงืึทืœ ืคืึทืจื ืขื:

  • ื“ืึทื˜ืึท-ืคืึธื•ืงื™ืกื˜ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ืื•ืŸ ืฉื•ืฅ, ื–ืขื ืขืŸ ื•ื•ืขื ื“ืึธืจืก ื•ื•ืึธืก ื–ืขื ืขืŸ ืคืึธื•ืงื™ืกื˜ ืื•ื™ืฃ ื™ืžืคึผืจื•ื•ื•ื™ื ื’ ื“ื™ ื–ื™ื›ืขืจื”ื™ื™ื˜ ืคื•ืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื“ ืื•ืŸ ืึทื ืกื˜ืจืึทืงื˜ืฉืขืจื“ ื“ืึทื˜ืŸ ืกื˜ืึธืจื™ื“ื–ืฉ (aka DCAP).

    ืื™ืŸ ื“ืขื ืงืึทื˜ืขื’ืึธืจื™ืข ืคื•ืŸ โ€‹โ€‹ื•ื•ืขื ื“ืึธืจืก, Gartner ื”ืขืจื•ืช, ืฆื•ื•ื™ืฉืŸ ืื ื“ืขืจืข ื–ืื›ืŸ, ื•ื•ืึทืจืึธื ื™ืก ืกื™ื™ื‘ืขืจืกืขืงื•ืจื™ื˜ื™ ืคึผืœืึทื˜ืคืึธืจืžืข, ื•ื•ืึธืก ืึธืคืคืขืจืก ื‘ืึทื ื™ืฆืขืจ ื ืึทื˜ื•ืจ ืึทื ืึทืœื™ื˜ื™ืงืก ืฆื• ืžืึธื ื™ื˜ืึธืจ ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ ืึทื ืกื˜ืจืึทืงื˜ืฉืขืจื“ ื“ืึทื˜ืŸ ืคึผืขืจืžื™ืฉืึทื ื–, ืึทืงืกืขืก ืื•ืŸ ื‘ืึทื ื™ืฅ ืื™ืŸ ืคืึทืจืฉื™ื“ืขื ืข ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืกื˜ืึธืจื–.

  • CASB ืกื™ืกื˜ืขืžืขืŸ, ืคืึธืจืฉืœืึธื’ืŸ ืฉื•ืฅ ืงืขื’ืŸ ืคืึทืจืฉื™ื“ืŸ ื˜ืจืขืฅ ืื™ืŸ ื•ื•ืึธืœืงืŸ-ื‘ืื–ื™ืจื˜ ืกืึทืึทืก ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ื“ื•ืจืš ื‘ืœืึทืงื™ื ื’ ืึทืงืกืขืก ืฆื• ื•ื•ืึธืœืงืŸ ื‘ืึทื“ื™ื ื•ื ื’ืก ืคึฟืึทืจ ืึทื ื•ื•ืึธื ื˜ื™ื“ ื“ืขื•ื•ื™ืกืขืก, ื™ื•ื–ืขืจื– ืื•ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ื•ื•ืขืจืกื™ืขืก ื ื™ืฆืŸ ืึท ืึทื“ืึทืคึผื˜ื™ื•ื• ืึทืงืกืขืก ืงืึธื ื˜ืจืึธืœ ืกื™ืกื˜ืขื.

    ืึทืœืข ืžืึทืจืง-ืœื™ื“ื™ื ื’ ืงืึทืกื‘ ืกืึทืœื•ืฉืึทื ื– ืึทืจื™ื™ึทื ื ืขืžืขืŸ ื•ืขื‘ืึท ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื–.

  • DLP ืกืึทืœื•ืฉืึทื ื– - ืคืึธื•ืงื™ืกื˜ ืื•ื™ืฃ ื“ื™ื˜ืขืงื˜ื™ื ื’ ื“ื™ ืึทืจื™ื‘ืขืจืคื™ืจืŸ ืคื•ืŸ ืงืจื™ื˜ื™ืฉ ื“ืึทื˜ืŸ ืึทืจื•ื™ืก ื“ื™ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข ืึธื“ืขืจ ื–ื™ื“ืœืขืŸ.

    DLP ืึทื“ื•ื•ืึทื ื˜ื™ื“ื–ืฉื™ื– ื–ืขื ืขืŸ ืœืึทืจื’ืขืœื™ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืคืืจืฉื˜ืื ื“ ืคื•ืŸ ืื™ื ื”ืึทืœื˜, ืžื™ื˜ ื•ื•ื™ื™ื ื™ืงืขืจ ืคืึธืงื•ืก ืื•ื™ืฃ ืคืืจืฉื˜ืื ื“ ืคื•ืŸ ืงืึธื ื˜ืขืงืกื˜ ืึทื–ืึท ื•ื•ื™ ื‘ืึทื ื™ืฆืขืจ, ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ, ืึธืจื˜, ืฆื™ื™ื˜, ื’ื™ื›ืงื™ื™ึทื˜ ืคื•ืŸ ื’ืขืฉืขืขื ื™ืฉืŸ ืื•ืŸ ืื ื“ืขืจืข ืคื•ื ื“ืจื•ื™ืกื ื“ื™ืง ืกื™ื‘ื•ืช. ืฆื• ื–ื™ื™ืŸ ืขืคืขืงื˜ื™ื•ื•, DLP ืคึผืจืึธื“ื•ืงื˜ืŸ ืžื•ื–ืŸ ื“ืขืจืงืขื ืขืŸ ื‘ื™ื™ื“ืข ืื™ื ื”ืึทืœื˜ ืื•ืŸ ืงืึธื ื˜ืขืงืกื˜. ื“ืึธืก ืื™ื– ื•ื•ืึธืก ืคื™ืœืข ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื– ืึธื ื”ื™ื™ื‘ืŸ ืฆื• ื•ื™ืกืฉื˜ื™ืžืขืŸ UEBA ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืื™ืŸ ื–ื™ื™ืขืจ ืกืึทืœื•ืฉืึทื ื–.

  • ืึธื ื’ืขืฉื˜ืขืœื˜ืขืจ ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืื™ื– ื“ื™ ืคื™ื™ื™ืงื™ื™ื˜ ืฆื• ืจืขืงืึธืจื“ื™ืจืŸ ืื•ืŸ ืจื™ืคึผืœื™ื™ ืึธื ื’ืขืฉื˜ืขืœื˜ืขืจ ืึทืงืฉืึทื ื–, ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ืื™ืŸ ืึท ื“ืึทื˜ืŸ ืคึฟืึธืจืžืึทื˜ ืคึผืึทืกื™ืง ืคึฟืึทืจ ืœืขื’ืึทืœ ืคืึทืจื”ืึทื ื“ืœื•ื ื’ (ืื•ื™ื‘ ื ื™ื™ื˜ื™ืง).

    ืงืขืกื™ื™ื“ืขืจ ืžืึธื ื™ื˜ืึธืจื™ื ื’ ื ื™ืฆืขืจืก ืึธืคื˜ ื“ื–ืฉืขื ืขืจื™ื™ืฅ ืึท ืึธื•ื•ื•ืขืจื•ื•ืขืœืžื™ื ื’ ืกื•ืžืข ืคื•ืŸ โ€‹โ€‹ื“ืึทื˜ืŸ ื•ื•ืึธืก ืจื™ืงื•ื•ื™ื™ืขืจื– ืžืึทื ื•ืึทืœ ืคึฟื™ืœื˜ืจื™ืจื•ื ื’ ืื•ืŸ ืžืขื ื˜ืฉ ืึทื ืึทืœื™ืกื™ืก. ื“ืขืจื™ื‘ืขืจ, UEBA ืื™ื– ื’ืขื ื™ืฆื˜ ื™ืŸ ืžืึธื ื™ื˜ืึธืจื™ื ื’ ืกื™ืกื˜ืขืžืขืŸ ืฆื• ืคึฟืึทืจื‘ืขืกืขืจืŸ ื“ื™ ืคืึธืจืฉื˜ืขืœื•ื ื’ ืคื•ืŸ ื“ื™ ืกืึทืœื•ืฉืึทื ื– ืื•ืŸ ื“ืขื˜ืขืงื˜ ื‘ืœื•ื™ื– ื”ื•ื™ืš-ืจื™ื–ื™ืงื™ืจืŸ ื™ื ืกืึทื“ืึทื ืฅ.

  • ืขื ื“ืคึผื•ื™ื ื˜ ื–ื™ื›ืขืจื”ื™ื™ื˜ - ืขื ื“ืคึผื•ื™ื ื˜ ื“ื™ื˜ืขืงืฉืึทืŸ ืื•ืŸ ืขื ื˜ืคืขืจ (EDR) ืกืึทืœื•ืฉืึทื ื– ืื•ืŸ ืขื ื“ืคึผื•ื™ื ื˜ ืฉื•ืฅ ืคึผืœืึทื˜ืคืึธืจืžืก (EPP) ืฆื•ืฉื˜ืขืœืŸ ืฉื˜ืึทืจืง ื™ื ืกื˜ืจืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืื•ืŸ ืึธืคึผืขืจื™ื™ื˜ื™ื ื’ ืกื™ืกื˜ืขื ื˜ืขืœืขืžืขื˜ืจื™ ืฆื•
    ืกื•ืฃ ื“ืขื•ื•ื™ืกืขืก.

    ืึทื–ืึท ื‘ืึทื ื™ืฆืขืจ-ืคึฟืึทืจื‘ื•ื ื“ืขื ืข ื˜ืขืœืขืžืขื˜ืจื™ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืึทื ืึทืœื™ื™ื–ื“ ืฆื• ืฆื•ืฉื˜ืขืœืŸ ืึท ื’ืขื‘ื•ื™ื˜-ืื™ืŸ UEBA ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™.

  • ืึธื ืœื™ื™ืŸ ืฉื•ื•ื™ื ื“ืœ - ืึธื ืœื™ื™ืŸ ืฉื•ื•ื™ื ื“ืœ ื“ื™ื˜ืขืงืฉืึทืŸ ืกืึทืœื•ืฉืึทื ื– ื“ืขื˜ืขืงื˜ ื“ื™ื•ื•ื™ืึทื ื˜ ื˜ืขื˜ื™ืงื™ื™ื˜ ื•ื•ืึธืก ื™ื ื“ื™ืงื™ื™ืฅ ืึท ืงืึธืžืคึผืจืึธืžื™ืก ืคื•ืŸ ืึท ืงื•ื ื” ืก ื—ืฉื‘ื•ืŸ ื“ื•ืจืš ืึท ืฉื•ื•ื™ื ื“ืœ, ืžืึทืœื•ื•ืึทืจืข ืึธื“ืขืจ ืขืงืกืคึผืœื•ื™ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ืึทื ืกื™ืงื™ื•ืจื“ ืงืึทื ืขืงืฉืึทื ื– / ื‘ืœืขื˜ืขืจืขืจ ืคืึทืจืงืขืจ ื™ื ื˜ืขืจืกืขืคึผืฉืึทืŸ.

    ืจื•ื‘ึฟ ืฉื•ื•ื™ื ื“ืœ ืกืึทืœื•ืฉืึทื ื– ื ื•ืฆืŸ ื“ื™ ืขืกืึทื ืก ืคื•ืŸ UEBA, ื˜ืจืึทื ืกืึทืงื˜ื™ืึธืŸ ืึทื ืึทืœื™ืกื™ืก ืื•ืŸ ืžืขื–ืฉืขืจืžืึทื ื˜ ืคื•ืŸ ืžื™ื˜ืœ, ืžื™ื˜ ืžืขืจ ืึทื•ื•ืึทื ืกื™ืจื˜ืข ืกื™ืกื˜ืขืžืขืŸ ืงืึทืžืคึผืœืึทืžืขื ื˜ื™ื ื’ ื–ื™ื™ ื“ื•ืจืš ื•ื•ืึธืก ืจื™ื›ื˜ืŸ ืฉื™ื™ื›ื•ืช ืื™ืŸ ื“ื™ ืื™ื“ืขื ื˜ื™ื˜ืขื˜ ื“ืึทื˜ืึทื‘ื™ื™ืก.

  • IAM ืื•ืŸ ืึทืงืกืขืก ืงืึธื ื˜ืจืึธืœ - Gartner ื”ืขืจื•ืช ืึทืŸ ืขื•ื•ืึธืœื•ื˜ื™ืึธื ืึทืจื™ ื’ืึทื ื’ ืฆื•ื•ื™ืฉืŸ ื•ื•ืขื ื“ืึธืจืก ืคื•ืŸ ืึทืงืกืขืก ืงืึธื ื˜ืจืึธืœ ืกื™ืกื˜ืขื ืฆื• ื•ื™ืกืฉื˜ื™ืžืขืŸ ืžื™ื˜ ืจื™ื™ืŸ ื•ื•ืขื ื“ืึธืจืก ืื•ืŸ ื‘ื•ื™ืขืŸ ืขื˜ืœืขื›ืข UEBA ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืื™ืŸ ื–ื™ื™ืขืจ ืคึผืจืึธื“ื•ืงื˜ืŸ.
  • IAM ืื•ืŸ ืื™ื“ืขื ื˜ื™ื˜ืขื˜ ื’ืึทื•ื•ืขืจื ืึทื ืก ืื•ืŸ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ื™ืึธืŸ (ื™ื’ืึท) ืกื™ืกื˜ืขืžืขืŸ ื ื™ืฆืŸ UEBA ืฆื• ื“ืขืงืŸ ื‘ื™ื›ื™ื™ื•ื•ื™ืขืจืึทืœ ืื•ืŸ ืื™ื“ืขื ื˜ื™ื˜ืขื˜ ืึทื ืึทืœื™ื˜ื™ืงืก ืกื™ื ืขืจื™ืึธื•ื– ืึทื–ืึท ื•ื•ื™ ืึทื ืึทืžืึทืœื™ ื“ื™ื˜ืขืงืฉืึทืŸ, ื“ื™ื ืึทืžื™ืฉ ื’ืจื•ืคึผื™ื ื’ ืึทื ืึทืœื™ืกื™ืก ืคื•ืŸ ืขื ืœืขืš ืขื ื˜ื™ื˜ื™ื–, ืœืึธื’ื™ืŸ ืึทื ืึทืœื™ืกื™ืก ืื•ืŸ ืึทืงืกืขืก ืคึผืึธืœื™ื˜ื™ืง ืึทื ืึทืœื™ืกื™ืก.
  • IAM ืื•ืŸ ืคึผืจื™ื•ื•ื™ืœืขื’ืขื“ ืึทืงืกืขืก ืžืึทื ืึทื’ืขืžืขื ื˜ (PAM) - ืจืขื›ื˜ ืฆื• ื“ืขืจ ืจืึธืœืข ืคื•ืŸ โ€‹โ€‹ืžืึธื ื™ื˜ืึธืจื™ื ื’ ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ื™ื•ื•ืข ืึทืงืึทื•ื ืฅ, PAM ืกืึทืœื•ืฉืึทื ื– ื”ืึธื‘ืŸ ื˜ืขืœืขืžืขื˜ืจื™ ืฆื• ื•ื•ื™ื™ึทื–ืŸ ื•ื•ื™, ื•ื•ืึธืก, ื•ื•ืขืŸ ืื•ืŸ ื•ื•ื• ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ื™ื•ื•ืข ืึทืงืึทื•ื ืฅ ื–ืขื ืขืŸ ื’ืขื ื™ืฆื˜. ื“ื™ ื“ืึทื˜ืŸ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืึทื ืึทืœื™ื™ื–ื“ ืžื™ื˜ ื“ื™ ื’ืขื‘ื•ื™ื˜-ืื™ืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืคื•ืŸ UEBA ืคึฟืึทืจ ื“ืขื ื‘ื™ื™ึทื–ื™ื™ึทืŸ ืคื•ืŸ ืึทื ืึทืžืึทืœืึทืก ื ืึทื˜ื•ืจ ืคื•ืŸ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ืึธืจืก ืึธื“ืขืจ ื‘ื™ื™ื–ืข ืงืึทื•ื•ืึธื ืข.
  • Manufacturers NTA (ื ืขื˜ื•ื•ืึธืจืง ืคืึทืจืงืขืจ ืึทื ืึทืœื™ืกื™ืก) - ื ื™ืฆืŸ ืึท ืงืึธืžื‘ื™ื ืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ, ืึทื•ื•ืึทื ืกื™ืจื˜ืข ืึทื ืึทืœื™ื˜ื™ืงืก ืื•ืŸ ื”ืขืจืฉืŸ-ื‘ืื–ื™ืจื˜ ื“ื™ื˜ืขืงืฉืึทืŸ ืฆื• ื™ื“ืขื ื˜ื™ืคื™ืฆื™ืจืŸ ืกืึทืกืคึผื™ืฉืึทืก ืึทืงื˜ื™ื•ื•ื™ื˜ืขื˜ืŸ ืื•ื™ืฃ ืคึฟื™ืจืžืข ื ืขื˜ื•ื•ืึธืจืงืก.

    NTA ืžื›ืฉื™ืจื™ื ืงืึทื ื˜ื™ื ื™ื•ืึทืกืœื™ ืึทื ืึทืœื™ื™ื– ืžืงื•ืจ ืคืึทืจืงืขืจ ืื•ืŸ / ืึธื“ืขืจ ืœื•ื™ืคืŸ ืจืขืงืึธืจื“ืก (ืœืžืฉืœ NetFlow) ืฆื• ื‘ื•ื™ืขืŸ ืžืึธื“ืขืœืก ื•ื•ืึธืก ืคืึทืจื˜ืจืึทื›ื˜ื  ื ืึธืจืžืึทืœ ื ืขืฅ ื ืึทื˜ื•ืจ, ื‘ืคึฟืจื˜ ืคืึธื•ืงื™ืกื™ื ื’ ืื•ื™ืฃ ืขื ื˜ื™ื˜ื™ ื ืึทื˜ื•ืจ ืึทื ืึทืœื™ื˜ื™ืงืก.

  • siem - ืคื™ืœืข SIEM ื•ื•ืขื ื“ืึธืจืก ืื™ืฆื˜ ื”ืึธื‘ืŸ ืึทื•ื•ืึทื ืกื™ืจื˜ืข ื“ืึทื˜ืŸ ืึทื ืึทืœื™ื˜ื™ืงืก ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ื’ืขื‘ื•ื™ื˜ ืื™ืŸ SIEM, ืึธื“ืขืจ ื•ื•ื™ ืึท ื‘ืึทื–ื•ื ื“ืขืจ UEBA ืžืึธื“ื•ืœืข. ืื™ื‘ืขืจ 2018 ืื•ืŸ ื‘ื™ื– ืื™ืฆื˜ ืื™ืŸ 2019, ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ืงืขืกื™ื™ื“ืขืจื“ื™ืง ื‘ืœืขืจื™ื ื’ ืคื•ืŸ ื“ื™ ื‘ืึทื•ื ื“ืจื™ื– ืฆื•ื•ื™ืฉืŸ SIEM ืื•ืŸ UEBA ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™, ื•ื•ื™ ื“ื™ืกืงืึทืกื˜ ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ "ื˜ืขื›ื ืึธืœืึธื’ื™ืข ื™ื ืกื™ื™ื˜ ืคึฟืึทืจ ื“ื™ ืžืึธื“ืขืจืŸ SIEM". SIEM ืกื™ืกื˜ืขืžืขืŸ ื”ืึธื‘ืŸ ื•ื•ืขืจืŸ ื‘ืขืกืขืจ ืื™ืŸ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ืึทื ืึทืœื™ื˜ื™ืงืก ืื•ืŸ ืคืึธืจืฉืœืึธื’ืŸ ืžืขืจ ืงืึธืžืคึผืœื™ืฆื™ืจื˜ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืกื™ื ืขืจื™ืึธื•ื–.

ื•ืขื‘ืึท ืึทืคึผืคึผืœื™ืงืึทื˜ื™ืึธืŸ ืกื™ื ืขืจื™ืึธื•ื–

ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื– ืงืขื ืขืŸ ืกืึธืœื•ื•ืข ืึท ื‘ืจื™ื™ื˜ ืงื™ื™ื˜ ืคื•ืŸ ืคึผืจืึธื‘ืœืขืžืก. ืึธื‘ืขืจ, ื’ืึทืจื˜ื ืขืจ ืงืœื™ื™ืึทื ืฅ ืฉื˜ื™ืžืขืŸ ืึทื– ื“ื™ ืขืจืฉื˜ื™ืง ื ื•ืฆืŸ ืคืึทืœ ื™ื ื•ื•ืึทืœื•ื•ื– ื“ื™ื˜ืขืงื˜ื™ื ื’ ืคืึทืจืฉื™ื“ืŸ ืงืึทื˜ืขื’ืึธืจื™ืขืก ืคื•ืŸ ื˜ืจืขืฅ, ืึทื˜ืฉื™ื•ื•ื“ ื“ื•ืจืš ื•ื•ื™ื™ึทื–ื ื“ื™ืง ืื•ืŸ ืึทื ืึทืœื™ื™ื–ื™ื ื’ ืึธืคื˜ ืงืึธืจืึทืœื™ื™ืฉืึทื ื– ืฆื•ื•ื™ืฉืŸ ื‘ืึทื ื™ืฆืขืจ ื ืึทื˜ื•ืจ ืื•ืŸ ืื ื“ืขืจืข ืขื ื˜ื™ื˜ื™ื–:

  • ืึทื ืึธื˜ืขืจื™ื™ื–ื“ ืึทืงืกืขืก ืื•ืŸ ื‘ืึทื•ื•ืขื’ื•ื ื’ ืคื•ืŸ ื“ืึทื˜ืŸ;
  • ืกืึทืกืคึผื™ืฉืึทืก ื ืึทื˜ื•ืจ ืคื•ืŸ ืคึผืจื™ื•ื•ืœื™ื“ื–ืฉื“ ื ื™ืฆืขืจืก, ื‘ื™ื™ื–ืข ืึธื“ืขืจ ืึทื ืึธื˜ืขืจื™ื™ื–ื“ ื˜ืขื˜ื™ืงื™ื™ื˜ ืคื•ืŸ ืขืžืคึผืœื•ื™ื™ื–;
  • ื ื™ื˜-ื ืึธืจืžืึทืœ ืึทืงืกืขืก ืื•ืŸ ื ื•ืฆืŸ ืคื•ืŸ ื•ื•ืึธืœืงืŸ ืจืขืกื•ืจืกืŸ;
  • ืขื˜ ืขืœ.

ืขืก ื–ืขื ืขืŸ ืื•ื™ืš ืึท ื ื•ืžืขืจ ืคื•ืŸ ื™ื™ื˜ื™ืคึผื™ืงืึทืœ ื ื™ื˜-ืกื™ื™ื‘ืขืจืกืขืงื•ืจื™ื˜ื™ ื ื•ืฆืŸ ืงืึทืกืขืก, ืึทื–ืึท ื•ื•ื™ ืฉื•ื•ื™ื ื“ืœ ืึธื“ืขืจ ืึธื ื’ืขืฉื˜ืขืœื˜ืขืจ ืžืึธื ื™ื˜ืึธืจื™ื ื’, ืคึฟืึทืจ ื•ื•ืึธืก UEBA ืงืขืŸ ื–ื™ื™ืŸ ื’ืขืจืขื›ื˜ืคืืจื˜ื™ืงื˜. ืึธื‘ืขืจ, ื–ื™ื™ ืึธืคื˜ ื“ืึทืจืคืŸ ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ืึทืจื•ื™ืก ืคื•ืŸ IT ืื•ืŸ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื–ื™ื›ืขืจื”ื™ื™ื˜, ืึธื“ืขืจ ืกืคึผืขืฆื™ืคื™ืฉ ืึทื ืึทืœื™ื˜ื™ืงืึทืœ ืžืึธื“ืขืœืก ืžื™ื˜ ืึท ื˜ื™ืฃ ืคืืจืฉื˜ืื ื“ ืคื•ืŸ ื“ืขื ืฉื˜ื—. ื“ื™ ืคื™ื ืฃ ื”ื•ื™ืคึผื˜ ืกื™ื ืขืจื™ืึธื•ื– ืื•ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ื•ื•ืึธืก ื‘ื™ื™ื“ืข ื•ืขื‘ืึท ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื– ืื•ืŸ ื–ื™ื™ืขืจ ืงืึทืกื˜ืึทืžืขืจื– ืฉื˜ื™ืžืขืŸ ืื•ื™ืฃ ื–ืขื ืขืŸ ื“ื™ืกืงืจื™ื™ื‘ื“ ืื•ื ื˜ืŸ.

"ืžืึทืœื™ืฉืึทืก ื™ื ืกื™ื™ื“ืขืจ"

ื•ืขื‘ืึท ืœื™ื™ื–ื•ื ื’ ืคึผืจืึทื•ื•ื™ื™ื“ืขืจื– ื•ื•ืึธืก ื“ืขืงืŸ ื“ืขื ืกืฆืขื ืึทืจ ืžืึธื ื™ื˜ืึธืจ ื‘ืœื•ื™ื– ืขืžืคึผืœื•ื™ื™ื– ืื•ืŸ ื˜ืจืึทืกื˜ื™ื“ ืงืึธื ื˜ืจืึทืงื˜ืึธืจืก ืคึฟืึทืจ ื•ืžื’ืขื•ื•ื™ื™ื ื˜ืœืขืš, "ืฉืœืขื›ื˜," ืึธื“ืขืจ ื‘ื™ื™ื–ืข ื ืึทื˜ื•ืจ. ื•ื•ืขื ื“ืึธืจืก ืื™ืŸ ื“ืขื ื’ืขื’ื ื˜ ืคื•ืŸ ืขืงืกืคึผืขืจื˜ื™ื– ื˜ืึธืŸ ื ื™ื˜ ืžืึธื ื™ื˜ืึธืจ ืึธื“ืขืจ ืึทื ืึทืœื™ื™ื– ื“ื™ ื ืึทื˜ื•ืจ ืคื•ืŸ ืกืขืจื•ื•ื™ืก ืึทืงืึทื•ื ืฅ ืึธื“ืขืจ ืื ื“ืขืจืข ื ื™ื˜-ืžืขื ื˜ืฉ ืขื ื˜ื™ื˜ื™ื–. ืœืึทืจื’ืขืœื™ ื•ื•ื™ื™ึทืœ ืคื•ืŸ ื“ืขื, ื–ื™ื™ ื–ืขื ืขืŸ ื ื™ืฉื˜ ืคืึธื•ืงื™ืกื˜ ืื•ื™ืฃ ื“ื™ื˜ืขืงื˜ื™ื ื’ ืึทื•ื•ืึทื ืกื™ืจื˜ืข ื˜ืจืขืฅ ื•ื•ื• ื›ืึทืงืขืจื– ื ืขืžืขืŸ ืื™ื‘ืขืจ ื™ื’ื–ื™ืกื˜ื™ื ื’ ืึทืงืึทื•ื ืฅ. ืึทื ืฉื˜ืึธื˜, ื–ื™ื™ ื–ืขื ืขืŸ ืึทื™ืžืขื“ ืฆื• ื™ื“ืขื ื˜ื™ืคื™ืฆื™ืจืŸ ืขืžืคึผืœื•ื™ื™ื– ื™ื ื•ื•ืึทืœื•ื•ื“ ืื™ืŸ ืฉืขื“ืœืขืš ืึทืงื˜ื™ื•ื•ื™ื˜ืขื˜ืŸ.

ื™ืกืขื ืฉืึทืœื™, ื“ืขืจ ื‘ืึทื’ืจื™ืฃ ืคื•ืŸ ืึท "ื‘ื™ื™ื–ืข ื™ื ืกื™ื™ื“ืขืจ" ืกื˜ืขืžืก ืคื•ืŸ ื˜ืจืึทืกื˜ื™ื“ ื ื™ืฆืขืจืก ืžื™ื˜ ื‘ื™ื™ื–ืข ืงืึทื•ื•ืึธื ืข ื•ื•ืึธืก ื–ื•ื›ืŸ ื•ื•ืขื’ืŸ ืฆื• ืคืึทืจืฉืึทืคืŸ ืฉืขื“ื™ืงืŸ ืฆื• ื–ื™ื™ืขืจ ื‘ืึทืœืขื‘ืึธืก. ื•ื•ื™ื™ึทืœ ื‘ื™ื™ื–ืข ืงืึทื•ื•ืึธื ืข ืื™ื– ืฉื•ื•ืขืจ ืฆื• ืžืขืกื˜ืŸ, ื“ื™ ื‘ืขืกื˜ืขืจ ื•ื•ืขื ื“ืึธืจืก ืื™ืŸ ื“ืขื ืงืึทื˜ืขื’ืึธืจื™ืข ืึทื ืึทืœื™ื™ื– ืงืึธื ื˜ืขืงืกื˜ื•ืึทืœ ื ืึทื˜ื•ืจ ื“ืึทื˜ืŸ ื•ื•ืึธืก ื–ืขื ืขืŸ ื ื™ืฉื˜ ืœื™ื™ื›ื˜ ื‘ื ื™ืžืฆื ืื™ืŸ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ืœืึธื’ืก.

ืœื™ื™ื–ื•ื ื’ ืคึผืจืึทื•ื•ื™ื™ื“ืขืจื– ืื™ืŸ ื“ืขื ืคึผืœืึทืฅ ืื•ื™ืš ืึธืคึผื˜ื™ืžืึทืœืœื™ ืœื™ื™ื’ืŸ ืื•ืŸ ืึทื ืึทืœื™ื™ื– ืึทื ืกื˜ืจืึทืงื˜ืฉืขืจื“ ื“ืึทื˜ืŸ, ืึทื–ืึท ื•ื•ื™ E- ื‘ืจื™ื•ื• ืื™ื ื”ืึทืœื˜, ืคึผืจืึธื•ื“ืึทืงื˜ื™ื•ื•ื™ื˜ื™ ืจื™ืคึผืึธืจืฅ ืึธื“ืขืจ ื’ืขื–ืขืœืฉืึทืคื˜ืœืขืš ืžื™ื“ื™ืึท ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข, ืฆื• ืฆื•ืฉื˜ืขืœืŸ ืงืึธื ื˜ืขืงืกื˜ ืคึฟืึทืจ ื ืึทื˜ื•ืจ.

ืงืึทืžืคึผืจืึทืžื™ื™ื–ื“ ื™ื ืกื™ื™ื“ืขืจ ืื•ืŸ ื™ื ื˜ืจื•ืกื™ื•ื• ื˜ืจืขืฅ

ื“ื™ ืึทืจื•ื™ืกืจื•ืคืŸ ืื™ื– ืฆื• ื’ืขืฉื•ื•ื™ื ื“ ื“ืขื˜ืขืงื˜ ืื•ืŸ ืคื•ื ืึทื ื“ืขืจืงืœื™ื™ึทื‘ืŸ "ืฉืœืขื›ื˜" ื ืึทื˜ื•ืจ ืึทืžืึธืœ ื“ื™ ืึทื˜ืึทืงืขืจ ื”ืื˜ ืคืืจื“ื™ื ื˜ ืึทืงืกืขืก ืฆื• ื“ืขืจ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข ืื•ืŸ ื”ื™ื™ื‘ื˜ ืฆื• ืžืึทืš ืื™ืŸ ื“ื™ IT ื™ื ืคืจืึทืกื˜ืจืึทืงื˜ืฉืขืจ.
ืึทืกืขืจื˜ื™ื•ื• ื˜ืจืขืฅ (ืึทืคึผื˜ืก), ื•ื•ื™ ืื•ืžื‘ืึทืงืึทื ื˜ ืึธื“ืขืจ ื ืึธืš ื ื™ืฉื˜ ื’ืึธืจ ืคืืจืฉื˜ืื ืขืŸ ื˜ืจืขืฅ, ื–ืขื ืขืŸ ื’ืึธืจ ืฉื•ื•ืขืจ ืฆื• ื“ืขื˜ืขืงื˜ ืื•ืŸ ืึธืคื˜ ื‘ืึทื”ืึทืœื˜ืŸ ื”ื™ื ื˜ืขืจ ืœืึทื“ื–ืฉื™ื˜ืึทืžืึทื˜ ื‘ืึทื ื™ืฆืขืจ ื˜ืขื˜ื™ืงื™ื™ื˜ ืึธื“ืขืจ ื“ื™ื ืกื˜ ืึทืงืึทื•ื ืฅ. ืึทื–ืึท ื˜ืจืขืฅ ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ื”ืึธื‘ืŸ ืึท ืงืึธืžืคึผืœืขืงืก ืึทืคึผืขืจื™ื™ื˜ื™ื ื’ ืžืึธื“ืขืœ (ื–ืขืŸ, ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ื“ืขื ืึทืจื˜ื™ืงืœ " ืึทื“ืจืขืกื™ื ื’ ื“ื™ ืกื™ื™ื‘ืขืจ ืงื™ืœ ืงื™ื™ื˜") ืึธื“ืขืจ ื–ื™ื™ืขืจ ื ืึทื˜ื•ืจ ืื™ื– ื ืึธืš ื ื™ืฉื˜ ืึทืกืกืขืกืกืขื“ ื•ื•ื™ ืฉืขื“ืœืขืš. ื“ืึธืก ืžืื›ื˜ ื–ื™ื™ ืฉื•ื•ืขืจ ืฆื• ื“ืขื˜ืขืงื˜ ืžื™ื˜ ืคึผืฉื•ื˜ ืึทื ืึทืœื™ื˜ื™ืงืก (ืึทื–ืึท ื•ื•ื™ ืจื™ื›ื˜ืŸ ืžื™ื˜ ืคึผืึทื˜ืขืจื ื–, ืฉื•ื•ืขืœืŸ ืึธื“ืขืจ ืงืึธืจืึทืœื™ื™ืฉืึทืŸ ื›ึผืœืœื™ื).

ืึธื‘ืขืจ, ืคื™ืœืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ื™ื ื˜ืจื•ืกื™ื•ื• ื˜ืจืขืฅ ืจืขื–ื•ืœื˜ืึทื˜ ืื™ืŸ ื ื™ื˜-ื ืึธืจืžืึทืœ ื ืึทื˜ื•ืจ, ืึธืคื˜ ื™ื ื•ื•ืึทืœื•ื•ื™ื ื’ ืึทื ืกืึทืกืคึผืขืงื˜ื™ื ื’ ื ื™ืฆืขืจืก ืึธื“ืขืจ ืขื ื˜ื™ื˜ื™ื– (ืึทืงืึท ืงืึทืžืคึผืจืึทืžื™ื™ื–ื“ ื™ื ืกื™ื“ืขืจื–). ื•ืขื‘ืึท ื˜ืขืงื ื™ืงืก ืคืึธืจืฉืœืึธื’ืŸ ืขื˜ืœืขื›ืข ื˜ืฉื™ืงืึทื•ื•ืข ืึทืคึผืขืจื˜ื•ื ืึทื˜ื™ื– ืฆื• ื“ืขื˜ืขืงื˜ ืึทื–ืึท ื˜ืจืขืฅ, ืคึฟืึทืจื‘ืขืกืขืจืŸ ืกื™ื’ื ืึทืœ-ืฆื•-ืจืึทืฉ ืคืึทืจื”ืขืœื˜ืขื ื™ืฉ, ืงืึธื ืกืึธืœื™ื“ื™ืจืŸ ืื•ืŸ ืจืขื“ื•ืฆื™ืจืŸ ืึธื ื–ืึธื’ ื‘ืึทื ื“, ืคึผืจื™ื™ืึธืจืึทื˜ื™ื™ื– ื“ื™ ืจื•ืขืŸ ืึทืœืขืจืฅ ืื•ืŸ ืคืึทืกื™ืœืึทื˜ื™ื™ื˜ ืขืคืขืงื˜ื™ื•ื• ื™ื ืกื™ื“ืขื ื˜ ืขื ื˜ืคืขืจ ืื•ืŸ ื•ื™ืกืคืึธืจืฉื•ื ื’.

ื•ืขื‘ืึท ื•ื•ืขื ื“ืึธืจืก ื˜ืึทืจื’ืึทื˜ื™ื ื’ ื“ืขื ืคึผืจืึธื‘ืœืขื ื’ืขื’ื ื˜ ืึธืคื˜ ื”ืึธื‘ืŸ ื‘ื™ื™-ื“ื™ืจืขืงื˜ื™ืึธื ืึทืœ ื™ื ืึทื’ืจื™ื™ืฉืึทืŸ ืžื™ื˜ ื“ื™ SIEM ืกื™ืกื˜ืขืžืขืŸ ืคื•ืŸ ื“ืขืจ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข.

ื“ืึทื˜ืึท ืขืงืกืคื™ืœื˜ืจืึทื˜ื™ืึธืŸ

ื“ื™ ืึทืจื‘ืขื˜ ืื™ืŸ ื“ืขื ืคืึทืœ ืื™ื– ืฆื• ื“ืขื˜ืขืงื˜ ื“ื™ ืคืึทืงื˜ ืึทื– ื“ืึทื˜ืŸ ื–ืขื ืขืŸ ื˜ืจืึทื ืกืคืขืจื“ ืึทืจื•ื™ืก ื“ื™ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข.
ื•ื•ืขื ื“ืึธืจืก ืคืึธื•ืงื™ืกื˜ ืื•ื™ืฃ ื“ืขื ืึทืจื•ื™ืกืจื•ืคืŸ ื˜ื™ืคึผื™ืงืœื™ ืœื™ื•ื•ืขืจื™ื“ื–ืฉ DLP ืึธื“ืขืจ DAG ืงื™ื™ืคึผืึทื‘ื™ืœืึทื˜ื™ื– ืžื™ื˜ ืึทื ืึทืžืึทืœื™ ื“ื™ื˜ืขืงืฉืึทืŸ ืื•ืŸ ืึทื•ื•ืึทื ืกื™ืจื˜ืข ืึทื ืึทืœื™ื˜ื™ืงืก, ื“ืขืจืžื™ื˜ ื™ืžืคึผืจื•ื•ื•ื™ื ื’ ืกื™ื’ื ืึทืœ-ืฆื•-ืจืึทืฉ ืคืึทืจื”ืขืœื˜ืขื ื™ืฉ, ืงืึทื ืกืึทืœืึทื“ื™ื™ื˜ื™ื ื’ ืึธื ื–ืึธื’ ื‘ืึทื ื“ ืื•ืŸ ืคึผืจื™ื™ืึธืจืึทื˜ื™ื™ื– ื“ื™ ืจื•ืขืŸ ื˜ืจื™ื’ืขืจื–. ืคึฟืึทืจ ื ืึธืš ืงืึธื ื˜ืขืงืกื˜, ื•ื•ืขื ื“ืึธืจืก ื˜ื™ืคึผื™ืงืœื™ ืคืึทืจืœืึธื–ื  ื–ื™ืš ืžืขืจ ืฉื•ื•ืขืจ ืื•ื™ืฃ ื ืขืฅ ืคืึทืจืงืขืจ (ืึทื–ืึท ื•ื•ื™ ื•ื•ืขื‘ ืคึผืจืึทืงืกื™ื–) ืื•ืŸ ืขื ื“ืคึผื•ื™ื ื˜ ื“ืึทื˜ืŸ, ื•ื•ื™ื™ึทืœ ืึทื ืึทืœื™ืกื™ืก ืคื•ืŸ ื“ื™ ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ืงืขื ืขืŸ ื”ืขืœืคืŸ ืื™ืŸ ื“ืึทื˜ืŸ ืขืงืกืคื™ืœื˜ืจื™ื™ืฉืึทืŸ ื™ื ื•ื•ืขืกื˜ืึทื’ื™ื™ืฉืึทื ื–.

ื“ืึทื˜ืึท ืขืงืกืคื™ืœื˜ืจื™ื™ืฉืึทืŸ ื“ื™ื˜ืขืงืฉืึทืŸ ืื™ื– ื’ืขื ื™ืฆื˜ ืฆื• ื›ืึทืคึผืŸ ื™ื ืกื™ื“ืขืจื– ืื•ืŸ ืคื•ื ื“ืจื•ื™ืกื ื“ื™ืง ื›ืึทืงืขืจื– ื˜ืจืขื˜ืึทื ื™ื ื’ ื“ื™ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข.

ืœืขื’ื™ื˜ื™ืžืึทืฆื™ืข ืื•ืŸ ืคืึทืจื•ื•ืึทืœื˜ื•ื ื’ ืคื•ืŸ ืคึผืจื™ื•ื•ืœื™ื“ื–ืฉื“ ืึทืงืกืขืก

ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื– ืคื•ืŸ ืคืจื™ื™ึท ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื– ืื™ืŸ ื“ืขื ื’ืขื’ื ื˜ ืคื•ืŸ ืขืงืกืคึผืขืจื˜ื™ื– ืึธื‘ืกืขืจื•ื•ื™ืจืŸ ืื•ืŸ ืึทื ืึทืœื™ื™ื– ื‘ืึทื ื™ืฆืขืจ ื ืึทื˜ื•ืจ ืงืขื’ืŸ ื“ืขื ื”ื™ื ื˜ืขืจื’ืจื•ื ื˜ ืคื•ืŸ ืึท ืฉื•ื™ืŸ ื’ืขื’ืจื™ื ื“ืขื˜ ืกื™ืกื˜ืขื ืคื•ืŸ ืจืขื›ื˜ ืฆื• ื™ื“ืขื ื˜ื™ืคื™ืฆื™ืจืŸ ื™ื‘ืขืจื™ืง ืคึผืจื™ื•ื•ื™ืœืึทื“ื–ืฉืึทื– ืึธื“ืขืจ ืึทื ืึทืžืึทืœืึทืก ืึทืงืกืขืก. ื“ืึธืก ืึทืคึผืœื™ื™ื– ืฆื• ืึทืœืข ื˜ื™ื™ืคึผืก ืคื•ืŸ ื ื™ืฆืขืจืก ืื•ืŸ ืึทืงืึทื•ื ืฅ, ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืคึผืจื™ื•ื•ืœื™ื“ื–ืฉื“ ืื•ืŸ ืกืขืจื•ื•ื™ืก ืึทืงืึทื•ื ืฅ. ืึธืจื’ืึทื ืึทื–ื™ื™ืฉืึทื ื– ืื•ื™ืš ื ื•ืฆืŸ UEBA ืฆื• ื‘ืึทืงื•ืžืขืŸ ื‘ืึทืคืจื™ื™ึทืขืŸ ืคื•ืŸ ื“ืึธืจืžืึทื ื˜ ืึทืงืึทื•ื ืฅ ืื•ืŸ ื‘ืึทื ื™ืฆืขืจ ืคึผืจื™ื•ื•ื™ืœืึทื“ื–ืฉืึทื– ื•ื•ืึธืก ื–ืขื ืขืŸ ื”ืขื›ืขืจ ื•ื•ื™ ืคืืจืœืื ื’ื˜.

ืื™ื ืฆื™ื“ืขื ื˜ ืคึผืจื™ื™ืึธืจืึทื˜ื™ื™ื–ื™ื™ืฉืึทืŸ

ื“ืขืจ ืฆื™ืœ ืคื•ืŸ ื“ืขื ืึทืจื‘ืขื˜ ืื™ื– ืฆื• ืคึผืจื™ื™ืึธืจืึทื˜ื™ื™ื– ื ืึธื•ื˜ืึทืคืึทืงื™ื™ืฉืึทื ื– ื“ื–ืฉืขื ืขืจื™ื™ื˜ืึทื“ ื“ื•ืจืš ืกืึทืœื•ืฉืึทื ื– ืื™ืŸ ื–ื™ื™ืขืจ ื˜ืขื›ื ืึธืœืึธื’ื™ืข ืึธื ืœื™ื™ื’ืŸ ืฆื• ืคึฟืึทืจืฉื˜ื™ื™ืŸ ื•ื•ืึธืก ื™ื ืกืึทื“ืึทื ืฅ ืึธื“ืขืจ ืคึผืึธื˜ืขื ืฆื™ืขืœ ื™ื ืกืึทื“ืึทื ืฅ ื–ืึธืœ ื–ื™ื™ืŸ ื’ืขืจืขื“ื˜ ืขืจืฉื˜ืขืจ. UEBA ืžืขื˜ืึทื“ืึทืœืึทื“ื–ืฉื™ื– ืื•ืŸ ืžื›ืฉื™ืจื™ื ื–ืขื ืขืŸ ื ื•ืฆื™ืง ืฆื• ื™ื“ืขื ื˜ื™ืคื™ืฆื™ืจืŸ ื™ื ืกืึทื“ืึทื ืฅ ื•ื•ืึธืก ื–ืขื ืขืŸ ืกืคึผืขืฆื™ืขืœ ืึทื ืึทืžืึทืœืึทืก ืึธื“ืขืจ ืกืคึผืขืฆื™ืขืœ ื’ืขืคืขืจืœืขืš ืคึฟืึทืจ ืึท ื’ืขื’ืขื‘ืŸ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข. ืื™ืŸ ื“ืขื ืคืึทืœ, ื“ื™ UEBA ืžืขืงืึทื ื™ื–ืึทื ื ื™ื˜ ื‘ืœื•ื™ื– ื ื™ืฆื˜ ื“ื™ ื‘ืึทื–ืข ืžื“ืจื’ื” ืคื•ืŸ ื˜ืขื˜ื™ืงื™ื™ื˜ ืื•ืŸ ืกืึทืงืึธื ืข ืžืึธื“ืขืœืก, ืึธื‘ืขืจ ืื•ื™ืš ืกืึทื˜ืฉืขืจื™ื™ืฅ ื“ื™ ื“ืึทื˜ืŸ ืžื™ื˜ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื•ื•ืขื’ืŸ ื“ื™ ืึธืจื’ืึทื ืึทื–ื™ื™ืฉืึทื ืึทืœ ืกื˜ืจื•ืงื˜ื•ืจ ืคื•ืŸ ื“ื™ ืคื™ืจืžืข (ืœืžืฉืœ, ืงืจื™ื˜ื™ืฉ ืจืขืกื•ืจืกืŸ ืึธื“ืขืจ ืจืึธืœืขืก ืื•ืŸ ืึทืงืกืขืก ืœืขื•ื•ืขืœืก ืคื•ืŸ ืขืžืคึผืœื•ื™ื™ื–).

ืคึผืจืึธื‘ืœืขืžืก ืคื•ืŸ ื™ืžืคึผืœืึทืžืขื ื™ื ื’ ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื–

ื“ืขืจ ืžืึทืจืง ื•ื•ื™ื™ื˜ื™ืง ืคื•ืŸ ื•ืขื‘ืึท ืกืึทืœื•ืฉืึทื ื– ืื™ื– ื–ื™ื™ืขืจ ื”ื•ื™ืš ืคึผืจื™ื™ึทื–, ืงืึธืžืคึผืœืขืงืก ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ, ื•ื™ืฉืึทืœื˜ ืื•ืŸ ื ื•ืฆืŸ. ื‘ืฉืขืช ืงืึธืžืคึผืึทื ื™ืขืก ื–ืขื ืขืŸ ืกื˜ืจืึทื’ืึทืœื™ื ื’ ืžื™ื˜ ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืคืึทืจืฉื™ื“ืขื ืข ื™ื ืขืจืœืขืš ืคึผืึธืจื˜ืึทืœืก, ื–ื™ื™ ื‘ืึทืงื•ืžืขืŸ ืืŸ ืื ื“ืขืจ ืงืึทื ืกืึธื•ืœ. ื“ื™ ื’ืจื™ื™ืก ืคื•ืŸ ื“ื™ ื™ื ื•ื•ืขืกืžืึทื ื˜ ืคื•ืŸ ืฆื™ื™ื˜ ืื•ืŸ ืจืขืกื•ืจืกืŸ ืื™ืŸ ืึท ื ื™ื™ึทืข ื’ืขืฆื™ื™ึทื’ ื“ืขืคึผืขื ื“ืก ืื•ื™ืฃ ื“ื™ ื˜ืฉืึทืœืึทื ื“ื–ืฉื™ื– ืื™ืŸ ื”ืึทื ื˜ ืื•ืŸ ื“ื™ ื˜ื™ื™ืคึผืก ืคื•ืŸ ืึทื ืึทืœื™ื˜ื™ืงืก ื•ื•ืึธืก ื–ืขื ืขืŸ ื“ืืจืฃ ืฆื• ืกืึธืœื•ื•ืข ื–ื™ื™, ืื•ืŸ ืจื•ื‘ึฟ ืึธืคื˜ ื“ืึทืจืคืŸ ื’ืจื•ื™ืก ื™ื ื•ื•ืขืกื˜ืžืึทื ืฅ.

ืคืึทืจืงืขืจื˜ ืฆื• ื•ื•ืึธืก ืคื™ืœืข ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื– ืคืึธื“ืขืจืŸ, UEBA ืื™ื– ื ื™ืฉื˜ ืึท "ืฉื˜ืขืœืŸ ืขืก ืื•ืŸ ืคืึทืจื’ืขืกืŸ ืขืก" ื’ืขืฆื™ื™ึทื’ ื•ื•ืึธืก ืงืขื ืขืŸ ืœื•ื™ืคืŸ ืงืึทื ื˜ื™ื ื™ื•ืึทืกืœื™ ืคึฟืึทืจ ื˜ืขื’ ืื•ื™ืฃ ืกื•ืฃ.
ื’ืึทืจื˜ื ืขืจ ืงืœื™ื™ืึทื ืฅ, ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ื˜ืึธืŸ ืึทื– ืขืก ื ืขืžื˜ ืคื•ืŸ 3 ืฆื• 6 ื—ื“ืฉื™ื ืฆื• ืงืึทื˜ืขืจ ืึท ื•ืขื‘ืึท ืื™ื ื™ืฆื™ืื˜ื™ื•ื• ืคึฟื•ืŸ ืงืจืึทืฆืŸ ืฆื• ื‘ืึทืงื•ืžืขืŸ ื“ื™ ืขืจืฉื˜ืขืจ ืจืขื–ื•ืœื˜ืึทื˜ืŸ ืคื•ืŸ ืกืึทืœื•ื•ื™ื ื’ ื“ื™ ืคืจืื‘ืœืขืžืขืŸ ืคึฟืึทืจ ื•ื•ืึธืก ื“ื™ ืœื™ื™ื–ื•ื ื’ ืื™ื– ื™ืžืคึผืœืึทืžืขื ืึทื“. ืคึฟืึทืจ ืžืขืจ ืงืึธืžืคึผืœื™ืฆื™ืจื˜ ื˜ืึทืกืงืก, ืึทื–ืึท ื•ื•ื™ ื™ื“ืขื ื˜ื™ืคื™ืฆื™ืจืŸ ื™ื ืกื™ื™ื“ืขืจ ื˜ืจืขืฅ ืื™ืŸ ืึทืŸ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข, ื“ื™ ืฆื™ื™ื˜ ื™ื ืงืจื™ืกื™ื– ืฆื• 18 ื—ื“ืฉื™ื.

ืกื™ื‘ื•ืช ื•ื•ืึธืก ื™ื ืคืœื•ืึทื ืกื™ื ื’ ื“ื™ ืฉื•ื•ืขืจื™ืงื™ื™ื˜ ืคื•ืŸ ื™ืžืคึผืœืึทืžืขื ื™ื ื’ UEBA ืื•ืŸ ื“ื™ ืฆื•ืงื•ื ืคึฟื˜ ื™ืคืขืงื˜ื™ื•ื•ื ืึทืก ืคื•ืŸ ื“ื™ ื’ืขืฆื™ื™ึทื’:

  • ืงืึทืžืคึผืœืขืงืกื™ื˜ื™ ืคื•ืŸ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ, ื ืขืฅ ื˜ืึทืคึผืึทืœืึทื“ื–ืฉื™ ืื•ืŸ ื“ืึทื˜ืŸ ืคืึทืจื•ื•ืึทืœื˜ื•ื ื’ ืคึผืึทืœืึทืกื™ื–
  • ืึทื•ื•ืึทื™ืœืึทื‘ื™ืœื™ื˜ื™ ืคื•ืŸ ื“ื™ ืจืขื›ื˜ ื“ืึทื˜ืŸ ืื™ืŸ ื“ื™ ืจืขื›ื˜ ืžื“ืจื’ื” ืคื•ืŸ ื“ืขื˜ืึทืœ
  • ื“ื™ ืงืึทืžืคึผืœืขืงืกื™ื˜ื™ ืคื•ืŸ ื“ื™ ืคืึทืจืงื•ื™ืคืขืจ ืก ืึทื ืึทืœื™ื˜ื™ืงืก ืึทืœื’ืขืจื™ื“ืึทืžื– - ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ื“ื™ ื ื•ืฆืŸ ืคื•ืŸ ืกื˜ืึทื˜ื™ืกื˜ื™ืฉ ืžืึธื“ืขืœืก ืื•ืŸ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืงืขื’ืŸ ืคึผืฉื•ื˜ ืคึผืึทื˜ืขืจื ื– ืื•ืŸ ื›ึผืœืœื™ื.
  • ื“ื™ ืกื•ืžืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ืคืึทืจ-ืงืึทื ืคื™ื’ื™ืขืจื“ ืึทื ืึทืœื™ื˜ื™ืงืก ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ - ื“ืึธืก ืื™ื–, ื“ืขืจ ืคืึทื‘ืจื™ืงืึทื ื˜ ืก ืคืืจืฉื˜ืื ื“ ืคื•ืŸ ื•ื•ืึธืก ื“ืึทื˜ืŸ ื“ืึทืจืฃ ื–ื™ื™ืŸ ื’ืขื–ืืžืœื˜ ืคึฟืึทืจ ื™ืขื“ืขืจ ืึทืจื‘ืขื˜ ืื•ืŸ ื•ื•ืึธืก ื•ื•ืขืจื™ืึทื‘ืึทืœื– ืื•ืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ ื–ืขื ืขืŸ ืžืขืจืกื˜ ื•ื•ื™ื›ื˜ื™ืง ืฆื• ื“ื•ืจื›ืคื™ืจืŸ ื“ื™ ืึทื ืึทืœื™ืกื™ืก.
  • ื•ื•ื™ ื’ืจื™ื ื’ ืขืก ืื™ื– ืคึฟืึทืจ ื“ืขืจ ืคืึทื‘ืจื™ืงืึทื ื˜ ืฆื• ืื•ื™ื˜ืึธืžืึทื˜ื™ืฉ ื•ื™ืกืฉื˜ื™ืžืขืŸ ืžื™ื˜ ื“ื™ ืคืืจืœืื ื’ื˜ ื“ืึทื˜ืŸ.

    ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ:

    • ืื•ื™ื‘ ืึท UEBA ืœื™ื™ื–ื•ื ื’ ื ื™ืฆื˜ ืึท SIEM ืกื™ืกื˜ืขื ื•ื•ื™ ื“ืขืจ ื”ื•ื™ืคึผื˜ ืžืงื•ืจ ืคื•ืŸ ื–ื™ื™ืŸ ื“ืึทื˜ืŸ, ืฆื™ ื“ื™ SIEM ืงืึทืœืขืงืฅ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืคึฟื•ืŸ ื“ื™ ืคืืจืœืื ื’ื˜ ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ?
    • ืงืขื ืขืŸ ื“ื™ ื ื•ื™ื˜ื™ืง ื’ืขืฉืขืขื ื™ืฉ ืœืึธื’ืก ืื•ืŸ ืึธืจื’ืึทื ืึทื–ื™ื™ืฉืึทื ืึทืœ ืงืึธื ื˜ืขืงืกื˜ ื“ืึทื˜ืŸ ื–ื™ื™ืŸ ืจืึทื•ื˜ื™ื“ ืฆื• ืึท UEBA ืœื™ื™ื–ื•ื ื’?
    • ืื•ื™ื‘ ื“ื™ SIEM ืกื™ืกื˜ืขื ื˜ื•ื˜ ื ื™ืฉื˜ ื ืึธืš ืงืœื™ื™ึทื‘ืŸ ืื•ืŸ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ื“ื™ ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ื“ืืจืฃ ื“ื•ืจืš ื“ื™ UEBA ืœื™ื™ื–ื•ื ื’, ื•ื•ื™ ืงืขื ืขืŸ ื–ื™ื™ ื–ื™ื™ืŸ ื˜ืจืึทื ืกืคืขืจื“ ื“ืึธืจื˜?

  • ื•ื•ื™ ื•ื•ื™ื›ื˜ื™ืง ืื™ื– ื“ื™ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืกืฆืขื ืึทืจ ืคึฟืึทืจ ื“ืขืจ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข, ื•ื•ื™ ืคื™ืœืข ื“ืึทื˜ืŸ ืงื•ื•ืืœืŸ ืขืก ื“ืึทืจืฃ, ืื•ืŸ ื•ื•ื™ ืคื™ืœ ื˜ื•ื˜ ื“ื™ ืึทืจื‘ืขื˜ ืึธื•ื•ื•ืขืจืœืึทืคึผ ืžื™ื˜ ื“ืขืจ ืคืึทื‘ืจื™ืงืึทื ื˜ ืก ืขืงืกืคึผืขืจื˜ื™ื–.
  • ื•ื•ืึธืก ื’ืจืึทื“ ืคื•ืŸ ืึธืจื’ืึทื ืึทื–ื™ื™ืฉืึทื ืึทืœ ืฆื™ื™ึทื˜ื™ืงื™ื™ึทื˜ ืื•ืŸ ื™ื ื•ื•ืึทืœื•ื•ืžืึทื ื˜ ืื™ื– ืคืืจืœืื ื’ื˜ - ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ื“ื™ ืฉืึทืคื•ื ื’, ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืื•ืŸ ืจืึทืคื™ื ื™ืจื˜ืงื™ื™ึทื˜ ืคื•ืŸ ื›ึผืœืœื™ื ืื•ืŸ ืžืึธื“ืขืœืก; ืึทืกื™ื™ื ื™ื ื’ ื•ื•ื™ื™ืฅ ืฆื• ื•ื•ืขืจื™ืึทื‘ืึทืœื– ืคึฟืึทืจ ื™ื•ื•ืึทืœื™ื•ื™ื™ืฉืึทืŸ; ืึธื“ืขืจ ืึทื“ื–ืฉืึทืกื˜ื™ื ื’ ื“ื™ ืจื™ื–ื™ืงื™ืจืŸ ืึทืกืขืกืžืึทื ื˜ ืฉื•ื•ืขืœ.
  • ื•ื•ื™ ืกืงืึทืœืึทื‘ืœืข ืื™ื– ื“ื™ ืœื™ื™ื–ื•ื ื’ ืคื•ืŸ ื“ืขืจ ืคืึทืจืงื•ื™ืคืขืจ ืื•ืŸ ื–ื™ื™ืŸ ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ ืงืึทืžืคึผืขืจื“ ืžื™ื˜ ื“ื™ ืงืจืึทื ื˜ ื’ืจื™ื™ืก ืคื•ืŸ ื“ืขืจ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข ืื•ืŸ ื–ื™ื™ืŸ ืฆื•ืงื•ื ืคึฟื˜ ืจืขืงื•ื•ื™ืจืขืžืขื ืฅ.
  • ืฆื™ื™ื˜ ืฆื• ื‘ื•ื™ืขืŸ ื™ืงืขืจื“ื™ืง ืžืึธื“ืขืœืก, ืคึผืจืึธื•ืคื™ื™ืœื– ืื•ืŸ ืฉืœื™ืกืœ ื’ืจื•ืคึผืขืก. ืžืึทื ื™ืึทืคืึทืงื˜ืฉืขืจืขืจื– ืึธืคื˜ ื“ืึทืจืคืŸ ื‘ื™ื™ึท ืžื™ื ื“ืกื˜ืขืจ 30 ื˜ืขื’ (ืื•ืŸ ืžืืœ ืึทืจื•ื™ืฃ ืฆื• 90 ื˜ืขื’) ืฆื• ื“ื•ืจื›ืคื™ืจืŸ ืึทื ืึทืœื™ืกื™ืก ืื™ื™ื“ืขืจ ื–ื™ื™ ืงืขื ืขืŸ ื“ืขืคื™ื ื™ืจืŸ "ื ืึธืจืžืึทืœ" ืงืึทื ืกืขืคึผืก. ืœืึธื•ื“ื™ื ื’ ื”ื™ืกื˜ืืจื™ืฉืข ื“ืึทื˜ืŸ ืึทืžืึธืœ ืงืขื ืขืŸ ืคืึทืจื’ื™ื›ืขืจืŸ ืžืึธื“ืขืœ ื˜ืจื™ื™ื ื™ื ื’. ืขื˜ืœืขื›ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ื˜ืฉื™ืงืึทื•ื•ืข ืงืึทืกืขืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ื™ื™ื“ืขื ืึทืคื™ื™ื“ ืคืึทืกื˜ืขืจ ืžื™ื˜ ื›ึผืœืœื™ื ื•ื•ื™ ื ื™ืฆืŸ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืžื™ื˜ ืึทืŸ ื™ื ืงืจืขื“ืึทื‘ืœื™ ืงืœื™ื™ืŸ ืกื•ืžืข ืคื•ืŸ โ€‹โ€‹ืขืจืฉื˜ ื“ืึทื˜ืŸ.
  • ื“ืขืจ ืžื“ืจื’ื” ืคื•ืŸ ืžื™ ืคืืจืœืื ื’ื˜ ืฆื• ื‘ื•ื™ืขืŸ ื“ื™ื ืึทืžื™ืฉ ื’ืจื•ืคึผื™ื ื’ ืื•ืŸ ื—ืฉื‘ื•ืŸ ืคึผืจืึธืคื™ืœื™ื ื’ (ื“ื™ื ืกื˜ / ืžืขื ื˜ืฉ) ืงืขื ืขืŸ ื–ื™ื™ืŸ ื–ื™ื™ืขืจ ืึทื ื“ืขืจืฉ ืฆื•ื•ื™ืฉืŸ ืกืึทืœื•ืฉืึทื ื–.

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’