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? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
? ? ?
??? / APM?? ???
???? ????
???? ???????
?? ?? ???? ??
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
1 ????? application ??
2 ????? application ???? ????
3 Cloud vs On-premise ???? ??
4 ??? ?? ??? ?? ???
5 ???? ??? ?? ? ??
?? ??
6 AI ??? ?? ?? ??
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
???? ??? ?? ????
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
? WAS??, ???? ??, ??? ??
? ???? ??? ?? ??
? Monolithic ??? (X)
? ???? ??? ??, ???? ??? ??
? ?? ???? ???? ??? ???
? ??? ??? ??? ?? ??, ?? ??? ???
MicroService Architecture
????? Application ??
Auto Scaling ??
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
????? Application ???? ????
1 Auto Scale In/Out ?? ???? ?? ???? ?? ??
???? ?? Application?
Scale Out ?? ??,
???? ??? ???? ??
? ???? : i-8fd6aa30
? ?? : ap-northeast-2
??? ?? ????
?? instance ?? ?
??? ???? ????
???? ??
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
????? Application ???? ????
2 ??? ??? ??? ??? ????? ???? ??
0.000s/1
8.329s/1
8.229s/1
0.247s/1
7.825s/1
0.246s/1
7.823s/1
0.070s/1
0.060s/1
7.820s/1
7.618s/10.000s/1
8.329s/1
8.229s/1
0.247s/1
7.825s/1
0.246s/1
7.823s/1
0.070s/1
0.060s/1
7.820s/1
7.618s/1
??? ?? ???
???? Topology?
????
?? ?? ????
???? ??
?? ??? ???
????? ????
?? ?? ?? ?
?? ???? ???
???? ? End-to-End
?? ?? ??
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
????? Application ???? ????
3 ??? ?? ??? ?? ??? ??? ???? ??
??: https://aws.amazon.com/ko/blogs/aws/new-high-resolution-custom-metrics-and-alarms-for-amazon-cloudwatch/
5??? ?? ????
(??: ?? 10? ??)
2009?
(??: ?? ?? ??)
2010?
1??? Detailed Monitoring
2015?
(??: ?? ?? ??)
10??? Enhanced Monitoring
(RDS)
1??? High-Resolution Metrics
(User Application)
(??: ?? ?? ??, 0.3$/???,
??? ?? Agent ??)
2017.07.
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
????? Application ???? ????
4 Infra ?? Application, Business ?? ?? ???? ?? ??
? ?? ???? ??? ?? ???,
???, ??? ?? ? ???? ???
???? ??
? ???? ??? ??? ??
????? ????, ? Tier?
??(1??-2?? ?) ??? ???
??? ?? ?? ????
Business Dashboard
AWS Infra Availability 99.99% Business Availability & Monitoring IMPORTANT!
<
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
????? Application ???? ????
5 ??/???? ???? ????? AI?? Smart ????
??? Alert ??? ??
?? ?? ??
?? ?? ?? ??? ?? ??? ??? Smart ??
1??, 30??, 60??? ??? ?? ?? ??
??? ???? Smart ????
??? ????(1) ??
1? ? ?? ?
15? ? ?? ?
30? ? ?? ?
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Cloud vs On-premise ???? ??? ??
On-premise Monitoring SaaS Monitoring
? ???? ?? ??, ??
? ???? ??
? APM, DPM ??? ?? ?
E2E ??? ?? ????
? ?? ??, ?? Trace ??
??
? AWS Marketplace? EC2???? ??
? On Click ?? ??
? ???? ??(AWS Billing or BYOL)
? On-premise ??? ?????
CloudWatch ? AWS?? ?? ?? ??
Cloud(AWS)-Support
? Cloud, On-premise ?? ??
? Serverless
? SMS+APM+DPM ??? ??
? ??? ??? ?? ?? ????
?? ??? ??/?? ?? ??
? ???? ???? ??? ????
- ??? ?? ???? ??(???)
- ?? ??? ?? ?? ??
InterMax(APM)
MaxGauge(DPM)
MaxGauge Air
Max ge for Aurora
InterMax on AWS
(2018.??? marketplace
?? ??)
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
???? ??? ??? ?? ??? ?? ???
- AWS-console, Openshift, Kubernetes ? ?? ??
? ??? Auto Scaling? signal ??? ??? ?? ???? ?? ??? ??
???? ??
??? ?
Project?
???? ??? ???? ???
???? ??
?? ??
Service?
WAS ????Pods Name+#
1
2
3
1
2
3
1
2
3
?? ??
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
???
????? ???? ???
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
EXEM? ????? ???? ?????
? 100% ?? ?? ????? ??? ???? ???? ???? ???
? ???? ?? ??
? JVM Auto Attached ?? ??
? ? ?????? public/private
????? ??? ?? ??? ??
???? ???? ??
??????
? Oracle, MySQL, Maria, Aurora,
SQL Server ? ??? DBMS
???? ??
? DB Session, Lock, SQL Trend
?? ? ?? ????
???DBMS????
? Apache Tomcat, Jboss, Jeus ?
??? WAS? Java ?? ?
? Springboot, Docker, Container, EC2,
IIS, .NET ?
???App????
? ???? ?? ??, ????
??? ?? ? ?? ????
? CloudWatch ?? ???? ??
? Network Packet I/O ?
??????????
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
EXEM? ????? ?? Line-Up
???
????
???
APM
InterMax
MFA
(Aurora) MFM
(MySQL)
MFM
(MariaDB)
DPM
MaxGauge
MFM
(SQL Server)
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
DBMS ?? ???? ?? ?? ???
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
DBMS ?? ?? ??? ??
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
APM ???? ?? ?? ??
AI ??? ?? ??? ?? ?? ????
?? ?? ??? ??? ??? ? ???
???? ??, E2E ??????? ?? ????
InterMax
????
DPM
System
APM
Dashboard
??? ?? ?? ???? ????WAS, DB, Systems ?? ???? ??
?? ??? ? ??? ??, ?? ???
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
??? ?? ???? C Topology View
? ?? ??(instance)?? ?? ??? ?? ????? ?? ??
? ??(???) ?? ? ?? ?? ?? ??
? ??? ???? ??? ?? ?? ??, ???? ?? ???
??? ??? ?? ??? ??
REAL-TIME MONITORING
? ?? ??? ????? ?? ?? ???? ??
? ?? ??? ?? ?? ? ???? ??? ? ?? ??
? ?? ???, ???, ??? ???? ??? ???? ???
??/?? ???? ??
TOPOLOGY VIEW
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
E2E C Transaction Path View
? ?? ????? End-to-End ???? ?? ????
?? ??? ?? ?? ?? ??
? ?? ? ????? ???? ???? ??? ??
??? ?? ?? ??
TRANSACTION PATH VIEW
? ?? ?? ?? / GUID ?? / ?? ?? trace
? WEB / WAS / DB / TP / C-???? / JAVA / .NET ? ??
?? ???? Agent ??
? ?? ??? ???? ???? ???? ??
? (HTML, AJAX, Embedded API ?? ?)
END-TO-END MONITORING
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
Business ??(????)
? ???? ??? ??? ?? ???? ??
? ???(????) C ??, ??, ????, ???? ?
???? ?? ??? ?? ?? ???? ??
? ?? ???? ??? ?? ?? ??, ??? ?? ?
???? ??? ???? ??
BUSINESS DASHBOARD(Multi-Tier)
? ??? WEB-WAS-DB? ??? ????? ????
???? ??? ???? ??
? WAS-instance ?? ?? Micro Service ??? ?? ???
??? ?? ???? ???? ??
BUSINESS DASHBOARD
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
??? ?? ???? C ?? ??
S??? C ???? ??
????? ?? ???? ?? ?? ???? ??
L ??? C ???? ??
K???? C ???? ??
TPS TPS TPS TPS TPS
????(ms) ????(ms) ????(ms) ????(ms) ????(ms)
? ??(SPOT)
???(SPOT)
????(SPOT)
??
CDM TPM
EtoE
????
???
??
S???? C ???? ??
??? ?? ?? ?? ????? ?? ???? ??
??? ?? ?? ?? ??? ?? ???? ??
???/??? ?? ????? ???? ??
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
???
???? ????? ?? AI ??
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
?? ?? ??? C AI??(??? ??)
?? ??????????? ????
??? ?? ??? ??
Platform
3¨rd Party Solutions Data
?? ?? ?? ?? ??? ?? ?? ?? ??
??
??
?? ??? ??? ?? ?? ??? ?? ?? ?? ??/??
? ??? ?? ??? ??/??2
? ?? ?? ??:4
??? ??? ??1
Predictive Alert, Anomaly Detection, Root-Cause-Analysis
? ?? ?? ?? ?
?? ?? ??(???)
3
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
?? AI ?? ?? ?? ?? ? ???? ??
??/
??
??
?? ??
(Load Forecast)
? ?? ?? ???? ????? ???? ?? ?? ??
- ?? ? 3??? System Metric ???? ????? ??
- ?? 1?? ?? System Metric ???? ???
1?, 30?, 60??? ???? ??? ??
?? ??
(Failure Forecast)
? ??? ???? ???? ???? ?? ?? ???
??? ????? ?? ???? ??
- ????? ???? adaptation??? ?? ???? ??
?? ?? ??? ??
- ?) Tablespace full, Disk full, CPU ??? ?
??? ??
(Anomaly Detection)
? ?? ???? ???? ?? ??? ??? ????
? ??? ???? ?? ??? ??? ??
- ?? ??? ??? ?? ?? ??? ?? ??
3/10 3/11 3/12 3/13 3/14 3/15 3/16 3/17
3/18
AI ?? ??(1/2)
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
?? AI ?? ?? ?? ?? ? ???? ??
??
??
?? ?? ??
(Load Pattern Clustering)
? ?? ??? ?? ???? ????? ??
- ?) ?? ??? ?(?? ???, ?? ??? ?)
???/???? ?? ??(?? ???, ?? ?? ?)
?? ?? ??
(Causality Analysis)
? ??? ?? ?, ?????? ?? ??? ?? ??
?? ??? ??? ??/??? ???? ??
- ?? ??? ??? ?? ??? ??? ??? ??
?? ?? ??
(Root-Cause Analysis)
? ?? ??? ??? ?? ??? ???? ??
- ??? ???? ??? ?? ? ???? ??? Rule?
??, ??? ???? ?, ???? Rule Engine?? ???
?? ?? ??? ???? ??
Smart
??
??? ???(??) ??
(Smart Alert)
? ?? ?? ??? ??? ?? Automatic Alert Threshold
??
- Dynamic? ??? ?? ??? ???? ???? ????
??? ??? ???? ??(=smart alarm)
?
AI ?? ??(2/2)
?????
Q&A
?? ????: www.ex-em.com | ??: cloudteam@ex-em.com
? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.
AWS Summit ??? ?? QR???
?? ?? ?? ? ?? ??? ???
??? ????.
?? Summit? ?? ???? ???
?? ?? ????.
#AWSSummit ????? ?? ???? ???? ??
??? ?????.
?? ?? ? ?? ???? AWS Korea ?? ?? ???
??? ?????.
???? ???? ?????!

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  • 1. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ? ? ? ??? / APM?? ??? ???? ???? ???? ??????? ?? ?? ???? ??
  • 2. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. 1 ????? application ?? 2 ????? application ???? ???? 3 Cloud vs On-premise ???? ?? 4 ??? ?? ??? ?? ??? 5 ???? ??? ?? ? ?? ?? ?? 6 AI ??? ?? ?? ??
  • 3. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ???? ??? ?? ????
  • 4. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ? WAS??, ???? ??, ??? ?? ? ???? ??? ?? ?? ? Monolithic ??? (X) ? ???? ??? ??, ???? ??? ?? ? ?? ???? ???? ??? ??? ? ??? ??? ??? ?? ??, ?? ??? ??? MicroService Architecture ????? Application ?? Auto Scaling ??
  • 5. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ????? Application ???? ???? 1 Auto Scale In/Out ?? ???? ?? ???? ?? ?? ???? ?? Application? Scale Out ?? ??, ???? ??? ???? ?? ? ???? : i-8fd6aa30 ? ?? : ap-northeast-2 ??? ?? ???? ?? instance ?? ? ??? ???? ???? ???? ??
  • 6. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ????? Application ???? ???? 2 ??? ??? ??? ??? ????? ???? ?? 0.000s/1 8.329s/1 8.229s/1 0.247s/1 7.825s/1 0.246s/1 7.823s/1 0.070s/1 0.060s/1 7.820s/1 7.618s/10.000s/1 8.329s/1 8.229s/1 0.247s/1 7.825s/1 0.246s/1 7.823s/1 0.070s/1 0.060s/1 7.820s/1 7.618s/1 ??? ?? ??? ???? Topology? ???? ?? ?? ???? ???? ?? ?? ??? ??? ????? ???? ?? ?? ?? ? ?? ???? ??? ???? ? End-to-End ?? ?? ??
  • 7. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ????? Application ???? ???? 3 ??? ?? ??? ?? ??? ??? ???? ?? ??: https://aws.amazon.com/ko/blogs/aws/new-high-resolution-custom-metrics-and-alarms-for-amazon-cloudwatch/ 5??? ?? ???? (??: ?? 10? ??) 2009? (??: ?? ?? ??) 2010? 1??? Detailed Monitoring 2015? (??: ?? ?? ??) 10??? Enhanced Monitoring (RDS) 1??? High-Resolution Metrics (User Application) (??: ?? ?? ??, 0.3$/???, ??? ?? Agent ??) 2017.07.
  • 8. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ????? Application ???? ???? 4 Infra ?? Application, Business ?? ?? ???? ?? ?? ? ?? ???? ??? ?? ???, ???, ??? ?? ? ???? ??? ???? ?? ? ???? ??? ??? ?? ????? ????, ? Tier? ??(1??-2?? ?) ??? ??? ??? ?? ?? ???? Business Dashboard AWS Infra Availability 99.99% Business Availability & Monitoring IMPORTANT! <
  • 9. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ????? Application ???? ???? 5 ??/???? ???? ????? AI?? Smart ???? ??? Alert ??? ?? ?? ?? ?? ?? ?? ?? ??? ?? ??? ??? Smart ?? 1??, 30??, 60??? ??? ?? ?? ?? ??? ???? Smart ???? ??? ????(1) ?? 1? ? ?? ? 15? ? ?? ? 30? ? ?? ?
  • 10. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Cloud vs On-premise ???? ??? ?? On-premise Monitoring SaaS Monitoring ? ???? ?? ??, ?? ? ???? ?? ? APM, DPM ??? ?? ? E2E ??? ?? ???? ? ?? ??, ?? Trace ?? ?? ? AWS Marketplace? EC2???? ?? ? On Click ?? ?? ? ???? ??(AWS Billing or BYOL) ? On-premise ??? ????? CloudWatch ? AWS?? ?? ?? ?? Cloud(AWS)-Support ? Cloud, On-premise ?? ?? ? Serverless ? SMS+APM+DPM ??? ?? ? ??? ??? ?? ?? ???? ?? ??? ??/?? ?? ?? ? ???? ???? ??? ???? - ??? ?? ???? ??(???) - ?? ??? ?? ?? ?? InterMax(APM) MaxGauge(DPM) MaxGauge Air Max ge for Aurora InterMax on AWS (2018.??? marketplace ?? ??)
  • 11. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ???? ??? ??? ?? ??? ?? ??? - AWS-console, Openshift, Kubernetes ? ?? ?? ? ??? Auto Scaling? signal ??? ??? ?? ???? ?? ??? ?? ???? ?? ??? ? Project? ???? ??? ???? ??? ???? ?? ?? ?? Service? WAS ????Pods Name+# 1 2 3 1 2 3 1 2 3 ?? ??
  • 12. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ??? ????? ???? ???
  • 13. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. EXEM? ????? ???? ????? ? 100% ?? ?? ????? ??? ???? ???? ???? ??? ? ???? ?? ?? ? JVM Auto Attached ?? ?? ? ? ?????? public/private ????? ??? ?? ??? ?? ???? ???? ?? ?????? ? Oracle, MySQL, Maria, Aurora, SQL Server ? ??? DBMS ???? ?? ? DB Session, Lock, SQL Trend ?? ? ?? ???? ???DBMS???? ? Apache Tomcat, Jboss, Jeus ? ??? WAS? Java ?? ? ? Springboot, Docker, Container, EC2, IIS, .NET ? ???App???? ? ???? ?? ??, ???? ??? ?? ? ?? ???? ? CloudWatch ?? ???? ?? ? Network Packet I/O ? ??????????
  • 14. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. EXEM? ????? ?? Line-Up ??? ???? ??? APM InterMax MFA (Aurora) MFM (MySQL) MFM (MariaDB) DPM MaxGauge MFM (SQL Server)
  • 15. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. DBMS ?? ???? ?? ?? ???
  • 16. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. DBMS ?? ?? ??? ??
  • 17. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. APM ???? ?? ?? ?? AI ??? ?? ??? ?? ?? ???? ?? ?? ??? ??? ??? ? ??? ???? ??, E2E ??????? ?? ???? InterMax ???? DPM System APM Dashboard ??? ?? ?? ???? ????WAS, DB, Systems ?? ???? ?? ?? ??? ? ??? ??, ?? ???
  • 18. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ??? ?? ???? C Topology View ? ?? ??(instance)?? ?? ??? ?? ????? ?? ?? ? ??(???) ?? ? ?? ?? ?? ?? ? ??? ???? ??? ?? ?? ??, ???? ?? ??? ??? ??? ?? ??? ?? REAL-TIME MONITORING ? ?? ??? ????? ?? ?? ???? ?? ? ?? ??? ?? ?? ? ???? ??? ? ?? ?? ? ?? ???, ???, ??? ???? ??? ???? ??? ??/?? ???? ?? TOPOLOGY VIEW
  • 19. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. E2E C Transaction Path View ? ?? ????? End-to-End ???? ?? ???? ?? ??? ?? ?? ?? ?? ? ?? ? ????? ???? ???? ??? ?? ??? ?? ?? ?? TRANSACTION PATH VIEW ? ?? ?? ?? / GUID ?? / ?? ?? trace ? WEB / WAS / DB / TP / C-???? / JAVA / .NET ? ?? ?? ???? Agent ?? ? ?? ??? ???? ???? ???? ?? ? (HTML, AJAX, Embedded API ?? ?) END-TO-END MONITORING
  • 20. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. Business ??(????) ? ???? ??? ??? ?? ???? ?? ? ???(????) C ??, ??, ????, ???? ? ???? ?? ??? ?? ?? ???? ?? ? ?? ???? ??? ?? ?? ??, ??? ?? ? ???? ??? ???? ?? BUSINESS DASHBOARD(Multi-Tier) ? ??? WEB-WAS-DB? ??? ????? ???? ???? ??? ???? ?? ? WAS-instance ?? ?? Micro Service ??? ?? ??? ??? ?? ???? ???? ?? BUSINESS DASHBOARD
  • 21. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ??? ?? ???? C ?? ?? S??? C ???? ?? ????? ?? ???? ?? ?? ???? ?? L ??? C ???? ?? K???? C ???? ?? TPS TPS TPS TPS TPS ????(ms) ????(ms) ????(ms) ????(ms) ????(ms) ? ??(SPOT) ???(SPOT) ????(SPOT) ?? CDM TPM EtoE ???? ??? ?? S???? C ???? ?? ??? ?? ?? ?? ????? ?? ???? ?? ??? ?? ?? ?? ??? ?? ???? ?? ???/??? ?? ????? ???? ??
  • 22. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ??? ???? ????? ?? AI ??
  • 23. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ?? ?? ??? C AI??(??? ??) ?? ??????????? ???? ??? ?? ??? ?? Platform 3¨rd Party Solutions Data ?? ?? ?? ?? ??? ?? ?? ?? ?? ?? ?? ?? ??? ??? ?? ?? ??? ?? ?? ?? ??/?? ? ??? ?? ??? ??/??2 ? ?? ?? ??:4 ??? ??? ??1 Predictive Alert, Anomaly Detection, Root-Cause-Analysis ? ?? ?? ?? ? ?? ?? ??(???) 3
  • 24. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ?? AI ?? ?? ?? ?? ? ???? ?? ??/ ?? ?? ?? ?? (Load Forecast) ? ?? ?? ???? ????? ???? ?? ?? ?? - ?? ? 3??? System Metric ???? ????? ?? - ?? 1?? ?? System Metric ???? ??? 1?, 30?, 60??? ???? ??? ?? ?? ?? (Failure Forecast) ? ??? ???? ???? ???? ?? ?? ??? ??? ????? ?? ???? ?? - ????? ???? adaptation??? ?? ???? ?? ?? ?? ??? ?? - ?) Tablespace full, Disk full, CPU ??? ? ??? ?? (Anomaly Detection) ? ?? ???? ???? ?? ??? ??? ???? ? ??? ???? ?? ??? ??? ?? - ?? ??? ??? ?? ?? ??? ?? ?? 3/10 3/11 3/12 3/13 3/14 3/15 3/16 3/17 3/18 AI ?? ??(1/2)
  • 25. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. ?? AI ?? ?? ?? ?? ? ???? ?? ?? ?? ?? ?? ?? (Load Pattern Clustering) ? ?? ??? ?? ???? ????? ?? - ?) ?? ??? ?(?? ???, ?? ??? ?) ???/???? ?? ??(?? ???, ?? ?? ?) ?? ?? ?? (Causality Analysis) ? ??? ?? ?, ?????? ?? ??? ?? ?? ?? ??? ??? ??/??? ???? ?? - ?? ??? ??? ?? ??? ??? ??? ?? ?? ?? ?? (Root-Cause Analysis) ? ?? ??? ??? ?? ??? ???? ?? - ??? ???? ??? ?? ? ???? ??? Rule? ??, ??? ???? ?, ???? Rule Engine?? ??? ?? ?? ??? ???? ?? Smart ?? ??? ???(??) ?? (Smart Alert) ? ?? ?? ??? ??? ?? Automatic Alert Threshold ?? - Dynamic? ??? ?? ??? ???? ???? ???? ??? ??? ???? ??(=smart alarm) ? AI ?? ??(2/2)
  • 26. ????? Q&A ?? ????: www.ex-em.com | ??: cloudteam@ex-em.com
  • 27. ? 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved. AWS Summit ??? ?? QR??? ?? ?? ?? ? ?? ??? ??? ??? ????. ?? Summit? ?? ???? ??? ?? ?? ????. #AWSSummit ????? ?? ???? ???? ?? ??? ?????. ?? ?? ? ?? ???? AWS Korea ?? ?? ??? ??? ?????. ???? ???? ?????!