ãªã¢ã«ã¿ã€ã çµ±åã®éèŠèŠçŽ ã§ããã¹ããªãŒã ããã»ãã·ã³ã°ã®äžçãæ¢ããŸããã°ããŒãã«ããžãã¹ãããŒã¿ãã€ãã³ãã«å³åº§ã«å¯Ÿå¿ã§ããããã«ãããã®æè¡ã®äž»èŠæŠå¿µãã¢ãŒããã¯ãã£ããŠãŒã¹ã±ãŒã¹ããã¹ããã©ã¯ãã£ã¹ãåŠã³ãŸãããã
ãªã¢ã«ã¿ã€ã çµ±åïŒã°ããŒãã«ããžãã¹ã®ããã®ã¹ããªãŒã ããã»ãã·ã³ã°åŸ¹åºè§£èª¬
仿¥ã®æ¥éã«å€åããããžã¿ã«ç°å¢ã«ãããŠãäŒæ¥ã¯æ å ±ã«åºã¥ããæææ±ºå®ãè¡ããç«¶äºåªäœæ§ãåŸãããã«ããªã¢ã«ã¿ã€ã ããŒã¿ãžã®äŸå床ããŸããŸãé«ããŠããŸãããªã¢ã«ã¿ã€ã çµ±åã®äžæ žããªãã¹ããªãŒã ããã»ãã·ã³ã°ã¯ãçµç¹ãç¶ç¶çãªããŒã¿ã¹ããªãŒã ãåŠçããçºçããã€ãã³ãã«å³åº§ã«å¯Ÿå¿ããããšãå¯èœã«ããŸããããã¯ãç°ãªãã¿ã€ã ãŸãŒã³ãåžå Žã顧客ã»ã°ã¡ã³ãã«ããã£ãŠäºæ¥ãå±éããã°ããŒãã«ããžãã¹ã«ãšã£ãŠç¹ã«éèŠã§ãã
ã¹ããªãŒã ããã»ãã·ã³ã°ãšã¯äœãïŒ
ã¹ããªãŒã ããã»ãã·ã³ã°ã¯ãç¶ç¶çãªããŒã¿ã®ã¹ããªãŒã ããªã¢ã«ã¿ã€ã ãŸãã¯ãã¢ãªã¢ã«ã¿ã€ã ã§åã蟌ã¿ãåŠçãåæããããã«èšèšãããããŒã¿åŠçã®äžçš®ã§ãã倧éã®ããŒã¿ãåå¥ã®ãããã§åŠçãããããåŠçãšã¯ç°ãªããã¹ããªãŒã ããã»ãã·ã³ã°ã¯ãåã ã®ããŒã¿ã¬ã³ãŒããŸãã¯ãã€ã¯ãããããå°çãããã³ã«åŠçããŸããããã«ãããææ°ã®æ å ±ã«åºã¥ããå³æã®æŽå¯ãšã¢ã¯ã·ã§ã³ãå¯èœã«ãªããŸãã
äŸãããªãããããåŠçã¯åçãæ®ããçŸåããŠããåŸã§èŠããããªãã®ã§ããã¹ããªãŒã ããã»ãã·ã³ã°ã¯ãã©ã€ããããªãã£ãŒããèŠããããªãã®ã§ãç©äºãèµ·ãããã®ç¬éã«èŠãããšãã§ããŸãã
ã¹ããªãŒã ããã»ãã·ã³ã°ã®äž»èŠæŠå¿µ
- ããŒã¿ã¹ããªãŒã : ç¶ç¶çã§ç¡éã®ããŒã¿ã¬ã³ãŒãã®ã·ãŒã±ã³ã¹ããããã®ã¹ããªãŒã ã¯ãã»ã³ãµãŒããŠã§ããµã€ãã®ã¢ã¯ãã£ããã£ããœãŒã·ã£ã«ã¡ãã£ã¢ã®ãã£ãŒããéèååŒãIoTããã€ã¹ãªã©ãããŸããŸãªãœãŒã¹ããçºçããŸãã
- ã€ãã³ã: ããŒã¿ã¹ããªãŒã å ã®åã ã®ããŒã¿ã¬ã³ãŒãã§ãç¹å®ã®åºæ¥äºãç¶æ ã®å€åã衚ããŸãã
- ãªã¢ã«ã¿ã€ã ãŸãã¯ãã¢ãªã¢ã«ã¿ã€ã åŠç: ã€ãã³ããæå°éã®é å»¶ïŒéåžžã¯ããªç§ãŸãã¯ç§åäœã§æž¬å®ïŒã§åŠçããããšã
- ç¶æ 管ç: è€æ°ã®ã€ãã³ãã«ãŸããã£ãŠã¹ããŒããã«ãªæ å ±ãç¶æããæéæ ãè¶ ããè€éãªèšç®ãéèšãå¯èœã«ããããšã
- èé害æ§: ã·ã¹ãã ã®é害ããããã¯ãŒã¯ã®äžæãçºçããå Žåã§ããããŒã¿ã®å®å šæ§ãšåŠçã®ç¶ç¶æ§ã確ä¿ããããšã
- ã¹ã±ãŒã©ããªãã£: å€§å¹ ãªããã©ãŒãã³ã¹äœäžãªãã«ãå¢å ããããŒã¿éãåŠçèŠæ±ã«å¯Ÿå¿ã§ããèœåã
ã°ããŒãã«ããžãã¹ã«ãããã¹ããªãŒã ããã»ãã·ã³ã°ã®éèŠæ§
ã°ããŒãã«ããžãã¹ã¯ã倿§ãªå°ççãã±ãŒã·ã§ã³ãã¿ã€ã ãŸãŒã³ãèŠå¶ç°å¢ã«ãããããŒã¿ç®¡çã«ãããŠãç¹æã®èª²é¡ã«çŽé¢ããŠããŸããã¹ããªãŒã ããã»ãã·ã³ã°ã¯ããã®æèã§ããã€ãã®äž»èŠãªå©ç¹ãæäŸããŸãã
- ãªã¢ã«ã¿ã€ã ã®æŽå¯: äž»èŠæ¥çžŸè©äŸ¡ææšïŒKPIïŒã顧客è¡åãåžå Žååã«ã€ããŠãå°åãè¶ããŠå³åº§ã«å¯èŠæ§ãåŸãããšãã§ããŸããäŸãã°ãã°ããŒãã«ãªeã³ããŒã¹äŒæ¥ã¯ãååœã®è²©å£²å®çžŸããªã¢ã«ã¿ã€ã ã§è¿œè·¡ããããã«å¿ããŠããŒã±ãã£ã³ã°ãã£ã³ããŒã³ã調æŽã§ããŸãã
- 顧客äœéšã®åäž: ãªã¢ã«ã¿ã€ã ã®ã¢ã¯ãã£ããã£ã«åºã¥ããããŒãœãã©ã€ãºãããã¿ã€ã ãªãŒãªé¡§å®¢å¯Ÿå¿ãæäŸããŸããã°ããŒãã«ãªèªç©ºäŒç€Ÿã¯ãé å»¶ã«èŠèãããä¹å®¢ã«ããã¢ã¯ãã£ããªãã©ã€ãåäºçŽãªãã·ã§ã³ãæäŸããæ··ä¹±ãæå°éã«æãã顧客æºè¶³åºŠãåäžãããããšãã§ããŸãã
- ããã¢ã¯ãã£ããªãªã¹ã¯ç®¡ç: ã»ãã¥ãªãã£ã®è åšãè©æ¬ºãéçšäžã®ç°åžžããªã¢ã«ã¿ã€ã ã§æ€åºãã察å¿ããŸããã°ããŒãã«ãªéèæ©é¢ã¯ãååŒãã¿ãŒã³ãç£èŠããŠäžå¯©ãªæŽ»åãæ€ç¥ããäžæ£ååŒãçºçããåã«é²æ¢ã§ããŸãã
- éçšã®æé©å: ãªã¢ã«ã¿ã€ã ããŒã¿ã«åºã¥ãããµãã©ã€ãã§ãŒã³ã®å¹çãç©æµããªãœãŒã¹é åãæ¹åããŸããã°ããŒãã«ãªç©æµäŒç€Ÿã¯ã貚ç©ã®äœçœ®ãšç¶æ³ããªã¢ã«ã¿ã€ã ã§è¿œè·¡ããé å»¶ãšã³ã¹ããæå°éã«æããããã«é éã«ãŒããæé©åã§ããŸãã
- ã¢ãžã£ã€ã«ãªæææ±ºå®: ããžãã¹ãŠãŒã¶ãŒãããŒã¿ã«åºã¥ããæææ±ºå®ãè¿ éãã€å¹æçã«è¡ããããã«ããŸããã°ããŒãã«ãªè£œé äŒç€Ÿã¯ãçç£ã©ã€ã³ã®ããã©ãŒãã³ã¹ããªã¢ã«ã¿ã€ã ã§ç£èŠããããã«ããã¯ãéå¹çæ§ãç¹å®ã§ããŸãã
ã¹ããªãŒã ããã»ãã·ã³ã°ã®ã¢ãŒããã¯ãã£
ã¹ããªãŒã ããã»ãã·ã³ã°ãœãªã¥ãŒã·ã§ã³ãå®è£ ããããã«äœ¿çšã§ããã¢ãŒããã¯ãã£ã¯ããã€ããããããããã«é·æãšçæããããŸããæãäžè¬çãªã¢ãŒããã¯ãã£ã«ã¯ä»¥äžã®ãã®ããããŸãã
ã©ã ãã¢ãŒããã¯ãã£
ã©ã ãã¢ãŒããã¯ãã£ã¯ããããåŠçãšã¹ããªãŒã ããã»ãã·ã³ã°ãçµã¿åãããŠããªã¢ã«ã¿ã€ã ãšéå»ã®äž¡æ¹ã®æŽå¯ãæäŸãããã€ããªããã¢ãããŒãã§ããããã¯3ã€ã®ã¬ã€ã€ãŒã§æ§æãããŠããŸãã
- ãããã¬ã€ã€ãŒ: 倧éã®å±¥æŽããŒã¿ããããã§åŠçããæ£ç¢ºã§å æ¬çãªæŽå¯ãæäŸããŸãã
- ã¹ããŒãã¬ã€ã€ãŒ: ãªã¢ã«ã¿ã€ã ã®ããŒã¿ã¹ããªãŒã ãåŠçããäœé å»¶ã®æŽå¯ãæäŸããŸãã
- ãµãŒãã³ã°ã¬ã€ã€ãŒ: ãããã¬ã€ã€ãŒãšã¹ããŒãã¬ã€ã€ãŒã®çµæãçµ±åããããŒã¿ã®çµ±äžããããã¥ãŒãæäŸããŸãã
å©ç¹: ãªã¢ã«ã¿ã€ã ãšéå»ã®äž¡æ¹ã®æŽå¯ãæäŸããèé害æ§ããããŸãã æ¬ ç¹: å®è£ ãšä¿å®ãè€éã§ããããåŠçãšã¹ããªãŒã åŠçã®ããã«2ã€ã®å¥ã ã®ã³ãŒãããŒã¹ãç¶æããå¿ èŠããããŸãã
ã«ããã¢ãŒããã¯ãã£
ã«ããã¢ãŒããã¯ãã£ã¯ããããã¬ã€ã€ãŒãæé€ãããªã¢ã«ã¿ã€ã ãšéå»ã®äž¡æ¹ã®æŽå¯ãåŸãããã«ã¹ããªãŒã ããã»ãã·ã³ã°ã®ã¿ã«äŸåããããšã§ãã©ã ãã¢ãŒããã¯ãã£ãç°¡çŽ åããŸãããã¹ãŠã®ããŒã¿ã¯ã¹ããªãŒã ãšããŠæ±ãããå±¥æŽããŒã¿ã¯å¿ èŠã«å¿ããŠã¹ããªãŒã ããã»ãã·ã³ã°ãšã³ãžã³ã§ååŠçãããŸãã
å©ç¹: ã©ã ãã¢ãŒããã¯ãã£ãããå®è£ ãšä¿å®ãç°¡åã§ããªã¢ã«ã¿ã€ã åŠçãšå±¥æŽåŠçã®äž¡æ¹ã«åäžã®ã³ãŒãããŒã¹ã䜿çšã§ããŸãã æ¬ ç¹: ç¹å®ã®çš®é¡ã®åæã§ã¯å±¥æŽããŒã¿ãååŠçããå¿ èŠãããããã¹ãŠã®ãŠãŒã¹ã±ãŒã¹ã«é©ããŠãããšã¯éããŸããã
ã€ãã³ãé§ååã¢ãŒããã¯ãã£
ã€ãã³ãé§ååã¢ãŒããã¯ãã£ïŒEDAïŒã¯ãã¢ããªã±ãŒã·ã§ã³ãã€ãã³ãã®äº€æãéããŠéä¿¡ãããã¶ã€ã³ãã¿ãŒã³ã§ããã¹ããªãŒã ããã»ãã·ã³ã°ã®æèã§ã¯ãEDAã¯ççµåã§ã¹ã±ãŒã©ããªãã£ã®é«ãã·ã¹ãã ãå¯èœã«ããŸããã¢ããªã±ãŒã·ã§ã³ã¯ç¹å®ã®ã€ãã³ãã賌èªããããã«å¿ããŠåå¿ããããšã§ããªã¢ã«ã¿ã€ã ã®ããŒã¿åŠçãšæææ±ºå®ãå¯èœã«ããŸãã
å©ç¹: é«ãã¹ã±ãŒã©ããªãã£ãççµåãã¢ããªã±ãŒã·ã§ã³éã®ãªã¢ã«ã¿ã€ã éä¿¡ãä¿é²ããŸãã æ¬ ç¹: ã€ãã³ãã®äŸåé¢ä¿ã®ç®¡çãè€éã«ãªãå¯èœæ§ããããæ éãªã€ãã³ãã¹ããŒãèšèšãå¿ èŠã§ãã
人æ°ã®ã¹ããªãŒã ããã»ãã·ã³ã°æè¡
ã¹ããªãŒã ããã»ãã·ã³ã°ãœãªã¥ãŒã·ã§ã³ãæ§ç¯ããããã«ãããã€ãã®ãªãŒãã³ãœãŒã¹ããã³åçšæè¡ãå©çšå¯èœã§ããæã人æ°ã®ãããã®ã«ã¯ä»¥äžã®ãã®ããããŸãã
Apache Kafka
Apache Kafkaã¯ãé«ã¹ã«ãŒããããèé害æ§ãã¹ã±ãŒã©ãã«ãªã¡ãã»ãŒãžã³ã°ãæäŸãã忣ã¹ããªãŒãã³ã°ãã©ãããã©ãŒã ã§ããç°ãªãã¢ããªã±ãŒã·ã§ã³ãã·ã¹ãã éã§ããŒã¿ã¹ããªãŒã ãåã蟌ã¿ãé ä¿¡ããããã®äžå€®ããŒã¿ãããšããŠåºã䜿çšãããŠããŸãã
äž»ãªç¹åŸŽ:
- ãããªãã·ã¥/ãµãã¹ã¯ã©ã€ãåã¡ãã»ãŒãžã³ã°: ã¢ããªã±ãŒã·ã§ã³ãããŒã¿ã¹ããªãŒã ããããªãã·ã¥ïŒçºè¡ïŒããã³ãµãã¹ã¯ã©ã€ãïŒè³ŒèªïŒã§ããããã«ããŸãã
- èé害æ§: è€æ°ã®ãããŒã«ãŒã«ããŒã¿ãè€è£œããŠãããŒã¿ã®å¯çšæ§ã確ä¿ããŸãã
- ã¹ã±ãŒã©ããªãã£: å¢å ããããŒã¿éãšåŠçèŠæ±ã«å¯Ÿå¿ã§ããŸãã
- çµ±å: å¹ åºãããŒã¿ãœãŒã¹ãåŠçãšã³ãžã³ãšçµ±åã§ããŸãã
䜿çšäŸ: ã°ããŒãã«ãªãœãŒã·ã£ã«ã¡ãã£ã¢äŒæ¥ãããªã¢ã«ã¿ã€ã ã®ãŠãŒã¶ãŒã¢ã¯ãã£ããã£ããŒã¿ïŒæçš¿ãã³ã¡ã³ããããããªã©ïŒãåã蟌ã¿ãåæãæšèŠãäžæ£æ€åºã®ããã«ããŸããŸãªäžæµã·ã¹ãã ã«é ä¿¡ããããã«Kafkaã䜿çšããŠããŸãã
Apache Flink
Apache Flinkã¯ã髿§èœãèé害æ§ãã¹ããŒããã«ãªã¹ããªãŒã ããã»ãã·ã³ã°ãæäŸãã忣ã¹ããªãŒã ããã»ãã·ã³ã°ãšã³ãžã³ã§ãããã£ã«ã¿ãªã³ã°ãéèšããŠã£ã³ããŠã€ã³ã°ãçµåãªã©ãå¹ åºãæäœããµããŒãããŠããŸãã
äž»ãªç¹åŸŽ:
- ã¹ããŒããã«ãªã¹ããªãŒã ããã»ãã·ã³ã°: è€æ°ã®ã€ãã³ãã«ãŸããã£ãŠã¹ããŒããã«ãªæ å ±ãç¶æããŸãã
- èé害æ§: Exactly-onceïŒå³å¯ã«1åïŒã®åŠçã»ãã³ãã£ã¯ã¹ãæäŸããŸãã
- ã¹ã±ãŒã©ããªãã£: å¢å ããããŒã¿éãšåŠçèŠæ±ã«å¯Ÿå¿ã§ããŸãã
- æè»ãªãŠã£ã³ããŠã€ã³ã°: æéããŒã¹ããã³ã«ãŠã³ãããŒã¹ã®éèšã®ããã«ãããŸããŸãªãŠã£ã³ããŠæŠç¥ããµããŒãããŸãã
䜿çšäŸ: ã°ããŒãã«ãªeã³ããŒã¹äŒæ¥ãããªã¢ã«ã¿ã€ã ã®æ³šæããŒã¿ãåŠçããè€éãªãã¿ãŒã³ãšã«ãŒã«ã«åºã¥ããŠäžæ£ååŒãæ€åºããããã«Flinkã䜿çšããŠããŸãã
Apache Spark Streaming
Apache Spark Streamingã¯ããªã¢ã«ã¿ã€ã ããŒã¿åŠçãå¯èœã«ããApache Sparkãã¬ãŒã ã¯ãŒã¯ã®æ¡åŒµæ©èœã§ããããŒã¿ããã€ã¯ããããã§åŠçãããã¢ãªã¢ã«ã¿ã€ã æ©èœãæäŸããŸããæè¡çã«ã¯çã®ã¹ããªãŒã ããã»ãã·ã³ã°ã§ã¯ãªããã€ã¯ããããåŠçã§ããããã®äœé å»¶ã®ããããã°ãã°åãã«ããŽãªã«å«ãŸããŸãã
äž»ãªç¹åŸŽ:
- ãã€ã¯ããããåŠç: ããŒã¿ãå°ããªãããã§åŠçããŸãã
- Sparkãšã³ã·ã¹ãã ãšã®çµ±å: ä»ã®Sparkã³ã³ããŒãã³ãïŒSpark SQLãMLlibãªã©ïŒãšã®ã·ãŒã ã¬ã¹ãªçµ±åã
- èé害æ§: Resilient Distributed Datasets (RDDs)ãéããŠå®çŸãããŸãã
- ã¹ã±ãŒã©ããªãã£: ã¯ã©ã¹ã¿ãŒå šäœã«åŠçã忣ãããããšã§ã倧éã®ããŒã¿ãåŠçã§ããŸãã
䜿çšäŸ: ã°ããŒãã«ãªéä¿¡äŒç€Ÿãããããã¯ãŒã¯ãã©ãã£ãã¯ããã¢ãªã¢ã«ã¿ã€ã ã§åæãããããã¯ãŒã¯ã®èŒ»èŒ³ãç¹å®ããŠç·©åããããã«Spark Streamingã䜿çšããŠããŸãã
Amazon Kinesis Data Streams
Amazon Kinesis Data Streamsã¯ããã«ãããŒãžãã§ã¹ã±ãŒã©ãã«ããã€èä¹ æ§ã®ãããªã¢ã«ã¿ã€ã ããŒã¿ã¹ããªãŒãã³ã°ãµãŒãã¹ã§ããããŸããŸãªãœãŒã¹ããèšå€§ãªéã®ããŒã¿ãç¶ç¶çã«ãã£ããã£ããŠåŠçããããšãã§ããŸãã
äž»ãªç¹åŸŽ:
- ãã«ãããŒãžã: 管çããã€ã³ãã©ã¹ãã©ã¯ãã£ããããŸããã
- ã¹ã±ãŒã©ãã«: å¢å ããããŒã¿éã«åãããŠèªåçã«ã¹ã±ãŒã«ããŸãã
- èä¹ æ§: ããŒã¿ã¯è€æ°ã®ã¢ãã€ã©ããªãã£ãŸãŒã³ã«ããã£ãŠè€è£œãããŸãã
- AWSãµãŒãã¹ãšã®çµ±å: ä»ã®AWSãµãŒãã¹ïŒLambda, S3, Redshiftãªã©ïŒãšã·ãŒã ã¬ã¹ã«çµ±åããŸãã
䜿çšäŸ: ã°ããŒãã«ãªIoTäŒæ¥ããæ¥ç¶ãããããã€ã¹ããã®ãªã¢ã«ã¿ã€ã ã»ã³ãµãŒããŒã¿ãåã蟌ã¿åŠçããŠãæ©åšã®ããã©ãŒãã³ã¹ãç£èŠããã¡ã³ããã³ã¹ã®å¿ èŠæ§ãäºæž¬ããããã«Kinesis Data Streamsã䜿çšããŠããŸãã
Google Cloud Dataflow
Google Cloud Dataflowã¯ããã«ãããŒãžãã§çµ±äžãããã¹ããªãŒã ããã³ãããããŒã¿åŠçãµãŒãã¹ã§ãããªã¢ã«ã¿ã€ã ããŒã¿ãšãããããŒã¿ã®äž¡æ¹ã«å¯Ÿå¿ããããŒã¿åŠçãã€ãã©ã€ã³ãæ§ç¯ã»å®è¡ããããšãã§ããŸãã
äž»ãªç¹åŸŽ:
- çµ±äžãããã¹ããªãŒã ããã³ãããåŠç: ãªã¢ã«ã¿ã€ã ãšãããã®äž¡æ¹ã®ããŒã¿åŠçããµããŒãããŸãã
- ãã«ãããŒãžã: 管çããã€ã³ãã©ã¹ãã©ã¯ãã£ããããŸããã
- ã¹ã±ãŒã©ãã«: å¢å ããããŒã¿éã«åãããŠèªåçã«ã¹ã±ãŒã«ããŸãã
- Google CloudãµãŒãã¹ãšã®çµ±å: ä»ã®Google CloudãµãŒãã¹ïŒBigQuery, Cloud Storage, Pub/Subãªã©ïŒãšã·ãŒã ã¬ã¹ã«çµ±åããŸãã
䜿çšäŸ: ã°ããŒãã«ãªåºåäŒç€Ÿãããªã¢ã«ã¿ã€ã ã®åºåã€ã³ãã¬ãã·ã§ã³ããŒã¿ãåŠçãããŠãŒã¶ãŒã®è¡åã«åºã¥ããŠåºåãã£ã³ããŒã³ãæé©åããããã«Cloud Dataflowã䜿çšããŠããŸãã
ã°ããŒãã«ããžãã¹ã«ãããã¹ããªãŒã ããã»ãã·ã³ã°ã®ãŠãŒã¹ã±ãŒã¹
ã¹ããªãŒã ããã»ãã·ã³ã°ã¯ãããŸããŸãªæ¥çã®ã°ããŒãã«ããžãã¹ã§å¹ åºãçšéããããŸããäžè¬çãªãŠãŒã¹ã±ãŒã¹ã«ã¯ã以äžã®ãããªãã®ããããŸãã
- Eã³ããŒã¹: ãªã¢ã«ã¿ã€ã ã®äžæ£æ€åºãããŒãœãã©ã€ãºãããååæšèŠãåçäŸ¡æ Œèšå®ãåšåº«ç®¡çããšãŒãããã®å€§æãªã³ã©ã€ã³å°å£²æ¥è ãã顧客ã®é²èЧè¡åããªã¢ã«ã¿ã€ã ã§åæããé¢é£ååãææ¡ããããéèŠã«å¿ããŠäŸ¡æ Œã調æŽãããããæ§åãæ³åããŠã¿ãŠãã ããã
- éè: ã¢ã«ãŽãªãºã ååŒãäžæ£æ€åºããªã¹ã¯ç®¡çãã³ã³ãã©ã€ã¢ã³ã¹ç£èŠãã°ããŒãã«ãªéè¡ããã¹ããªãŒã ããã»ãã·ã³ã°ã䜿çšããŠååŒãç£èŠããäžå¯©ãªæŽ»åãæ€ç¥ããŠãããŸããŸãªåœã§ã®ãããŒãã³ããªã³ã°ã鲿¢ããããšãèããŠã¿ãŠãã ããã
- è£œé æ¥: äºç¥ä¿å šãå質管çãããã»ã¹æé©åããµãã©ã€ãã§ãŒã³ç®¡çãå€åœç±ã®èªåè»ã¡ãŒã«ãŒã¯ãã¹ããªãŒã ããã»ãã·ã³ã°ã䜿çšããŠçç£ã©ã€ã³ã®ã»ã³ãµãŒããŒã¿ãåæããæœåšçãªæ©åšã®æ éãç¹å®ããäžçäžã®å·¥å Žã®çç£å¹çãæé©åããããšãã§ããŸãã
- ãã«ã¹ã±ã¢: é 鿣è ã¢ãã¿ãªã³ã°ãçŸæ£çºçã®æ€åºãåå¥åå»çãèšåºæææ±ºå®æ¯æŽãã°ããŒãã«ãªãã«ã¹ã±ã¢ãããã€ããŒã¯ãã¹ããªãŒã ããã»ãã·ã³ã°ã䜿çšããŠæ£è ã®ãã€ã¿ã«ãµã€ã³ãé éã§ç£èŠããæ£è ã®å Žæã«é¢ä¿ãªããæœåšçãªå¥åº·äžã®ç·æ¥äºæ ããªã¢ã«ã¿ã€ã ã§å»åž«ã«èŠåããããšãã§ããŸãã
- é茞: 亀é管çãã«ãŒãæé©åãè»äž¡è¿œè·¡ãäºç¥ä¿å šãã°ããŒãã«ãªç©æµäŒç€Ÿã¯ãã¹ããªãŒã ããã»ãã·ã³ã°ã䜿çšããŠè»äž¡ã®äœçœ®ãšç¶æ³ããªã¢ã«ã¿ã€ã ã§è¿œè·¡ãã亀éç¶æ³ãé éã¹ã±ãžã¥ãŒã«ã«åºã¥ããŠé éã«ãŒããæé©åããç°ãªãã¿ã€ã ãŸãŒã³ãçŸå°ã®èŠå¶ãèæ ®ããããšãã§ããŸãã
- ã²ãŒã : ãªã¢ã«ã¿ã€ã ã®ãã¬ã€ã€ãŒåæãã²ãŒã ã€ãã³ãç£èŠãäžæ£æ€åºãããŒãœãã©ã€ãºãããã²ãŒã äœéšãã°ããŒãã«ãªãªã³ã©ã€ã³ã²ãŒã äŒç€Ÿã¯ãã¹ããªãŒã ããã»ãã·ã³ã°ã䜿çšããŠãã¬ã€ã€ãŒã®è¡åããªã¢ã«ã¿ã€ã ã§åæããã²ãŒã ã®é£æåºŠãåçã«èª¿æŽãããããã¬ã€ã€ãŒãšã³ã²ãŒãžã¡ã³ããåäžãããããã«ããŒãœãã©ã€ãºãããæšèŠãæäŸãããããããšãã§ããŸãã
ã¹ããªãŒã ããã»ãã·ã³ã°ãœãªã¥ãŒã·ã§ã³ãå®è£ ããããã®ãã¹ããã©ã¯ãã£ã¹
ã¹ããªãŒã ããã»ãã·ã³ã°ãœãªã¥ãŒã·ã§ã³ã®å®è£ ã¯ãç¹ã«ã°ããŒãã«ãªæèã§ã¯è€éã«ãªãããšããããŸãã以äžã®ãã¹ããã©ã¯ãã£ã¹ã«åŸãããšã§ãæåã確å®ã«ããããšãã§ããŸãã
- æç¢ºãªããžãã¹èŠä»¶ã®å®çŸ©: ãŸããã¹ããªãŒã ããã»ãã·ã³ã°ã®ããžãã¹ç®æšãšãŠãŒã¹ã±ãŒã¹ãæç¢ºã«å®çŸ©ããããšããå§ããŸããã©ã®ãããªæŽå¯ãåŸãå¿ èŠããããŸããïŒã©ã®ãããªã¢ã¯ã·ã§ã³ãåãå¿ èŠããããŸããïŒè¿œè·¡ããå¿ èŠãããäž»èŠæ¥çžŸè©äŸ¡ææšïŒKPIïŒã¯äœã§ããïŒ
- é©åãªæè¡ã®éžæ: èŠä»¶ãšäºç®ã«æãé©ããã¹ããªãŒã ããã»ãã·ã³ã°æè¡ãéžæããŸããã¹ã±ãŒã©ããªãã£ãèé害æ§ãããã©ãŒãã³ã¹ã䜿ãããããæ¢åã·ã¹ãã ãšã®çµ±åãªã©ã®èŠçŽ ãèæ ®ããŸãã
- ã¹ã±ãŒã©ãã«ãªã¢ãŒããã¯ãã£ã®èšèš: å¢å ããããŒã¿éãšåŠçèŠæ±ã«å¯Ÿå¿ã§ããããã«ã¢ãŒããã¯ãã£ãèšèšããŸããKafkaã®ãããªåæ£ã¹ããªãŒãã³ã°ãã©ãããã©ãŒã ã䜿çšããŠãè€æ°ã®åŠçããŒãã«ããŒã¿ã¹ããªãŒã ãåã蟌ã¿ãé ä¿¡ããããšãæ€èšããŸãã
- é©åãªç¶æ 管çã®å®è£ : è€æ°ã®ã€ãã³ãã«ãŸãããã¹ããŒããã«ãªæ å ±ãæ éã«ç®¡çããŸããã¹ããªãŒã ããã»ãã·ã³ã°ãšã³ãžã³ãæäŸããç¶æ ç®¡çæ©èœã䜿çšããŠãããŒã¿ã®äžè²«æ§ãšèé害æ§ã確ä¿ããŸãã
- ããŒã¿å質ã®ç¢ºä¿: ããŒã¿å質ãã§ãã¯ãå®è£ ããŠãããŒã¿ã¹ããªãŒã å ã®ãšã©ãŒãç¹å®ãä¿®æ£ããŸããããã¯ã倿§ãªãœãŒã¹ã圢åŒã®ããŒã¿ãæ±ãã°ããŒãã«ããžãã¹ã«ãšã£ãŠç¹ã«éèŠã§ãã
- ããã©ãŒãã³ã¹ã®ç£èŠãšæé©å: ã¹ããªãŒã ããã»ãã·ã³ã°ãœãªã¥ãŒã·ã§ã³ã®ããã©ãŒãã³ã¹ãç¶ç¶çã«ç£èŠããå¿ èŠã«å¿ããŠæé©åããŸããç£èŠããŒã«ã䜿çšããŠãé å»¶ãã¹ã«ãŒãããããšã©ãŒçãªã©ã®äž»èŠãªã¡ããªã¯ã¹ã远跡ããŸãã
- ããŒã¿ã¬ããã³ã¹ãšã»ãã¥ãªãã£ãžã®å¯Ÿå¿: æ©å¯ããŒã¿ãä¿è·ããããã«ãé©åãªããŒã¿ã¬ããã³ã¹ãšã»ãã¥ãªãã£å¯Ÿçãå®è£ ããŸããç¹ã«ç°ãªãå°åã«ãŸããã顧客ããŒã¿ãæ±ãå Žåã¯ãGDPRãCCPAãªã©ã®é¢é£ããããŒã¿ãã©ã€ãã·ãŒèŠå¶ã«æºæ ããŸãã
- ã¿ã€ã ãŸãŒã³ãšããŒã«ãªãŒãŒã·ã§ã³ã®èæ ®: ã°ããŒãã«ãªããŒã¿ã¹ããªãŒã ãæ±ãéã«ã¯ãã¿ã€ã ãŸãŒã³ã«çްå¿ã®æ³šæãæããŸããäžè²«ããåæã®ããã«ããã¹ãŠã®ã¿ã€ã ã¹ã¿ã³ããå ±éã®ã¿ã€ã ãŸãŒã³ïŒäŸïŒUTCïŒã«å€æããŸãããŸãã顧客ã¬ãã¥ãŒããœãŒã·ã£ã«ã¡ãã£ã¢ã®æçš¿ãªã©ãããã¹ãããŒã¿ãåŠçããå Žåã¯ãããŒã«ãªãŒãŒã·ã§ã³ã®åŽé¢ãèæ ®ããŸãã
- ãããã€ãšç®¡çã®èªåå: TerraformãCloudFormationãªã©ã®Infrastructure as Code (IaC)ããŒã«ã掻çšããŠãã¹ããªãŒã ããã»ãã·ã³ã°ã€ã³ãã©ã®ãããã€ãšç®¡çãèªååããŸããããã«ãããç°ãªãç°å¢éã§ã®äžè²«æ§ãšåçŸæ§ã確ä¿ãããŸãã
ã°ããŒãã«ããžãã¹ã«ãããã¹ããªãŒã ããã»ãã·ã³ã°ã®èª²é¡
ã¹ããªãŒã ããã»ãã·ã³ã°ã¯å€§ããªå©ç¹ãæäŸããäžæ¹ã§ãç¹ã«ã°ããŒãã«ããžãã¹ã«ãšã£ãŠã¯ããã€ãã®èª²é¡ãæç€ºããŸãã
- ããŒã¿éãšé床: 倧éã®ããŒã¿ãé«éã§ç®¡çã»åŠçããããšã¯å°é£ãªå ŽåããããŸããã°ããŒãã«ããžãã¹ã¯ããŠã§ããµã€ããã¢ãã€ã«ã¢ããªãã»ã³ãµãŒããœãŒã·ã£ã«ã¡ãã£ã¢ãã©ãããã©ãŒã ãªã©ãè€æ°ã®ãœãŒã¹ããããŒã¿ãçæããããšãå€ãããããããå šäœã®ããŒã¿éãšé床ã«å¯äžããŸãã
- ããŒã¿ã®å€æ§æ§ãšè€éã: 倿§ãªãœãŒã¹ã圢åŒã®ããŒã¿ãæ±ãããšã¯è€éã«ãªãå¯èœæ§ããããŸããããŒã¿ã¯æ§é åãåæ§é åãéæ§é åã®ããããã§ããã广çã«åŠçããåã«å€§å¹ ãªããŒã¿å€æãšã¯ã¬ã³ãžã³ã°ãå¿ èŠã«ãªãå ŽåããããŸãã
- ããŒã¿ã¬ããã³ã¹ãšã»ãã¥ãªãã£: ç°ãªãå°åãèŠå¶ç°å¢ã«ãããããŒã¿ã¬ããã³ã¹ãšã»ãã¥ãªãã£ã確ä¿ããããšã¯å°é£ãªå ŽåããããŸããã°ããŒãã«ããžãã¹ã¯ãåœã«ãã£ãŠå€§ããç°ãªãå¯èœæ§ãããGDPRãCCPAãªã©ãããŸããŸãªããŒã¿ãã©ã€ãã·ãŒèŠå¶ã«æºæ ããå¿ èŠããããŸãã
- é å»¶ãšããã©ãŒãã³ã¹: äœé å»¶ãšé«æ§èœãéæããããšã¯ãç¹ã«å°ççã«åæ£ããããŒã¿ãœãŒã¹ãšåŠçããŒããæ±ãå Žåã«å°é£ã«ãªãå¯èœæ§ããããŸãããããã¯ãŒã¯ã®é å»¶ãšããŒã¿è»¢éã³ã¹ãã¯ãã¹ããªãŒã ããã»ãã·ã³ã°ãœãªã¥ãŒã·ã§ã³å šäœã®ããã©ãŒãã³ã¹ã«å€§ããªåœ±é¿ãäžããå¯èœæ§ããããŸãã
- å®è£ ã®è€éã: ã¹ããªãŒã ããã»ãã·ã³ã°ãœãªã¥ãŒã·ã§ã³ã®å®è£ ãšä¿å®ã¯è€éã§ãããå°éçãªã¹ãã«ãšå°éç¥èãå¿ èŠã§ããã°ããŒãã«ããžãã¹ã¯ãã¹ããªãŒã ããã»ãã·ã³ã°ã€ã³ãã©ãæ§ç¯ã»ç®¡çããããã«ããã¬ãŒãã³ã°ã«æè³ããããå°éã®ããŒã¿ãšã³ãžãã¢ãããŒã¿ãµã€ãšã³ãã£ã¹ããéçšãããããå¿ èŠããããããããŸããã
- ã³ã¹ãã«é¢ããèæ ®äºé : ã¹ããªãŒã ããã»ãã·ã³ã°ã®ã€ã³ãã©ãšãµãŒãã¹ã¯ãç¹ã«å€§éã®ããŒã¿ãšé«ãåŠçèŠæ±ãæ±ãå Žåãé«äŸ¡ã«ãªãå¯èœæ§ããããŸããé©åãªã¯ã©ãŠããããã€ããŒãšãµãŒãã¹ãã£ã¢ã®éžæãããŒã¿ã¹ãã¬ãŒãžãšè»¢éã³ã¹ãã®æé©åãªã©ãæ éãªã³ã¹ãæé©åãäžå¯æ¬ ã§ãã
ã¹ããªãŒã ããã»ãã·ã³ã°ã®æªæ¥
ã¹ããªãŒã ããã»ãã·ã³ã°ã¯æ¥éã«é²åããŠããåéã§ãããåžžã«æ°ããæè¡ãææ³ãç»å ŽããŠããŸããã¹ããªãŒã ããã»ãã·ã³ã°ã®æªæ¥ã圢äœãããã€ãã®äž»èŠãªãã¬ã³ãã«ã¯ã以äžã®ãã®ããããŸãã
- ãšããžã³ã³ãã¥ãŒãã£ã³ã°: ããŒã¿ããœãŒã¹ã«è¿ãå Žæã§åŠçããé å»¶ãšåž¯åå¹ ã®æ¶è²»ãåæžããŸããé éã®ç³æ²¹æåãªã°ããã®ã»ã³ãµãŒããŒã¿ããäžå€®ã®ããŒã¿ã»ã³ã¿ãŒã«éãè¿ãã®ã§ã¯ãªããçŸå Žã§åŠçããããšãæ³åããŠã¿ãŠãã ããã
- ãµãŒããŒã¬ã¹ã³ã³ãã¥ãŒãã£ã³ã°: ãµãŒããŒã¬ã¹é¢æ°ã䜿çšããŠããŒã¿ã¹ããªãŒã ãåŠçããéçšäžã®ãªãŒããŒããããåæžããã¹ã±ãŒã©ããªãã£ãåäžãããŸããAWS LambdaãGoogle Cloud Functionsã䜿çšããŠãKafkaãããã¯ã®æ°ããããŒã¿ã«ãã£ãŠããªã¬ãŒãããã€ãã³ããåŠçããããšãèããŠã¿ãŠãã ããã
- æ©æ¢°åŠç¿ã®çµ±å: æ©æ¢°åŠç¿ã¢ãã«ãã¹ããªãŒã ããã»ãã·ã³ã°ãã€ãã©ã€ã³ã«çµ±åãããªã¢ã«ã¿ã€ã ã®äºæž¬ãšç°åžžæ€åºãå¯èœã«ããŸããäŸãã°ãæ©æ¢°åŠç¿ã¢ãã«ã䜿çšããŠãååŒãã¿ãŒã³ã«åºã¥ããŠãªã¢ã«ã¿ã€ã ã§äžæ£ååŒãæ€åºããŸãã
- AIãæŽ»çšããã¹ããªãŒã ããã»ãã·ã³ã°: AIãå©çšããŠãããŒã¿å質ç£èŠãç°åžžæ€åºãããã©ãŒãã³ã¹æé©åãªã©ã®ã¿ã¹ã¯ãèªååããŸããAIã¯ã¹ããªãŒã ããã»ãã·ã³ã°ã®éçšãåçåããå šäœçãªå¹çãåäžãããã®ã«åœ¹ç«ã¡ãŸãã
- æšæºåãšçžäºéçšæ§: ç°ãªããã©ãããã©ãŒã éã§ã®çžäºéçšæ§ãšç§»æ€æ§ãåäžããããããã¹ããªãŒã ããã»ãã·ã³ã°ã®ãã¬ãŒã ã¯ãŒã¯ãšãããã³ã«ã®æšæºåã«åããç¶ç¶çãªåãçµã¿ã
çµè«
ã¹ããªãŒã ããã»ãã·ã³ã°ã¯ãã°ããŒãã«ããžãã¹ã«ãšã£ãŠãªã¢ã«ã¿ã€ã çµ±åã®éèŠãªèŠçŽ ã§ãããããŒã¿ãã€ãã³ãã«å³åº§ã«åå¿ããããšãå¯èœã«ããŸããäž»èŠãªæŠå¿µãã¢ãŒããã¯ãã£ãæè¡ããã¹ããã©ã¯ãã£ã¹ãçè§£ããããšã§ãçµç¹ã¯ã¹ããªãŒã ããã»ãã·ã³ã°ã掻çšããŠããªã¢ã«ã¿ã€ã ã®æŽå¯ãåŸã顧客äœéšãåäžãããéçšãæé©åããã¢ãžã£ã€ã«ãªæææ±ºå®ãè¡ãããšãã§ããŸããã¹ããªãŒã ããã»ãã·ã³ã°ãé²åãç¶ããã«ã€ããŠãããŒã¿é§ååçµæžã§ã°ããŒãã«ããžãã¹ãæåããããã®ãŸããŸãéèŠãªåœ¹å²ãæããããšã«ãªãã§ãããã