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Con鍖uent 豕 朱 ろ碁Μ覦
一危 危殊 蟲豢
襦襷 + 磯
譯狩
Team-Lead, Solutions Engineering
Con鍖uent
豢 襦襷旧 覲蟆暑  朱襦 蠍一 瑚 蠍磯レ 覲蟆暑 
朱, 螳 螻給讌 蟇磯  螻給讌   給.
覲 覲企 蠍磯レ 螻牛蟆る 曙 覃 螻螳  
螳ロ 蠍磯レ 蠍磯朱 蟲襷るゼ 蟆一伎 .
讌 豐 蠍讌.
語 
 覦 襦襷 螳
Kora襯  ろ碁Μ覦 一危 
Flink襯  ろ碁 豌襴 + 磯
Stream Governance襯  一危  蟲豢 + 磯
Table鍖ow 觜 + 磯
Q&A
る る誤 伎 ...
Kora Engine朱
Kafka襯  觜襯願, 所,
觜 朱
襷れ給!
一危 ろ碁Μ覦
Kafka襯 伎 讌
弰朱 讌給.
Con鍖uent 一危
ろ碁Μ覦 弰 一危
朱 一危 螳豺襦
 伎.
Con鍖uent 郁屋
80螳 伎  蟯襴
貉るロ
Custom Connectors
一危 
覈磯 牛
一危 螻
Schema Registry
 99.99% SLA
ろ碁
郁屋 襦語 蟯襴
讌 12螳螳 Con鍖uent  企殊危
一危 ろ碁Μ覦 弰 蠏殊, ,  ク レ
螻螳 Apache Kafka 蠍磯レ 螳螻 ロ覃伎 TCO襯 豕 60%蟾讌 螳.
 企ろ  覦
豢
壱殊伎 企ろ Apache Kafka 螳
螳 SLA レ
99.99%
KORA ENGINE
企殊磯襯 
蟲豢 Apache
Kafka速 讌
蠍襦覯
Schema Linking
殊企 ろ語
一危
 Con鍖uent CLI
Con鍖uent Platform
一危
ろ碁 豌襴 
豪 企欧碁ゼ  觜襯
襦觜
Apache Flink速
Con鍖uent Cloud
+
螻 郁屋
貉るロ一   螳
譯殊 轟: Con鍖uent  襦襷
譟一 覦 讌ロ 一危  讌
STREAM
CONNECT PROCESS GOVERN
Con鍖uent Terraform
Provider 一危
Cluster Linking
一危 覦 
讌 讌 
Zookeeper襯 KRaft
Controller襦 蟲豌
Con鍖uent Platform
 Stream
Governance
Con鍖uent Connect
 蟯襴 貉るロ
誤启Μ 
Con鍖uent Platform 
Flink
+
Flink襯  Gen AI レ煙  Flink API 企殊伎誤 豸 
譴 誤
一危 覿襯, 豈 覦
襦朱
Vector DB/Vector
Search 碁
+ +
FedRAMP 語
螻螳 Apache Kafka 蠍磯レ 螳螻 ロ覃伎 TCO襯 豕 60%蟾讌 螳.
Freight 企ろ
TableFlow
蟯襴 (Govern)
"Con鍖uent Stream Governance 蟲一 れ螳朱 讌企 一危(Data in Motion)   蠍一 譴豢
蟆所 蟲豢 譴   蟆. Stream Catalog 覦 Stream Lineage  觜 蠍磯レ 牛 螳
譴 一危磯ゼ る 襦  覲企  螳螻 螳   蟆."
一危 ろ碁Μ覦  狩  蟯襴 蟇磯 蟲
Stream Quality
Stream Catalog
Stream Lineage
`
覲願 危エ覲願鍵
蟲豢
1
誤 覲願鍵
′語 豌
2
3
4
Con鍖uent Cloud 螻螳 一危 語  れ螳 一危
 蟆,  覦 蟲豢  給
New
"schemaType": "AVRO",
"schema": "{
"type": "record",
"name":"CustomerRecord",
"fields":[{
"name":"customer_ssn",
"type":"string"]
}]}"
"metadata": {
"tags": {
"**.ssn": [ "PII"]
},
"properties": {
"owner": "Bob Jones",
"email": "bob@acme.com"
}
}
"ruleSet": {
"domainRules": [{
"name": "checkSsnLen",
"kind": "CONDITION",
"type": "CEL",
"mode": "WRITE",
"expr":
"size(message.customer_ssn) == 9",
"onFailure": "DLQ"
}]
}
New
一危 螻
蟲譟
Schema
覓願屋  譟郁唄
Data Quality Rules
Metadata
蠏, KV 
New
豈
 譴 誤
讌
襷願係伎 蠏豺 New
{
"schemaType": "...",
"schema": "...",
"metadata": {
"tags": {...},
"properties": {...}
},
"ruleSet": {
"domainRules":
[...]
}
}
Data Quality Rules
CP 覦 CC 覦 蟇語 一危 螻 襴 覦 
New
New
螳ク蟆 覲伎 螻 
覩手 一危磯ゼ 3(Con鍖uent )
襦覿 覲危
覩手 一危一  ′語 蟠 轟
螳語蟆 朱 覿
Infosec/蠏 譴 蟲  蟆
豢譟
Schema
Registry
Producer
Kafka
讌蠍
Kafka
讌蠍
Consumer
Kafka
6. 誤 螳
 覃讌 
9. 誤 螳
 覃讌 伎
7. ろる
覦
豈
螳語り鍵
8. 

襷
覦

豈
覦

3. ろる
覦
豈
螳語り鍵
4. 

襷
覦

豈
覦

KMS
10.   企
1. ろる
覦 豈 
2. 襷ろ れ 
′語 蟠 覿
5.  誤
企殊伎誤 豸  譴
誤
New
ろる  蟾
* UI, CLI  API襯 牛 蠏  蠍一ヾ ろる
* 螻螳 Con鍖uent 襷ろ れ  ′語 蟠 覿
螳
誤 豈 (*)
Kafka Serializer襦 螻螳
襷ろ  蟲 覦 
1 2 3
{
...
{
"name": "customerName",
"type": "string",
"confluent.tags":
[ "PII", "OII"]
}
]
}
企殊伎誤 (AWS ):
rule.executors=aws
rule.executors.aws.class=io.con鍖uent
.kafka.schemaregistry.encryption.aws
.AwsFieldEncryptionExecutor
Serializer:
KafkaAvroSerializer
KafkaProtobufSerializer
KafkaJsonSchemaSerializer
{
...
"ruleSet": {
"domainRules": [
{
"name": "encryptPII",
"type": "ENCRYPT",
"tags": ["PII"],
"params": {
"encrypt.kek.name": "mykek" }
}
]
}
}
,
企殊伎誤 豸  譴 誤
New
Import a new KEK
Add encryption rule
 蟆, 譟壱 覦
 蟠 
螻
蟆 豌
豌襴 (Process)
Blob ろ襴讌
 
一危磯伎 一危 危一
一危磯伎
SaaS 
讌 螳 讌ъ  覦
一危 危殊
手 螻 
螳ロ 一危 
豕 襴 
企 譴 一危 ろ碁殊 豌襴 ろ 螳レ, 豢る 覦 企
蠏豪
 蟯襴
伎 覿  讀    覯襴 SaaS 蠍磯 蟆曙
牛 Flink 襴貅伎 所 螳覦  給.
レ レ
螻殊 襦觜  螳 覲旧″ 襦 蟲  襷豢
朱   豢螳 螳ロ.
 蠍磯 螻手
襦 蠍覿  襦觜 誤手  
襴れ 伎襷 觜 讌覿 蠍 .
讌 誤一 一危
語企 覯  API 誤壱伎るゼ 螳豢  豕 襦
讌 弰  蟲豢.
螳 蟆所骸 磯ジ 豌襴
 
"Apache Flink Apache Kafka襯 蟷 覃 一危磯ゼ   螻 譴覲 れ伎ろ碁 豌襴襯 狩  給. Flink
Kafka襯  蟯襴 觜る 螻牛覃 覲旧″ 誤 蟯襴  ろ碁 豌襴螳 螳ロ覩襦  觜讀るゼ 谿覲 れ螳
ろ碁Μ覦 襴貅伎螻 危殊 蟲豢 讌譴  給."
覈 蠏覈 螻焔レ  ろ碁 豌襴 讌
C
螳蟆>讌(螳蟆)
D
螳蟆<讌(螳蟆)
C
price>lag(price)
B
price<lag(price)
A
觚 覦
蠍郁 覦 蟇磯
蠍
れ  螳 讌 覦螻 一危
蠏碁9 覦 碁蟆 危 襴貅伎
螳覦:
 誤, 觚襷, 語 
 OVER 讌螻
 MATCH_RECOGNIZE襯  
襷れ広
企欧 蠍磯 襴貅伎
伎 語 
企欧語
れ  覲企  讌
一危瑚  襴貅伎 豕 蟆郁骸
螻:
 蟲豌危 覲願鍵
 螳 覿 
  貎朱Μ
螻 
A $15
B $2
C $15
螻 A, +$10
螻 B, +$12
螻 C, +$5
螻 B, -$10
螻 C, +$10
螻 A, -$5
Account A,
+$10
螳
れ螳 覿
れ螳 一危 ろ碁殊
覿 譴
觜讀 語危
れ    螳豺 
覿螻  襦 ろ碁 :
 一危 覲
 ろ碁Μ覦 譟一,  譟一, 譟壱 譟一,
覯 譟一
 貎朱Μ 覿, れ 企ろ 貎朱Μ
22
t1, 21.5 USD
t3, 55 EUR
t5, 35.3 EUR
t0, EUR:USD=1.00
t2, EUR:USD=1.05
t4: EUR:USD=1.10
t1, 21.5 USD
t3, 57.75 USD
t5, 38.83 USD

譯朱
ろ碁Μ覦 一危 危殊
ろ碁Μ覦 一危
危殊語 蟲豢
れ螳  蟆一
 覲 螻
Data in Motion Tour Seoul 2024  - Roadmap Demo
INSERT INTO enriched_reviews
SELECT id,
review,
invoke_openai(prompt,review) as score
FROM product_reviews;
K
N
B
Kate
4螳 
 豕 蟆一伎給.
Nikola
1 
讌 .  危る 譬
.
Brian
3 
襷 譬! 覦 !
K
N
B
Kate
 4 螳 
This was the worst decision ever.
Nikola
 1 
Not bad. Could have been cheaper.
Brian
 3 
Amazing! Game Changer!
襦
"れ review ろ碁ゼ 1螻 5 豌襦
襯 襷り襖譴. 1 覿願 5螳 蠍伎.
襷 覦伎"
一危 ろ碁Μ覦 
燕 AI襦 Flink SQL 覦襦 れ螳 一危 ろ碁 螳
Table鍖ow Vision
(ICEBERG)
ロ
STREAM 讌 譴觜
Parquet朱
覲
ろる 讌
 覲
豢
Data quality
rules
豺危襦蠏語
覃一危 蠍壱
讌
襦
る 覦 螻
企
觜讀る 蠏豺 覦
朱Μ
CDC 蟲豌危
譴覲 蟇
磯
觚襦讀()
企
螳豌

S3
GCS
ABS
ろ碁 + 讌 + 譴觜 螻
碁 豺危襦蠏

覃一危一
讌 ′語
覦襦  螳ロ
Iceberg 企
Con鍖uent Cloud 

 Convert to
parquet
 Schema
evolution
  襷ろ/覲
 CDC
materialization
 豢
 一危 讌/蠏豺
(SR)
 覃一危磯ゼ
豺危襦蠏語
蠍壱
螻
讌
Bronze Silver Gold
Data in Motion Tour Seoul 2024  - Roadmap Demo
PROCESS
GOVERN
STREAM
螳 伎願 襦 牛 一危 ろ碁Μ覦 
貉覯る 一危
伎伎 企伎覃,
一危磯 Kora
Iceberg襦 企.
一危  企
  蟆 
危一れ 讀螳
蟲譟磯ゼ 螻牛.
Con鍖uent Flink 讌
Kafka Iceberg 一危磯ゼ
牛.
Data in Motion Tour Seoul 2024  - Roadmap Demo

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Data in Motion Tour Seoul 2024 - Roadmap Demo

  • 1. Con鍖uent 豕 朱 ろ碁Μ覦 一危 危殊 蟲豢 襦襷 + 磯 譯狩 Team-Lead, Solutions Engineering Con鍖uent
  • 2. 豢 襦襷旧 覲蟆暑 朱襦 蠍一 瑚 蠍磯レ 覲蟆暑 朱, 螳 螻給讌 蟇磯 螻給讌 給. 覲 覲企 蠍磯レ 螻牛蟆る 曙 覃 螻螳 螳ロ 蠍磯レ 蠍磯朱 蟲襷るゼ 蟆一伎 . 讌 豐 蠍讌.
  • 3. 語 覦 襦襷 螳 Kora襯 ろ碁Μ覦 一危 Flink襯 ろ碁 豌襴 + 磯 Stream Governance襯 一危 蟲豢 + 磯 Table鍖ow 觜 + 磯 Q&A
  • 4. る る誤 伎 ... Kora Engine朱 Kafka襯 觜襯願, 所, 觜 朱 襷れ給! 一危 ろ碁Μ覦 Kafka襯 伎 讌 弰朱 讌給. Con鍖uent 一危 ろ碁Μ覦 弰 一危 朱 一危 螳豺襦 伎.
  • 5. Con鍖uent 郁屋 80螳 伎 蟯襴 貉るロ Custom Connectors 一危 覈磯 牛 一危 螻 Schema Registry 99.99% SLA ろ碁 郁屋 襦語 蟯襴 讌 12螳螳 Con鍖uent 企殊危 一危 ろ碁Μ覦 弰 蠏殊, , ク レ 螻螳 Apache Kafka 蠍磯レ 螳螻 ロ覃伎 TCO襯 豕 60%蟾讌 螳. 企ろ 覦 豢 壱殊伎 企ろ Apache Kafka 螳 螳 SLA レ 99.99% KORA ENGINE 企殊磯襯 蟲豢 Apache Kafka速 讌 蠍襦覯 Schema Linking 殊企 ろ語 一危 Con鍖uent CLI Con鍖uent Platform 一危 ろ碁 豌襴 豪 企欧碁ゼ 觜襯 襦觜 Apache Flink速 Con鍖uent Cloud + 螻 郁屋 貉るロ一 螳
  • 6. 譯殊 轟: Con鍖uent 襦襷 譟一 覦 讌ロ 一危 讌 STREAM CONNECT PROCESS GOVERN Con鍖uent Terraform Provider 一危 Cluster Linking 一危 覦 讌 讌 Zookeeper襯 KRaft Controller襦 蟲豌 Con鍖uent Platform Stream Governance Con鍖uent Connect 蟯襴 貉るロ 誤启Μ Con鍖uent Platform Flink + Flink襯 Gen AI レ煙 Flink API 企殊伎誤 豸 譴 誤 一危 覿襯, 豈 覦 襦朱 Vector DB/Vector Search 碁 + + FedRAMP 語 螻螳 Apache Kafka 蠍磯レ 螳螻 ロ覃伎 TCO襯 豕 60%蟾讌 螳. Freight 企ろ TableFlow
  • 8. "Con鍖uent Stream Governance 蟲一 れ螳朱 讌企 一危(Data in Motion) 蠍一 譴豢 蟆所 蟲豢 譴 蟆. Stream Catalog 覦 Stream Lineage 觜 蠍磯レ 牛 螳 譴 一危磯ゼ る 襦 覲企 螳螻 螳 蟆." 一危 ろ碁Μ覦 狩 蟯襴 蟇磯 蟲 Stream Quality Stream Catalog Stream Lineage `
  • 9. 覲願 危エ覲願鍵 蟲豢 1 誤 覲願鍵 ′語 豌 2 3 4 Con鍖uent Cloud 螻螳 一危 語 れ螳 一危 蟆, 覦 蟲豢 給 New
  • 10. "schemaType": "AVRO", "schema": "{ "type": "record", "name":"CustomerRecord", "fields":[{ "name":"customer_ssn", "type":"string"] }]}" "metadata": { "tags": { "**.ssn": [ "PII"] }, "properties": { "owner": "Bob Jones", "email": "bob@acme.com" } } "ruleSet": { "domainRules": [{ "name": "checkSsnLen", "kind": "CONDITION", "type": "CEL", "mode": "WRITE", "expr": "size(message.customer_ssn) == 9", "onFailure": "DLQ" }] } New 一危 螻 蟲譟 Schema 覓願屋 譟郁唄 Data Quality Rules Metadata 蠏, KV New 豈 譴 誤 讌 襷願係伎 蠏豺 New { "schemaType": "...", "schema": "...", "metadata": { "tags": {...}, "properties": {...} }, "ruleSet": { "domainRules": [...] } } Data Quality Rules CP 覦 CC 覦 蟇語 一危 螻 襴 覦 New New
  • 11. 螳ク蟆 覲伎 螻 覩手 一危磯ゼ 3(Con鍖uent ) 襦覿 覲危 覩手 一危一 ′語 蟠 轟 螳語蟆 朱 覿 Infosec/蠏 譴 蟲 蟆 豢譟 Schema Registry Producer Kafka 讌蠍 Kafka 讌蠍 Consumer Kafka 6. 誤 螳 覃讌 9. 誤 螳 覃讌 伎 7. ろる 覦 豈 螳語り鍵 8. 襷 覦 豈 覦 3. ろる 覦 豈 螳語り鍵 4. 襷 覦 豈 覦 KMS 10. 企 1. ろる 覦 豈 2. 襷ろ れ ′語 蟠 覿 5. 誤 企殊伎誤 豸 譴 誤 New
  • 12. ろる 蟾 * UI, CLI API襯 牛 蠏 蠍一ヾ ろる * 螻螳 Con鍖uent 襷ろ れ ′語 蟠 覿 螳 誤 豈 (*) Kafka Serializer襦 螻螳 襷ろ 蟲 覦 1 2 3 { ... { "name": "customerName", "type": "string", "confluent.tags": [ "PII", "OII"] } ] } 企殊伎誤 (AWS ): rule.executors=aws rule.executors.aws.class=io.con鍖uent .kafka.schemaregistry.encryption.aws .AwsFieldEncryptionExecutor Serializer: KafkaAvroSerializer KafkaProtobufSerializer KafkaJsonSchemaSerializer { ... "ruleSet": { "domainRules": [ { "name": "encryptPII", "type": "ENCRYPT", "tags": ["PII"], "params": { "encrypt.kek.name": "mykek" } } ] } } , 企殊伎誤 豸 譴 誤 New
  • 18. Blob ろ襴讌 一危磯伎 一危 危一 一危磯伎 SaaS 讌 螳 讌ъ 覦 一危 危殊 手 螻 螳ロ 一危 豕 襴 企 譴 一危 ろ碁殊 豌襴 ろ 螳レ, 豢る 覦 企 蠏豪
  • 19. 蟯襴 伎 覿 讀 覯襴 SaaS 蠍磯 蟆曙 牛 Flink 襴貅伎 所 螳覦 給. レ レ 螻殊 襦觜 螳 覲旧″ 襦 蟲 襷豢 朱 豢螳 螳ロ. 蠍磯 螻手 襦 蠍覿 襦觜 誤手 襴れ 伎襷 觜 讌覿 蠍 . 讌 誤一 一危 語企 覯 API 誤壱伎るゼ 螳豢 豕 襦 讌 弰 蟲豢. 螳 蟆所骸 磯ジ 豌襴 "Apache Flink Apache Kafka襯 蟷 覃 一危磯ゼ 螻 譴覲 れ伎ろ碁 豌襴襯 狩 給. Flink Kafka襯 蟯襴 觜る 螻牛覃 覲旧″ 誤 蟯襴 ろ碁 豌襴螳 螳ロ覩襦 觜讀るゼ 谿覲 れ螳 ろ碁Μ覦 襴貅伎螻 危殊 蟲豢 讌譴 給." 覈 蠏覈 螻焔レ ろ碁 豌襴 讌
  • 20. C 螳蟆>讌(螳蟆) D 螳蟆<讌(螳蟆) C price>lag(price) B price<lag(price) A 觚 覦 蠍郁 覦 蟇磯 蠍 れ 螳 讌 覦螻 一危 蠏碁9 覦 碁蟆 危 襴貅伎 螳覦: 誤, 觚襷, 語 OVER 讌螻 MATCH_RECOGNIZE襯 襷れ広 企欧 蠍磯 襴貅伎 伎 語 企欧語
  • 21. れ 覲企 讌 一危瑚 襴貅伎 豕 蟆郁骸 螻: 蟲豌危 覲願鍵 螳 覿 貎朱Μ 螻 A $15 B $2 C $15 螻 A, +$10 螻 B, +$12 螻 C, +$5 螻 B, -$10 螻 C, +$10 螻 A, -$5 Account A, +$10 螳 れ螳 覿 れ螳 一危 ろ碁殊 覿 譴 觜讀 語危
  • 22. 螳豺 覿螻 襦 ろ碁 : 一危 覲 ろ碁Μ覦 譟一, 譟一, 譟壱 譟一, 覯 譟一 貎朱Μ 覿, れ 企ろ 貎朱Μ 22 t1, 21.5 USD t3, 55 EUR t5, 35.3 EUR t0, EUR:USD=1.00 t2, EUR:USD=1.05 t4: EUR:USD=1.10 t1, 21.5 USD t3, 57.75 USD t5, 38.83 USD 譯朱 ろ碁Μ覦 一危 危殊 ろ碁Μ覦 一危 危殊語 蟲豢 れ螳 蟆一 覲 螻
  • 24. INSERT INTO enriched_reviews SELECT id, review, invoke_openai(prompt,review) as score FROM product_reviews; K N B Kate 4螳 豕 蟆一伎給. Nikola 1 讌 . 危る 譬 . Brian 3 襷 譬! 覦 ! K N B Kate 4 螳 This was the worst decision ever. Nikola 1 Not bad. Could have been cheaper. Brian 3 Amazing! Game Changer! 襦 "れ review ろ碁ゼ 1螻 5 豌襦 襯 襷り襖譴. 1 覿願 5螳 蠍伎. 襷 覦伎" 一危 ろ碁Μ覦 燕 AI襦 Flink SQL 覦襦 れ螳 一危 ろ碁 螳
  • 26. STREAM 讌 譴觜 Parquet朱 覲 ろる 讌 覲 豢 Data quality rules 豺危襦蠏語 覃一危 蠍壱 讌 襦 る 覦 螻 企 觜讀る 蠏豺 覦 朱Μ CDC 蟲豌危 譴覲 蟇 磯 觚襦讀() 企 螳豌 S3 GCS ABS
  • 27. ろ碁 + 讌 + 譴觜 螻 碁 豺危襦蠏 覃一危一 讌 ′語 覦襦 螳ロ Iceberg 企 Con鍖uent Cloud Convert to parquet Schema evolution 襷ろ/覲 CDC materialization 豢 一危 讌/蠏豺 (SR) 覃一危磯ゼ 豺危襦蠏語 蠍壱 螻 讌 Bronze Silver Gold
  • 29. PROCESS GOVERN STREAM 螳 伎願 襦 牛 一危 ろ碁Μ覦 貉覯る 一危 伎伎 企伎覃, 一危磯 Kora Iceberg襦 企. 一危 企 蟆 危一れ 讀螳 蟲譟磯ゼ 螻牛. Con鍖uent Flink 讌 Kafka Iceberg 一危磯ゼ 牛.