Oracle Cloud Hangout Cafe Premium - Oracle Cloud - Cloud Native 2021

Oracle Cloud Hangout Cafe（おちゃかふぇ）のセッションスライドです。
#ochacafe

(セッションの録画)
https://youtu.be/Yh8upp12Ls8

(イベントページ)
https://ochacafe.connpass.com/event/203362/

Transcript

1. Oracle Cloud - Cloud Native 2021
   Oracle Cloud Native
   Kyotaro Nonaka / Takuya Niita / Shuhei Kawamura
   Oracle Corporation Japan
   March 10th, 2021
   

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2. 2 Copyright © 2021, Oracle and/or its affiliates.
   1. Oracle Cloud Native
   2. Container - by
   3. API/FaaS - by
   4. Messaging - by
   

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3. •
   •
   • EC
   • OCHaCafe 5
   • fitbit
   Copyright © 2021, Oracle and/or its affiliates.
   3
   @non_kyon
   fitbit
   …………………
   …..
   

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4. Copyright © 2021, Oracle and/or its affiliates.
   4
   

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5. • API
   •
   OSS DIY
   •
   •
   •
   •
   •
   Copyright © 2021, Oracle and/or its affiliates.
   5
   

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6. •
   OCI
   • DIY
   End to End
   •
   •
   OSS
   Copyright © 2021, Oracle and/or its affiliates.
   6
   Inclusive
   Managed Open
   

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7. 7
   Monitoring Events
   Streaming
   Observability + Messaging
   API Gateway
   Container
   Engine for
   Kubernetes
   Resource
   Manager
   Cloud
   Infrastructure
   Registry
   Functions
   Notifications
   Application Development + Operations
   Logging
   OCI
   Oracle Functions
   Copyright © 2021, Oracle and/or its affiliates.
   

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8. and more…
   Copyright © 2021, Oracle and/or its affiliates.
   8
   API Gateway
   Container
   Engine for
   Kubernetes
   Cloud
   Infrastructure
   Registry
   Functions Streaming
   

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9. Container編
   Takuya Niita
   Oracle Corporation Japan
   Mar 10, 2021
   Copyright © 2021, Oracle and/or its affiliates.
   9
   Oracle Cloud Hangout Cafe Premium #3 Oracle Cloud – Cloud Native 2021
   

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10. •
    •
    • SIer
    • Oracle
    • Cloud Native
    •
    • OCHaCafe 4
    Copyright © 2021, Oracle and/or its affiliates.
    10
    @takuya_0301
    

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11. Oracle Container Engine for Kubernetes(OKE)
    • 2
    •
    • VCN API Server
    Endpoint Private
    • OCI LB Canal (CNI)
    • Service OCI LoadBalancer
    ( )
    • OCI LB Ingress
    Controller
    • SC/PC/PVC OCI FSS Block Volume
    • OCI IAM OCI Audit
    • OCI Service Broker
    • HPA/VPA/Cluster Autoscaling
    Oracle Cloud Infrastructure Registry(OCIR)
    • Docker Registry HTTP API V2 docker
    •
    • OCI
    •
    Copyright © 2021, Oracle and/or its affiliates.
    11
    

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12. Kubernetes
    Oracle Container Engine for Kubernetes (OKE)
    Copyright © 2021, Oracle and/or its affiliates.
    12
    / /HPC
    Visual Builder Studio CI/CD
    Oracle Cloud Service
    • OCI Registry (OCIR)
    OKE
    Service
    Broker
    Object
    Storage
    Streaming
    Events
    Database
    System
    Container Engine
    For Kubernetes
    Virtual Machine
    Load
    Balancer
    Container Registry
    Container Engine
    For Kubernetes
    

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13. •
    •
    • Kubernetes
    • v1.18.10/v1.17.13/v1.17.9/v1.16.15/v1.16.8
    (2021/3 )
    • Worker Node
    • Private Subnet
    • Public Subnet
    •
    • VM/BM/HPC CPU
    flexible shape
    •
    •
    • 50GB
    • 32TB
    Oracle Container Engine for Kubernetes(OKE)
    Copyright © 2021, Oracle and/or its affiliates.
    13
    

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14. •
    • etcd
    • OCI Vault Key
    • Pod Security Policy(PSP)
    • VCN
    • OKE VCN
    • Load Balancer Subnet
    • Kubernetes (Cluster IP) CIDR
    • Pod IP CIDR
    • Master Node(API Server) Endpoint
    (Private/Public)
    • OS
    •
    Oracle Container Engine for Kubernetes(OKE)
    Copyright © 2021, Oracle and/or its affiliates.
    14
    

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15. OKE
    • Service type: Load Balancer
    OCI LoadBalancer (TCP/HTTP)
    •
    • HTTPS
    • LoadBalancer shape
    • 10Mbps/100Mbps/400Mbps/8000Mbps
    • Flexible Shape(LB )
    • Ingress Controller NGINX Ingress
    Controller for Kubernetes
    • flannel
    • Network Policy Calico
    (Canal )
    Oracle Container Engine for Kubernetes(OKE)
    Copyright © 2021, Oracle and/or its affiliates.
    15
    metadata.annotation
    

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16. Block Volume Persistent Volume
    • OKE build-in CSI(Container
    Storage Interface) ”oci-bv”
    • Persistent Volume
    Claim(PVC)
    • 50GB
    Oracle Container Engine for Kubernetes(OKE)
    Copyright © 2021, Oracle and/or its affiliates.
    16
    FSS Persistent Volume
    • FSS
    • StorageClass(SC)/PesistentVolume(PV)
    • SC mount target
    • PV NFS
    • Persistent Volume Claim(PVC)
    

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17. HPA(Horizontal Pod Autoscaling)
    • HPA
    • HorizontalPodAutoscaler
    •
    •
    CPU
    • Pod
    • Pod
    VPA(Vertical Pod Autoscaling)
    • VPA
    •
    • https://github.com/kubernetes/autoscaler/tr
    ee/master/vertical-pod-autoscaler
    • Resource Request
    Cluster Autoscaling
    • OKE Cluster
    Autoscaling Pod
    •
    Oracle Container Engine for Kubernetes(OKE)
    Copyright © 2021, Oracle and/or its affiliates.
    17
    [opc@oke-client ~]$ kubectl apply -f
    https://github.com/kubernetes-sigs/metrics-
    server/releases/download/vx.x.x/components.yaml
    

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18. OCI
    • Kubernetes RBAC Authorizer OCI IAM
    OCI OKE
    • manifest kubectl OCI
    OCID ID
    • Ex) Pod
    •
    •
    • OKE
    • Role
    • RoleBinding
    • OCI Audit API Server
    Oracle Container Engine for Kubernetes(OKE)
    Copyright © 2021, Oracle and/or its affiliates.
    18
    Role
    RoleBinding
    ID
    ( OCID)
    

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19. OKE Roadmap
    • Kubernetes v1.19
    • OCI Monitoring/OCI Logging
    • OCI IAM Kubernetes RBAC Authorizer
    • OCI IAM RBAC
    • Worker Node
    • Worker Node GPU
    Oracle Container Engine for Kubernetes(OKE)
    Copyright © 2021, Oracle and/or its affiliates.
    19
    

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20. Copyright © 2021, Oracle and/or its affiliates.
    20
    Docker Kubernetes
    Docker v2
    OKE
    Oracle Cloud Service
    • Oracle Container Engine for Kubernetes (OKE)
    Container
    Registry
    OKE
    Container Engine
    For Kubernetes
    Virtual Machine
    Container Registry
    

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21. OCIR
    • Docker Registry HTTP API V2
    • docker
    • docker login
    • docker pull
    • docker push
    • API
    • docker login
    •
    • docker login nrt.ocir.io
    • OCI
    •
    • OCIR
    •
    •
    Oracle Cloud Infrastructure Registry(OCIR)
    Copyright © 2021, Oracle and/or its affiliates.
    21
    

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22. OCIR
    •
    •
    •
    • pull
    •
    •
    •
    •
    •
    • 1
    Oracle Cloud Infrastructure Registry(OCIR)
    Copyright © 2021, Oracle and/or its affiliates.
    22
    

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23. OCIR Roadmap
    • IP
    •
    •
    • push
    Oracle Cloud Infrastructure Registry(OCIR)
    Copyright © 2021, Oracle and/or its affiliates.
    23
    

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24. Oracle Container Engine for Kubernetes(OKE)
    • 2
    •
    • VCN API Endpoint
    Private
    • OCI LB Canal (CNI)
    • Service OCI LoadBalancer
    ( )
    • OCI LB Ingress
    Controller
    • SC/PC/PVC OCI FSS Block Volume
    • OCI IAM OCI Audit
    • OCI Service Broker
    • HPA/VPA/Cluster Autoscaling
    Oracle Cloud Infrastructure Registry(OCIR)
    • Docker Registry HTTP API V2
    docker
    •
    • OCI
    •
    OCI
    Copyright © 2021, Oracle and/or its affiliates.
    24
    

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25. Copyright © 2021, Oracle and/or its affiliates.
    25
    

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26. Oracle Cloud Native
    • https://github.com/oracle-
    quickstart/oci-cloudnative
    • Microservices Architecture on OKE
    • Autonomous Database Object Storage
    1 Click
    • OCI Resource Manager
    Copyright © 2021, Oracle and/or its affiliates.
    26
    

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27. Copyright © 2021, Oracle and/or its affiliates.
    27
    

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28. • Gatling HTTP
    • https://gatling.io/
    • Edge-Router
    •
    • Mushop URL( Load Balancer
    URL)
    •
    • 100 / 1
    OKE HPA(Horizontal Pod Autoscaler)
    Copyright © 2021, Oracle and/or its affiliates.
    28
    

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29. FaaS, API編
    Shuhei Kawamura
    Oracle Corporation Japan
    Mar 10, 2021
    Copyright © 2021, Oracle and/or its affiliates.
    29
    Oracle Cloud Hangout Cafe Premium #3 Oracle Cloud – Cloud Native 2021
    

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30. Copyright © 2021, Oracle and/or its affiliates.
    30
    • (Shuhei, Kawamura)
    •
    •
    • 2020/10/15
    •
    • ( ) ( )
    • Cercle, King Gnu
    • etc.
    • : !!
    @shukawam shukawam shukawam
    

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31. Oracle Functions
    •
    •
    • Logging Function
    • (Notifications Function)
    •
    API Gateway
    •
    •
    • OpenAPI 2.0 & 3.0
    • JWT ( )
    •
    Copyright © 2021, Oracle and/or its affiliates.
    31
    

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32. FaaS(Oracle Functions)
    • Managed
    • FaaS
    •
    • Inclusive
    •
    • Open
    • OSS Fn Project (https://fnproject.io/)
    Docker
    •
    •
    •
    API Gateway
    • Managed
    • API
    •
    • Inclusive
    •
    • Open
    • OpenAPI (2.0 & 3.0)
    Copyright © 2021, Oracle and/or its affiliates.
    32
    

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33. OSS Fn Project
    Docker
    • OCI
    • Events
    • OCI Logging
    • Notification
    • …
    • Function (FDK)
    • Java, Python, Go, Node.js, Ruby
    Copyright © 2021, Oracle and/or its affiliates.
    33
    Oracle Cloud
    Infrastructure
    Oracle Cloud
    Infrastructure
    Events Oracle
    Functions
    API Gateway Streaming
    Mobile Web
    App
    IoT
    PLANNED!!!
    

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34. Copyright © 2021, Oracle and/or its affiliates.
    34
    Oracle Cloud Infrastructure
    Oracle Functions
    Application
    Virtual Cloud Network
    Function
    Definition
    Instance
    IAM User + Policy
    Dynamic Group + Policy
    Oracle Cloud
    Infrastructure
    Registry (OCIR)
    schema_version: 20180708
    name: fn-hello-java
    version: 0.0.1
    runtime: java11
    build_image: fnproject/fn-java-
    fdk-build:jdk11-1.0.118
    run_image: fnproject/fn-java-
    fdk:jre11-1.0.118
    cmd: com.example.fn.HelloFunction
    ::handleRequest
    func.yaml
    Docker, Fn CLI, Runtime etc.
    $ fn deploy --app
    Set functions def.
    Image push
    Image pull
    Instance/Container create
    Invoke Events:
    • Events, Notifications
    • HTTP
    • Fn CLI
    • Oracle Cloud Infrastructure SDK
    

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35. https://speakerdeck.com/oracle4engineer/lets-dive-serverless-world
    Copyright © 2021, Oracle and/or its affiliates.
    35
    

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36. • IAM Policy Builder Functions
    • Function 2 5
    • Function Application
    • UC
    •
    •
    • PAYG
    •
    •
    • Oracle Cloud Infrastructure Logging
    • Logging Function(Service Connector Hub)
    • Notifications Function( )
    Copyright © 2021, Oracle and/or its affiliates.
    36
    

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37. •
    •
    • /
    • (SQL )
    •
    •
    • Functions Object Storage
    etc.
    Copyright © 2021, Oracle and/or its affiliates.
    37
    Logging
    VCN
    Flow Logs
    Application Object Storage
    Auditing
    Oracle Functions
    Streaming
    Object
    Storage
    

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38. • Service Connector Hub(SCH)
    Function
    • Function
    •
    • OCI
    •
    •
    • 3rd party
    •
    • …
    Copyright © 2021, Oracle and/or its affiliates.
    38
    Logging
    Functions
    Oracle Functions
    SCH
    Invoke
    OCI Resources
    {
    "data": {
    "applicationId": “ocid.fnapp.oc1…",
    // ...
    "message": “Logging Test"
    // ...
    }
    // ...
    }
    Functions ( )
    

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39. Monitoring
    Pub/Sub
    Email Delivery, Functions, PagerDuty, Slack,
    HTTPs
    Copyright © 2021, Oracle and/or its affiliates.
    39
    Notifications
    Notifications
    Events
    Monitoring Notifications
    Topic
    Email Delivery
    Oracle Functions
    Service
    Application
    Oracle Cloud Service
    Events, Monitoring, Oracle Functions, API
    Gateway, Email Delivery
    HTTPs
    Endpoint
    

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40. • OCI Notifications Function
    • Service Connector Hub
    • Notifications
    •
    • Service Connector Hub
    •
    •
    • Monitoring VM
    •
    • …
    Copyright © 2021, Oracle and/or its affiliates.
    40
    Notifications
    Notifications
    Topic
    Oracle Functions
    Functions
    ( )
    

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41. • Streaming Triggered Functions
    • Service Connector Hub Streaming Functions
    • Scheduled Functions
    • Functions
    •
    •
    • Cold Start
    …
    Copyright © 2021, Oracle and/or its affiliates.
    41
    

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42. API
    API Gateway (Oracle
    Functions/OKE/ API/ )
    REST API
    •
    •
    • JWT
    • CORS
    • API
    •
    •
    • GUI/JSON Gateway
    •
    • OpenAPI 2.0/3.0
    Copyright © 2021, Oracle and/or its affiliates.
    42
    Internet
    (Public/Private)
    Other Public
    API Services
    Load
    Balancer
    OKE
    Oracle
    Functions
    On-Prem
    API Server
    Dynamic
    Routing
    Gateway
    API Gateway
    Oracle Cloud
    Infrastructure
    Authentication
    

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43. • OpenAPI 2.0 & 3.0
    • TLS
    • Logging
    •
    • JWT ( )
    Copyright © 2021, Oracle and/or its affiliates.
    43
    

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44. • API Gateway OpenAPI (2.0 & 3.0)
    • API
    • API → Gateway
    •
    • OpenAPI API Gateway
    • Path, Method, Status Code
    • (examples)
    • ( etc.)
    Copyright © 2021, Oracle and/or its affiliates.
    44
    openapi: '3.0.2'
    info:
    title: Employee API
    version: '1.0'
    servers:
    - url: https://oci-api-gateway-host
    paths:
    # ...
    /employee:
    get:
    responses:
    '200':
    description: return all employee.
    # ...
    examples:
    OpenAPI
    (JSON/YAML)
    API
    API
    API Gateway API
    

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45. ”Authorizer Functions” ”JWT Validator”
    Authorizer Functions
    • HTTP
    API Gateway
    Oracle Functions
    API
    •
    JWT Validator
    • HTTP Identity Provider
    JWT API Gateway
    API
    •
    Copyright © 2021, Oracle and/or its affiliates.
    45
    Client API Gateway API Deployments
    Oracle Functions
    Client API Gateway API Deployments
    IDCS
    Identity Provider
    

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46. Copyright © 2021, Oracle and/or its affiliates.
    46
    Client Backend
    API Gateway
    Auth Server
    認証
    トークン取得
    トークンの検証 [^1]
    (署名の検証
    & クレームの検証)
    検証失敗：HTTP 4xx
    検証成功: API Request
    API Response API Response
    公開鍵の取得
    JWT Validator
    [^1]: トークンの改ざん検証に使用する公開鍵について
    1. APIの実行時に動的に公開鍵を取得し、使用する
    2. あらかじめ発行されている公開鍵(静的キー)を使用する
    リクエストヘッダ／クエリパラメータにトークンを含めてリクエスト
    

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47. OpenID Connect
    1. IDCS (ID Token, Access Token)
    2.
    API
    3. API Gateway Access Token
    • JWT
    • (API
    )
    •
    •
    4. Access Token scope API Gateway
    scope
    API
    5. …
    Copyright © 2021, Oracle and/or its affiliates.
    47
    IDCS
    Client
    API Gateway
    IDCS
    1. OpenID
    Connect
    2. API Request
    3. &
    ID Token
    Access Token
    user
    scope
    list,
    create,
    update,
    delete
    4. scope
    Oracle Functions(A)
    Oracle Functions(B)
    VSCode
    (REST Client)
    Access Token
    scope: list
    scope: dummyScope
    

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48. •
    •
    •
    •
    …
    Copyright © 2021, Oracle and/or its affiliates.
    48
    

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49. Oracle Functions
    • IAM Policy Builder
    Functions
    • Function 2 5
    • Function Application
    • Oracle Cloud Infrastructure Logging
    • Logging Function
    (Service Connector Hub)
    • Notifications Triggered Function
    API Gateway
    • OpenAPI 2.0 & 3.0
    • TLS
    • Logging
    •
    • JWT
    Copyright © 2021, Oracle and/or its affiliates.
    49
    

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50. Copyright © 2021, Oracle and/or its affiliates.
    50
    Oracle Cloud Hangout Cafe Premium #3 Oracle Cloud – Cloud Native 2021
    

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51. Oracle Cloud Infrastructure Streaming Service (Streaming)
    • Streaming
    • Streaming
    • Producer Consumer/Consumer Group
    • Streaming
    •
    •
    Copyright © 2021, Oracle and/or its affiliates.
    51
    

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52. Web/Mobile IoT
    Streaming
    Pub/Sub
    Streaming API SDK
    • Kafka API
    Copyright © 2021, Oracle and/or its affiliates.
    52
    IoT Mobile/Web
    Activities
    App
    Kafka
    Client
    Events API Gateway
    Database
    System
    Object
    Storage
    Functions
    Streaming
    Oracle Cloud Service
    • Events ( )
    • Oracle Functions ( )
    • API Gateway
    

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53. Streaming
    • Stream : Partition Message
    • Stream Pool : Stream
    •
    • Message : Base64 (Key Value )
    •
    • Key : Message Key Message Partition
    53
    0 1 2 3 4 5
    Partition0
    0 1 2 3 4
    Partition1
    0 1 2 3 4 5 6
    Partition2
    Stream
    Message
    (Key Partition )
    Stream Pool
    Copyright © 2021, Oracle and/or its affiliates.
    

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54. Streaming
    • Offset : Partition Message
    •
    •
    • Cursor : SDK Stream Massage
    •
    •
    • Partition : Stream Message
    •
    •
    54
    0 1 2 4 5 7
    Partition
    Stream
    Offset
    Cursor
    Copyright © 2021, Oracle and/or its affiliates.
    

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55. • Stream ※
    • Stream Pool
    •
    •
    • Message
    • Partition (= )
    •
    •
    Copyright © 2021, Oracle and/or its affiliates.
    55
    

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56. Producer : Message (Publish)
    • Key Message Partition
    •
    • Key Partition Key (first-in/first-out)
    Consumer : Message (Subscribe)
    • Message Message
    •
    • Message Offset
    56
    0 1 2
    0 1
    0
    Stream
    Producer 1
    PutMessage API GetMessage API
    Producer 2
    Producer 3
    Consumer 1
    Consumer 2
    Consumer 3
    Partition0
    Partition1
    Partition2
    Key0
    Value
    Key2
    Value
    Key1
    Value
    Key2
    Value
    Key0
    Value
    Copyright © 2021, Oracle and/or its affiliates.
    

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57. Stream API (Produce)
    • Stream OCI API
    Message (Consume) Cursor
    • Offset Cursor Partition
    • Cursor Partition Message
    • Cursor Message NextCursor
    Produce/Consume
    • Kafka API
    • Kafka Connect
    57 Copyright © 2021, Oracle and/or its affiliates.
    

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58. OCI SDK Streaming
    API
    • Streaming
    Kafka API
    • Kafka
    •
    Kafka Connect
    •
    Messaging
    Service Connector Hub
    • OCI
    • Streaming
    Copyright © 2021, Oracle and/or its affiliates.
    58
    OCI SDK
    Kafka
    Connect
    Service
    Connector
    Hub
    Kafka
    API
    

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59. • InstancePrincipals (https://docs.oracle.com/en-
    us/iaas/Content/Identity/Tasks/callingservicesfrominstances.htm)
    • StreamClient Endpoint Region
    Copyright © 2021, Oracle and/or its affiliates.
    59
    

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60. • key(partition
    ) value(
    )
    • Stream OCID streamId
    request
    Copyright © 2021, Oracle and/or its affiliates.
    60
    

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61. • Consume
    Cursor
    • Type(https://docs.oracle.c
    om/en-
    us/iaas/Content/Streami
    ng/Tasks/using_a_single
    _consumer.htm#usingcur
    sors), partition, streamId
    Copyright © 2021, Oracle and/or its affiliates.
    61
    

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62. • Consume
    Cursor
    • Type(https://docs.oracle.c
    om/en-
    us/iaas/Content/Streami
    ng/Tasks/using_a_single
    _consumer.htm#usingcur
    sors), partition, streamId
    Copyright © 2021, Oracle and/or its affiliates.
    62
    

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63. • Cursor streamId Consume
    • Response Message NextCursor
    Copyright © 2021, Oracle and/or its affiliates.
    63
    

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64. •
    • Kafka Connect
    • OCI API(Streaming API) Kafka API
    • API
    Copyright © 2021, Oracle and/or its affiliates.
    64
    Kafka Connect
    Producer
    Kafka Connect
    Consumer
    Streaming
    Streaming API
    Kafka API
    

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65. Copyright © 2021, Oracle and/or its affiliates.
    65
    

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66. Copyright © 2021, Oracle and/or its affiliates.
    66
    Stream pool Kafka API
    Kafka
    

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67. Copyright © 2021, Oracle and/or its affiliates.
    67
    

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68. Copyright © 2021, Oracle and/or its affiliates.
    68
    

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69. Oracle Kafka Connector
    • Oracle Cloud Infrastructure Object Storage
    (S3 API )
    •
    •
    • Oracle Integration Cloud
    • Oracle Database (Kafka Connect JDBC )
    • Oracle GoldenGate
    Copyright © 2021, Oracle and/or its affiliates.
    69
    Kafka Connect
    

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70. Oracle Cloud
    Infrastructure
    •
    •
    •
    Copyright © 2021, Oracle and/or its affiliates.
    https://blogs.oracle.com/cloud-infrastructure/oracle-cloud-infrastructure-service-connector-hub-now-generally-available
    70
    

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71. DB Streaming
    Functions
    • DB
    •
    OCR +
    • Functions ( 5 )
    •
    Copyright © 2021, Oracle and/or its affiliates.
    71
    Service
    Connector Hub
    Functions
    Streaming
    Autonomous
    Database
    Database
    System
    Service
    Connector Hub
    Functions
    Streaming
    GPU
    HPC
    Data Flow
    (Spark)
    

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72. Flexible Streaming:
    • Re-Partitioning – Partition /
    • Fatter Partitions – Partition /
    • Autoscaling – Partition Vertical/Horizontal
    • Unlimited Data Retention
    Integrations:
    • Native integration with Oracle Autonomous database
    • Native integration with OCI DataFlow (Serverless Spark)
    • Integration with OCI Data Catalog (Schema registry)
    Copyright © 2021, Oracle and/or its affiliates.
    72
    

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73. Copyright © 2021, Oracle and/or its affiliates.
    73
    

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74. OCI SDK Kafka API
    • Message Produce OCI SDK Streaming API publish
    • Partition 0 OCI SDK Streaming API consume
    • Partition 1~3 Kafka API consume
    Copyright © 2021, Oracle and/or its affiliates.
    74
    Producer
    Consumer
    Streaming
    Streaming API
    Kafka API
    Kafka
    Consumer
    partition0
    partition1
    partition2
    partition3
    partition1
    partition2
    

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75. 75 Copyright © 2021, Oracle and/or its affiliates.
    

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76. View Slide

77. Our mission is to help people see
    data in new ways, discover insights,
    unlock endless possibilities.
    

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