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Elastic Cloud on Azure のご紹介と
ASP.NET Core アプリの APM とか
ロギングとか
Date: November 20, 2020
鈴⽊ 章太郎
Elastic テクニカルプロダクトマーケティングマネージャー/エバンジェリスト
内閣官房 IT 総合戦略室 政府 CIO 補佐官
Elastic
Technical Product Marketing
Manager/Evangelist
内閣官房 IT 総合戦略室
政府 CIO 補佐官
元 Microsoft Technical Evangelist
Twitter : @shosuz
Shotaro Suzuki
(MS K-ON Club 創設者の⼀⼈)
Elastic is a search company.
Scale RelevanceSpeed
40以上の国に従業員がいます。
ニューヨーク証券取引所に上場して
います。
1 Stack, 3 Solutions, Deploy Anywhere
Elastic スタックで実現
Kibana
Elasticsearch
Beats Logstash
Elastic エンタープライズサーチ Elastic セキュリティElastic オブザーバビリティ
3 つのソリューション
SaaS
(AWS/Azure/GCP)
IaaS
(クラウド & オンプレ)
Elastic Cloud
on Kubernetes
Elastic Cloud Elastic Cloud
Enterprise
豊富なデプロイ選択肢
Kubernetes
(クラウド & オンプレ)
Elastic Cloud on Azure デプロイ https://www.elastic.co/jp/
Elastic Cloud on Azure デプロイ https://cloud.elastic.co/
Elastic Cloud on Azure デプロイ https://portal.azure.com
Kibana 起動時の認証情報をダウンロード (.csv)
Elastic Cloud on Azure デプロイ https://www.elastic.co/jp/
Elastic Cloud Deployment https://www.elastic.co/jp/
APM
Application Performance Monitoring (APM)
• ログ、APM、インフラメトリックは監視の3⼤要素
• 3つの領域には重なり合う部分もあり、相互に関連付
ける際に役⽴つ
• ログは、エラーが⽣じた痕跡を⽰すが、エラーの理由ま
では⽰さない
• メトリックはサーバー上で CPU 使⽤量にスパイクが
あったことを⽰すかもしれないが、何が原因だったかは
⽰さない
• ただし、うまく組み合わせて活⽤すれば、はるかに広い
範囲の問題を解決できる可能性がある
ログと APM とで得られる情報を⽐較
264.242.88.10 - - [22/Jan/2018:16:38:53 -0800]
"POST /checkout/addresses/ HTTP/1.1" 500 5253
⼀定の時間に数回起きているということ、
⼀⽇中発⽣していることがわかる
ログで⾒ても、ログファイルの1つに対応す
るスタックの痕跡が⾒つかるはず
しかし APM のようにそのコンテクストや
メタデータまで⾒つかる可能性は⾼くない
APM が捉えた内容︓最終発⽣⽇時、
発⽣頻度、アプリケーションで処理
されたか否か、という情報が表⽰
たとえば NumberParseException を
使って例外処理の詳細を⾒ると、エ
ラーが発⽣した回数の分布がウイン
ドウで視覚的に表⽰される
⾚い部分はこの例外処理を実施した
コード⾏
APM が提供するメタデータが問題の正
確な内容
プログラマーでない⼈間が⾒ても問題
が正確に理解でき、チケットをオープ
ンのために必要⼗分な情報がある
Elastic Application Performance Monitoring
• マルチページアプリ、シングルページアプリの双⽅で有効
• Node.js、Python、Ruby、.NET、 Java、Go
Real User Monitoring(JavaScript)をサポート
• 対応⾔語のさらなる追加も予定
• Elasticがサポートする⾔語はこちら
• Jaeger や OpenTelemetry 等各種のオープンスタンダードもサポート
• エージェントインストール済みのアプリから Elastic APM へ驚くほど簡単にデータ
を送れる
• 必要なモジュールが⾒つからなくても、独⾃に開発することも、オープンソース
コミュニティの成果物を活⽤することも可能
Elastic APM の概要
Machine Learning
APM から ML とのワンクリック統合
• APM から応答時間ベースの ML
ジョブを作成する機能
‒ 異常を計算するためのプロファイル
応答時間
‒ シーズナリティを考慮
‒ 教師なし学習によるダイナミックな
異常検知
Elastic APM for .NET
https://github.com/elastic/apm-agent-dotnet
• APM シークレットトークン設定 :
<apm_token>
• APMサーバー URL 設定 :
<apm_server_url>
• NuGet パッケージ導⼊
ASP.NET Core 対応
Elastic.Apm.NetCoreAll
• エージェントを構成
ASP.NETCore アプリで
UseElasticApm()を呼び出し
appsettings.
json
public class
Startup
https://github.com/elastic/apm-agent-dotnet
(参考)Elastic APM for Python
コードの変更は不要
- Python
2.7, 3.5, 3.6, 3.7, 3.8, 3.9
- Frameworks
Django, Flask, Aiohttp server,
Tornado, Starlette/FastAPI
Modules
Elasticsearch, SQLite, MySQL
db, mysql-connector,
Cassandra, etc …
より多くのモジュール登場予定!
11月のWebinar (隔週)
11⽉11⽇(⽔)| 12:00~13:00
https://www.elastic.co/jp/webinars/instrument-and-monitor-a-python-application-using-apm
既に録画公開済み!
Demo
セマンティック ログ (構造化ログ) のロギング
ASP.NET Core から Elastic へのイベントログ記録
Kibana によるインデックスパターン作成とデータの表⽰
詳しくは…
アプリケーション開発 オンデマンド ウェビナー特集
https://www.microsoft.com/ja-jp/events/top/apps-innovation-webinars.aspx
あと1つ追加予定︕
VS Code Conference Japan 11.21
https://vscode.connpass.com/event/184441
www.elastic.co
Thank You for your attention!

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Azure kobebase lt-20201120

  • 1. Elastic Cloud on Azure のご紹介と ASP.NET Core アプリの APM とか ロギングとか Date: November 20, 2020 鈴⽊ 章太郎 Elastic テクニカルプロダクトマーケティングマネージャー/エバンジェリスト 内閣官房 IT 総合戦略室 政府 CIO 補佐官
  • 2. Elastic Technical Product Marketing Manager/Evangelist 内閣官房 IT 総合戦略室 政府 CIO 補佐官 元 Microsoft Technical Evangelist Twitter : @shosuz Shotaro Suzuki (MS K-ON Club 創設者の⼀⼈)
  • 3. Elastic is a search company. Scale RelevanceSpeed
  • 5. 1 Stack, 3 Solutions, Deploy Anywhere Elastic スタックで実現 Kibana Elasticsearch Beats Logstash Elastic エンタープライズサーチ Elastic セキュリティElastic オブザーバビリティ 3 つのソリューション SaaS (AWS/Azure/GCP) IaaS (クラウド & オンプレ) Elastic Cloud on Kubernetes Elastic Cloud Elastic Cloud Enterprise 豊富なデプロイ選択肢 Kubernetes (クラウド & オンプレ)
  • 6. Elastic Cloud on Azure デプロイ https://www.elastic.co/jp/
  • 7. Elastic Cloud on Azure デプロイ https://cloud.elastic.co/
  • 8. Elastic Cloud on Azure デプロイ https://portal.azure.com
  • 10. Elastic Cloud on Azure デプロイ https://www.elastic.co/jp/
  • 11. Elastic Cloud Deployment https://www.elastic.co/jp/
  • 12. APM
  • 13. Application Performance Monitoring (APM) • ログ、APM、インフラメトリックは監視の3⼤要素 • 3つの領域には重なり合う部分もあり、相互に関連付 ける際に役⽴つ • ログは、エラーが⽣じた痕跡を⽰すが、エラーの理由ま では⽰さない • メトリックはサーバー上で CPU 使⽤量にスパイクが あったことを⽰すかもしれないが、何が原因だったかは ⽰さない • ただし、うまく組み合わせて活⽤すれば、はるかに広い 範囲の問題を解決できる可能性がある
  • 14. ログと APM とで得られる情報を⽐較 264.242.88.10 - - [22/Jan/2018:16:38:53 -0800] "POST /checkout/addresses/ HTTP/1.1" 500 5253 ⼀定の時間に数回起きているということ、 ⼀⽇中発⽣していることがわかる ログで⾒ても、ログファイルの1つに対応す るスタックの痕跡が⾒つかるはず しかし APM のようにそのコンテクストや メタデータまで⾒つかる可能性は⾼くない APM が捉えた内容︓最終発⽣⽇時、 発⽣頻度、アプリケーションで処理 されたか否か、という情報が表⽰ たとえば NumberParseException を 使って例外処理の詳細を⾒ると、エ ラーが発⽣した回数の分布がウイン ドウで視覚的に表⽰される ⾚い部分はこの例外処理を実施した コード⾏ APM が提供するメタデータが問題の正 確な内容 プログラマーでない⼈間が⾒ても問題 が正確に理解でき、チケットをオープ ンのために必要⼗分な情報がある
  • 15. Elastic Application Performance Monitoring • マルチページアプリ、シングルページアプリの双⽅で有効 • Node.js、Python、Ruby、.NET、 Java、Go Real User Monitoring(JavaScript)をサポート • 対応⾔語のさらなる追加も予定 • Elasticがサポートする⾔語はこちら • Jaeger や OpenTelemetry 等各種のオープンスタンダードもサポート • エージェントインストール済みのアプリから Elastic APM へ驚くほど簡単にデータ を送れる • 必要なモジュールが⾒つからなくても、独⾃に開発することも、オープンソース コミュニティの成果物を活⽤することも可能
  • 17. Machine Learning APM から ML とのワンクリック統合 • APM から応答時間ベースの ML ジョブを作成する機能 ‒ 異常を計算するためのプロファイル 応答時間 ‒ シーズナリティを考慮 ‒ 教師なし学習によるダイナミックな 異常検知
  • 18. Elastic APM for .NET https://github.com/elastic/apm-agent-dotnet • APM シークレットトークン設定 : <apm_token> • APMサーバー URL 設定 : <apm_server_url> • NuGet パッケージ導⼊ ASP.NET Core 対応 Elastic.Apm.NetCoreAll • エージェントを構成 ASP.NETCore アプリで UseElasticApm()を呼び出し appsettings. json public class Startup https://github.com/elastic/apm-agent-dotnet
  • 19. (参考)Elastic APM for Python コードの変更は不要 - Python 2.7, 3.5, 3.6, 3.7, 3.8, 3.9 - Frameworks Django, Flask, Aiohttp server, Tornado, Starlette/FastAPI Modules Elasticsearch, SQLite, MySQL db, mysql-connector, Cassandra, etc … より多くのモジュール登場予定!
  • 21. Demo セマンティック ログ (構造化ログ) のロギング ASP.NET Core から Elastic へのイベントログ記録 Kibana によるインデックスパターン作成とデータの表⽰
  • 24. VS Code Conference Japan 11.21 https://vscode.connpass.com/event/184441
  • 25. www.elastic.co Thank You for your attention!