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NoSQLの拡大理由
次世代のデータ処理はビックデータ、非構造データが主流です。従来のRDBでは扱いにくいデータ処理を担うからこそ“ポストRDB”なのです。
近年、生成されるデータの80%以上がスキーマレスデータ
スキーマ定義が必須であるRDBMSでは、階層構造の追加・変更が頻繁に発生するようなスキーマレスデータの格納や取り扱いが難しい。
NoSQLの拡大理由は主に2つです。
1.非構造化データの急拡大
2.ビッグデータの急拡大
スキーマ
レス
データ
スキーマ
のあるデ
ータ
オフィス文書 システムログ
顧客対応履歴
(テキスト・音声)
健康・医療気象・環境他社所有データ販売実績
動画ソーシャルメディア地図・位置
外部
センサー情報
営業・CRM・経営経理・財務・人事 金融取引行政各種統計
自社内
センサー情報
社内 社外
NoSQL
RDBMS
1,000+ 従業員
ワールドワイド
MongoDB, Incに関して
本社:⽶国ニューヨーク
2017年10⽉ NASDAQ上場
5,000+ 顧客
85+ グローバル
19+ 拠点
ワールドワイド
3億ドル+ 投資
潤沢な現⾦
急成⻑中
30,000,000+ ダウンロードの回数
850,000+ オンライン教育の登録者数
100,000+ MongoDB Cloud Manager のユーザ数
55,000+ ユーザグループのメンバ数
1,000+ 各種パートナ数
5,000+ 商⽤版の顧客数
拡張しているMongoDB エコシステム
様々な業界、様々な⽤途
The Forrester Wave™:
Document Stores, Q3 2016
The Forrester Wave™:
Big Data NoSQL, Q3 2016​
The Forrester Wave™ is copyrighted by Forrester Research, Inc. Forrester and Forrester Wave are trademarks of Forrester Research, Inc. The Forrester Wave is a graphical representation of Forrester's call on a
market and is plotted using a detailed spreadsheet with exposed scores, weightings, and comments. Forrester does not endorse any vendor, product, or service depicted in the Forrester Wave. Information is based
on best available resources. Opinions reflect judgment at the time and are subject to change.
「ビッグデータ」「ドキュメントストア」のNoSQLで、
MongoDBは、トップポジション
ドキュメント型データベースのランキングでは断然1位!
MongoDBが選ばれる理由
・JSON形式のデータをそのまま格納・加⼯
スキーマレスデーターの対応が簡単
• 開発⽣産性の劇的な向上
競争優位性に優れた機能群
・どこでも利⽤可能
ラップトップ、データセンタ、プライベート
クラウド、パブリッククラウド...
・利⽤実績に裏付けられる優位性の証明
様々な業界での顧客事例
MongoDB Atlas
Overview
Table of
Contents
What is MongoDB Atlas
Under the Hood
Migrating to MongoDB Atlas
Does MongoDB Atlas Fit Your Business?
Pricing
What is MongoDB Atlas
Customers have two choices: Self-managed or DBaaS
Cloud Migration
or Cloud First
Self-Managed
Aka “Lift and Shift”
Database as
a service
Slow and complicated
No elasticity
Highly manual
Reduces ROI and agility
Self-service
Fully elastic
Consumption based
Reduces TCO and accelerates
time to value
Fork in
the road
Hidden Operational Costs
Complicated Operational Process
Provision servers1
Configure high availability2
Configure security3
Configure test backup4
Install and configure monitoring and alerting5
Ongoing upgrades and maintenance6
The HIDDEN COST of resources
Provision servers1
Configure high availability2
Configure security3
Configure test backup4
Install and configure monitoring and alerting5
Ongoing upgrades and maintenance6
People Costs
DBAs
~ $150,000
SysAdmin
~ $100,000
IT Security
~ $130,000
Developers
~ $250,000
Time spent on operations with different deployment models
On-premises Self-managed in the cloud Database as a service
Operational and resource costs
On-premises Self-managed in the cloud Database as a service
High upfront costs on
infrastructure
High resource costs for
installation and ongoing
maintenance
Millions in operational and
resource costs
Low upfront costs for
infrastructure
High resource costs for
installation and ongoing
maintenance
Significant resource costs as
operational overhead is simply
transferred to the cloud
Low upfront costs for
infrastructure and low
operational overhead
Self-service, elastic, and
consumption-based service
reduces TCO and accelerates
time to value.
MongoDB Atlas: Database as a Service
Self-service and elastic
• Deploy in minutes
• Scale up/down without downtime
• Automated upgrades
Global and highly available
• 56 Regions worldwide
• Replica sets optimized for availability
• Global clusters for read/write
everywhere deployments
Secure by default
• Network isolation and Peering
• Encryption in flight and at rest with
key management
• Role-based access control; auditing
• SOC 2 / Privacy Shield / HIPAA
Comprehensive Monitoring
• Performance Advisor
• Dashboards w/ 100+ metrics
• Real Time Performance
• Customizable alerting
Managed Backup
• Point in Time Restore
• Queryable backups
• Consistent snapshots
Cloud Agnostic
• AWS, Azure, and GCP
• Easy migrations
• Consistent experience
MongoDB Atlas: Self-service and elastic
Self-service and elastic
• Deploy in minutes
• Scale up/down without downtime
• Automated upgrades
Global and highly available
• 56 Regions worldwide
• Replica sets optimized for availability
• Global clusters for read/write
everywhere deployments
Secure by default
• Network isolation and Peering
• Encryption in flight and at rest with
key management
• Role-based access control; auditing
• SOC 2 / Privacy Shield / HIPAA
Comprehensive Monitoring
• Performance Advisor
• Dashboards w/ 100+ metrics
• Real Time Performance
• Customizable alerting
Managed Backup
• Point in Time Restore
• Queryable backups
• Consistent snapshots
Cloud Agnostic
• AWS, Azure, and GCP
• Easy migrations
• Consistent experience
MongoDB Atlas: Global and highly available
Self-service and elastic
• Deploy in minutes
• Scale up/down without downtime
• Automated upgrades
Global and highly available
• 56 Regions worldwide
• Replica sets optimized for availability
• Global clusters for read/write
everywhere deployments
Secure by default
• Network isolation and Peering
• Encryption in flight and at rest with
key management
• Role-based access control; auditing
• SOC 2 / Privacy Shield / HIPAA
Comprehensive Monitoring
• Performance Advisor
• Dashboards w/ 100+ metrics
• Real Time Performance
• Customizable alerting
Managed Backup
• Point in Time Restore
• Queryable backups
• Consistent snapshots
Cloud Agnostic
• AWS, Azure, and GCP
• Easy migrations
• Consistent experience
MongoDB Atlas: Secure by default
Self-service and elastic
• Deploy in minutes
• Scale up/down without downtime
• Automated upgrades
Global and highly available
• 56 Regions worldwide
• Replica sets optimized for availability
• Global clusters for read/write
everywhere deployments
Secure by default
• Network isolation and Peering
• Encryption in flight and at rest with
key management
• Role-based access control; auditing
• SOC 2 / Privacy Shield / HIPAA
Comprehensive Monitoring
• Performance Advisor
• Dashboards w/ 100+ metrics
• Real Time Performance
• Customizable alerting
Managed Backup
• Point in Time Restore
• Queryable backups
• Consistent snapshots
Cloud Agnostic
• AWS, Azure, and GCP
• Easy migrations
• Consistent experience
MongoDB Atlas: Comprehensive monitoring
Self-service and elastic
• Deploy in minutes
• Scale up/down without downtime
• Automated upgrades
Global and highly available
• 56 Regions worldwide
• Replica sets optimized for availability
• Global clusters for read/write
everywhere deployments
Secure by default
• Network isolation and Peering
• Encryption in flight and at rest with
key management
• Role-based access control; auditing
• SOC 2 / Privacy Shield / HIPAA
Comprehensive Monitoring
• Performance Advisor
• Dashboards w/ 100+ metrics
• Real Time Performance
• Customizable alerting
Managed Backup
• Point in Time Restore
• Queryable backups
• Consistent snapshots
Cloud Agnostic
• AWS, Azure, and GCP
• Easy migrations
• Consistent experience
MongoDB Atlas: Managed backup
Self-service and elastic
• Deploy in minutes
• Scale up/down without downtime
• Automated upgrades
Global and highly available
• 56 Regions worldwide
• Replica sets optimized for availability
• Global clusters for read/write
everywhere deployments
Secure by default
• Network isolation and Peering
• Encryption in flight and at rest with
key management
• Role-based access control; auditing
• SOC 2 / Privacy Shield / HIPAA
Comprehensive Monitoring
• Performance Advisor
• Dashboards w/ 100+ metrics
• Real Time Performance
• Customizable alerting
Managed Backup
• Point in Time Restore
• Queryable backups
• Consistent snapshots
Cloud Agnostic
• AWS, Azure, and GCP
• Easy migrations
• Consistent experience
MongoDB Atlas: Cloud agnostic
Self-service and elastic
• Deploy in minutes
• Scale up/down without downtime
• Automated upgrades
Global and highly available
• 56 Regions worldwide
• Replica sets optimized for availability
• Global clusters for read/write
everywhere deployments
Secure by default
• Network isolation and Peering
• Encryption in flight and at rest with
key management
• Role-based access control; auditing
• SOC 2 / Privacy Shield / HIPAA
Comprehensive Monitoring
• Performance Advisor
• Dashboards w/ 100+ metrics
• Real Time Performance
• Customizable alerting
Managed Backup
• Point in Time Restore
• Queryable backups
• Consistent snapshots
Cloud Agnostic
• AWS, Azure, and GCP
• Easy migrations
• Consistent experience
MongoDB Atlas: Under the Hood
Cloud Portability
MongoDB as a service on AWS
MongoDB Atlas is currently available in 15 AWS regions.
• us-east-1 (N. Virginia)
• us-east-2 (Ohio)
• us-west-2 (Oregon)
• us-west-1 (N. California)
• ca-central-1 (Canada)
• sa-east-1 (São Paulo)
Americas
• ap-southeast-1 (Singapore)
• ap-southeast-2 (Sydney)
• ap-northeast-1 (Tokyo)
• ap-northeast-2 (Seoul)
• ap-south-1 (Mumbai)
Asia
• eu-west-1 (Dublin)
• eu-west-2 (London)
• eu-west-3 (Paris)
• eu-central-1 (Frankfurt)
Europe
MongoDB as a service on Azure
MongoDB Atlas is currently available in 26 Azure regions.
• Central US (Iowa)
• East US (Virginia)
• East US 2 (Virginia)
• North Central US (Illinois)
• South Central US (Texas)
• West US (California)
• West US 2
• Canada Central (Toronto)
• Canada East (Quebec City)
• Brazil South (São Paulo)
Americas
• East Asia (Hong Kong)
• Japan East (Tokyo)
• Japan West (Osaka)
• Korea Central (Seoul)
• Korea South (Busan)
• Southeast Asia (Singapore)
• Australia East (New South Wales)
• Australia Southeast (Victoria)
• Central India (Pune)
• South India (Chennai)
• West India (Mumbai)
Asia
• UK South (London)
• UK West (Cardiff)
• North Europe (Ireland)
• West Europe (Netherlands)
• France Central (Paris
Europe
MongoDB as a service on GCP
MongoDB Atlas is currently available in 15 GCP regions
• us-central1 (Iowa)
• us-east1 (South Carolina)
• us-west1 (Oregon)
• us-east4 (N Virginia)
• northamerica-northeast1 (Montreal)
• southamerica-east1 (São Paulo)
Americas
• asia-east1 (Taiwan)
• asia-south1 (Mumbai)
• asia-northeast1 (Tokyo)
• asia-southeast1 (Singapore)
• australia-southeast1 (Sydney)
Asia
• europe-west1 (Belgium)
• europe-west2 (London)
• europe-west3 (Frankfurt)
• europe-west4 (Eemshaven)
Europe
Highly available by default
• A minimum of three data nodes per replica set/shard are
automatically deployed across zones for high availability
• If your primary node does go down for any reason, the self
healing recovery process in MongoDB Atlas will typically occur
in under 2 seconds
Application
Driver
Primary
Secondary
Secondary
Replication
Fine-grained monitoring and alerts
● Monitoring and alerts provide full metrics on the
state of your cluster’s database and server
usage
● Automatic notifications when your database
operations or server usage reach defined
thresholds that affect your cluster's performance
● Combining our automated alerting with the
flexible scale-up-and-out options in MongoDB
Atlas, we can keep your database-supported
applications always performing as well as they
should
Real-time performance panel
The real-time performance panel provides
unparalleled insight into your database by allowing
you to see what’s happening in your cluster live and
diagnose issues quickly.
It displays:
• Operations
• Read/Writes
• Network In/Out
• Memory
• Hottest Collections
• Slowest Operations
What you control
MongoDB Atlas will take care of most of your database operations, but there are some things that you control:
● Schema design
● Query and index optimization
● Server size selection – you select the appropriate size of server, coupled with disk IOPs and storage capacity
● Capacity planning - you determine when you need additional capacity, typically using the monitoring telemetry provided by MongoDB
Atlas, but you can make these changes with no downtime
● Initiating database restores
Thanks to MongoDB Atlas’ flexibility, you can of course change your mind on the server speed, storage capacity, size of replica set/shards,
etc.
We encourage you to engage with MongoDB Consulting for any assistance with deploying or running MongoDB.
お問い合わせ:ありのぶ keizo.arinobu.var@mongodb.com

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MongoDB webiner01

  • 1.
  • 2. NoSQLの拡大理由 次世代のデータ処理はビックデータ、非構造データが主流です。従来のRDBでは扱いにくいデータ処理を担うからこそ“ポストRDB”なのです。 近年、生成されるデータの80%以上がスキーマレスデータ スキーマ定義が必須であるRDBMSでは、階層構造の追加・変更が頻繁に発生するようなスキーマレスデータの格納や取り扱いが難しい。 NoSQLの拡大理由は主に2つです。 1.非構造化データの急拡大 2.ビッグデータの急拡大 スキーマ レス データ スキーマ のあるデ ータ オフィス文書 システムログ 顧客対応履歴 (テキスト・音声) 健康・医療気象・環境他社所有データ販売実績 動画ソーシャルメディア地図・位置 外部 センサー情報 営業・CRM・経営経理・財務・人事 金融取引行政各種統計 自社内 センサー情報 社内 社外 NoSQL RDBMS
  • 3. 1,000+ 従業員 ワールドワイド MongoDB, Incに関して 本社:⽶国ニューヨーク 2017年10⽉ NASDAQ上場 5,000+ 顧客 85+ グローバル 19+ 拠点 ワールドワイド 3億ドル+ 投資 潤沢な現⾦ 急成⻑中
  • 4. 30,000,000+ ダウンロードの回数 850,000+ オンライン教育の登録者数 100,000+ MongoDB Cloud Manager のユーザ数 55,000+ ユーザグループのメンバ数 1,000+ 各種パートナ数 5,000+ 商⽤版の顧客数 拡張しているMongoDB エコシステム
  • 6. The Forrester Wave™: Document Stores, Q3 2016 The Forrester Wave™: Big Data NoSQL, Q3 2016​ The Forrester Wave™ is copyrighted by Forrester Research, Inc. Forrester and Forrester Wave are trademarks of Forrester Research, Inc. The Forrester Wave is a graphical representation of Forrester's call on a market and is plotted using a detailed spreadsheet with exposed scores, weightings, and comments. Forrester does not endorse any vendor, product, or service depicted in the Forrester Wave. Information is based on best available resources. Opinions reflect judgment at the time and are subject to change. 「ビッグデータ」「ドキュメントストア」のNoSQLで、 MongoDBは、トップポジション
  • 10. Table of Contents What is MongoDB Atlas Under the Hood Migrating to MongoDB Atlas Does MongoDB Atlas Fit Your Business? Pricing
  • 12. Customers have two choices: Self-managed or DBaaS Cloud Migration or Cloud First Self-Managed Aka “Lift and Shift” Database as a service Slow and complicated No elasticity Highly manual Reduces ROI and agility Self-service Fully elastic Consumption based Reduces TCO and accelerates time to value Fork in the road
  • 13. Hidden Operational Costs Complicated Operational Process Provision servers1 Configure high availability2 Configure security3 Configure test backup4 Install and configure monitoring and alerting5 Ongoing upgrades and maintenance6
  • 14. The HIDDEN COST of resources Provision servers1 Configure high availability2 Configure security3 Configure test backup4 Install and configure monitoring and alerting5 Ongoing upgrades and maintenance6 People Costs DBAs ~ $150,000 SysAdmin ~ $100,000 IT Security ~ $130,000 Developers ~ $250,000
  • 15. Time spent on operations with different deployment models On-premises Self-managed in the cloud Database as a service
  • 16. Operational and resource costs On-premises Self-managed in the cloud Database as a service High upfront costs on infrastructure High resource costs for installation and ongoing maintenance Millions in operational and resource costs Low upfront costs for infrastructure High resource costs for installation and ongoing maintenance Significant resource costs as operational overhead is simply transferred to the cloud Low upfront costs for infrastructure and low operational overhead Self-service, elastic, and consumption-based service reduces TCO and accelerates time to value.
  • 17. MongoDB Atlas: Database as a Service Self-service and elastic • Deploy in minutes • Scale up/down without downtime • Automated upgrades Global and highly available • 56 Regions worldwide • Replica sets optimized for availability • Global clusters for read/write everywhere deployments Secure by default • Network isolation and Peering • Encryption in flight and at rest with key management • Role-based access control; auditing • SOC 2 / Privacy Shield / HIPAA Comprehensive Monitoring • Performance Advisor • Dashboards w/ 100+ metrics • Real Time Performance • Customizable alerting Managed Backup • Point in Time Restore • Queryable backups • Consistent snapshots Cloud Agnostic • AWS, Azure, and GCP • Easy migrations • Consistent experience
  • 18. MongoDB Atlas: Self-service and elastic Self-service and elastic • Deploy in minutes • Scale up/down without downtime • Automated upgrades Global and highly available • 56 Regions worldwide • Replica sets optimized for availability • Global clusters for read/write everywhere deployments Secure by default • Network isolation and Peering • Encryption in flight and at rest with key management • Role-based access control; auditing • SOC 2 / Privacy Shield / HIPAA Comprehensive Monitoring • Performance Advisor • Dashboards w/ 100+ metrics • Real Time Performance • Customizable alerting Managed Backup • Point in Time Restore • Queryable backups • Consistent snapshots Cloud Agnostic • AWS, Azure, and GCP • Easy migrations • Consistent experience
  • 19. MongoDB Atlas: Global and highly available Self-service and elastic • Deploy in minutes • Scale up/down without downtime • Automated upgrades Global and highly available • 56 Regions worldwide • Replica sets optimized for availability • Global clusters for read/write everywhere deployments Secure by default • Network isolation and Peering • Encryption in flight and at rest with key management • Role-based access control; auditing • SOC 2 / Privacy Shield / HIPAA Comprehensive Monitoring • Performance Advisor • Dashboards w/ 100+ metrics • Real Time Performance • Customizable alerting Managed Backup • Point in Time Restore • Queryable backups • Consistent snapshots Cloud Agnostic • AWS, Azure, and GCP • Easy migrations • Consistent experience
  • 20. MongoDB Atlas: Secure by default Self-service and elastic • Deploy in minutes • Scale up/down without downtime • Automated upgrades Global and highly available • 56 Regions worldwide • Replica sets optimized for availability • Global clusters for read/write everywhere deployments Secure by default • Network isolation and Peering • Encryption in flight and at rest with key management • Role-based access control; auditing • SOC 2 / Privacy Shield / HIPAA Comprehensive Monitoring • Performance Advisor • Dashboards w/ 100+ metrics • Real Time Performance • Customizable alerting Managed Backup • Point in Time Restore • Queryable backups • Consistent snapshots Cloud Agnostic • AWS, Azure, and GCP • Easy migrations • Consistent experience
  • 21. MongoDB Atlas: Comprehensive monitoring Self-service and elastic • Deploy in minutes • Scale up/down without downtime • Automated upgrades Global and highly available • 56 Regions worldwide • Replica sets optimized for availability • Global clusters for read/write everywhere deployments Secure by default • Network isolation and Peering • Encryption in flight and at rest with key management • Role-based access control; auditing • SOC 2 / Privacy Shield / HIPAA Comprehensive Monitoring • Performance Advisor • Dashboards w/ 100+ metrics • Real Time Performance • Customizable alerting Managed Backup • Point in Time Restore • Queryable backups • Consistent snapshots Cloud Agnostic • AWS, Azure, and GCP • Easy migrations • Consistent experience
  • 22. MongoDB Atlas: Managed backup Self-service and elastic • Deploy in minutes • Scale up/down without downtime • Automated upgrades Global and highly available • 56 Regions worldwide • Replica sets optimized for availability • Global clusters for read/write everywhere deployments Secure by default • Network isolation and Peering • Encryption in flight and at rest with key management • Role-based access control; auditing • SOC 2 / Privacy Shield / HIPAA Comprehensive Monitoring • Performance Advisor • Dashboards w/ 100+ metrics • Real Time Performance • Customizable alerting Managed Backup • Point in Time Restore • Queryable backups • Consistent snapshots Cloud Agnostic • AWS, Azure, and GCP • Easy migrations • Consistent experience
  • 23. MongoDB Atlas: Cloud agnostic Self-service and elastic • Deploy in minutes • Scale up/down without downtime • Automated upgrades Global and highly available • 56 Regions worldwide • Replica sets optimized for availability • Global clusters for read/write everywhere deployments Secure by default • Network isolation and Peering • Encryption in flight and at rest with key management • Role-based access control; auditing • SOC 2 / Privacy Shield / HIPAA Comprehensive Monitoring • Performance Advisor • Dashboards w/ 100+ metrics • Real Time Performance • Customizable alerting Managed Backup • Point in Time Restore • Queryable backups • Consistent snapshots Cloud Agnostic • AWS, Azure, and GCP • Easy migrations • Consistent experience
  • 26. MongoDB as a service on AWS MongoDB Atlas is currently available in 15 AWS regions. • us-east-1 (N. Virginia) • us-east-2 (Ohio) • us-west-2 (Oregon) • us-west-1 (N. California) • ca-central-1 (Canada) • sa-east-1 (São Paulo) Americas • ap-southeast-1 (Singapore) • ap-southeast-2 (Sydney) • ap-northeast-1 (Tokyo) • ap-northeast-2 (Seoul) • ap-south-1 (Mumbai) Asia • eu-west-1 (Dublin) • eu-west-2 (London) • eu-west-3 (Paris) • eu-central-1 (Frankfurt) Europe
  • 27. MongoDB as a service on Azure MongoDB Atlas is currently available in 26 Azure regions. • Central US (Iowa) • East US (Virginia) • East US 2 (Virginia) • North Central US (Illinois) • South Central US (Texas) • West US (California) • West US 2 • Canada Central (Toronto) • Canada East (Quebec City) • Brazil South (São Paulo) Americas • East Asia (Hong Kong) • Japan East (Tokyo) • Japan West (Osaka) • Korea Central (Seoul) • Korea South (Busan) • Southeast Asia (Singapore) • Australia East (New South Wales) • Australia Southeast (Victoria) • Central India (Pune) • South India (Chennai) • West India (Mumbai) Asia • UK South (London) • UK West (Cardiff) • North Europe (Ireland) • West Europe (Netherlands) • France Central (Paris Europe
  • 28. MongoDB as a service on GCP MongoDB Atlas is currently available in 15 GCP regions • us-central1 (Iowa) • us-east1 (South Carolina) • us-west1 (Oregon) • us-east4 (N Virginia) • northamerica-northeast1 (Montreal) • southamerica-east1 (São Paulo) Americas • asia-east1 (Taiwan) • asia-south1 (Mumbai) • asia-northeast1 (Tokyo) • asia-southeast1 (Singapore) • australia-southeast1 (Sydney) Asia • europe-west1 (Belgium) • europe-west2 (London) • europe-west3 (Frankfurt) • europe-west4 (Eemshaven) Europe
  • 29. Highly available by default • A minimum of three data nodes per replica set/shard are automatically deployed across zones for high availability • If your primary node does go down for any reason, the self healing recovery process in MongoDB Atlas will typically occur in under 2 seconds Application Driver Primary Secondary Secondary Replication
  • 30. Fine-grained monitoring and alerts ● Monitoring and alerts provide full metrics on the state of your cluster’s database and server usage ● Automatic notifications when your database operations or server usage reach defined thresholds that affect your cluster's performance ● Combining our automated alerting with the flexible scale-up-and-out options in MongoDB Atlas, we can keep your database-supported applications always performing as well as they should
  • 31. Real-time performance panel The real-time performance panel provides unparalleled insight into your database by allowing you to see what’s happening in your cluster live and diagnose issues quickly. It displays: • Operations • Read/Writes • Network In/Out • Memory • Hottest Collections • Slowest Operations
  • 32. What you control MongoDB Atlas will take care of most of your database operations, but there are some things that you control: ● Schema design ● Query and index optimization ● Server size selection – you select the appropriate size of server, coupled with disk IOPs and storage capacity ● Capacity planning - you determine when you need additional capacity, typically using the monitoring telemetry provided by MongoDB Atlas, but you can make these changes with no downtime ● Initiating database restores Thanks to MongoDB Atlas’ flexibility, you can of course change your mind on the server speed, storage capacity, size of replica set/shards, etc. We encourage you to engage with MongoDB Consulting for any assistance with deploying or running MongoDB. お問い合わせ:ありのぶ keizo.arinobu.var@mongodb.com