SlideShare a Scribd company logo
1 of 25
Download to read offline
© 2022, Amazon Web Services, Inc. or its Affiliates.
Rudy Krol
Principal Sustainability Solutions Architect
rudykrol@amazon.fr
Optimizing architectures for
Sustainability
API Days, 15th December 2022
2023 SERIES OF EVENT
New York
May 16&17
Australia
October 11&12
Singapore
April 12&13
Helsinki & North
June 5&6
Paris
SEPTEMBER
London
November
15&16
June 28-30
SILICON VALLEY
March 14&15
Dubai & Middle East
February 22&23
© 2022, Amazon Web Services, Inc. or its Affiliates.
Customer
AWS
AWS is responsible for
sustainability of the cloud
Shared sustainability responsibility with AWS
Data design & usage
Software application design
Platform deployments and scaling
Data storage Code efficiency Utilization & scaling
Servers Waste
Building
materials
Data centers
Electricity supply
Cooling Water
AWS Global
Infrastructure
Customer is responsible for
sustainability in the cloud
© 2022, Amazon Web Services, Inc. or its Affiliates.
Customer
AWS
AWS is responsible for
sustainability of the cloud
Customer is responsible for
sustainability in the cloud
The sustainability responsibility of the cloud
AWS Global
Infrastructure
Data design & usage
Software application design
Platform deployments and scaling
Data storage Code efficiency Utilization & scaling
Servers Waste
Building
materials
Data centers
Electricity supply
Cooling Water
© 2022, Amazon Web Services, Inc. or its Affiliates.
Water stewardship: evaporative
cooling, recycled water, and
onsite water treatment
Renewable energy to
power data centers
Removing central UPS reduces
energy conversions, optimizations
on the racks reduce energy use
New data center
construction incorporates use
of low-carbon concrete
AWS Graviton processors use up to
60% less energy for same
performance than comparable
instances
Amazon Sustainability Data
Initiative (ASDI) provides free access
to satellite data and climate models
AWS journey highlights
© 2022, Amazon Web Services, Inc. or its Affiliates.
The sustainability responsibility in the cloud
Customer
AWS
AWS is responsible for
sustainability of the cloud
Data Design & Usage
Software Application Design
Platform Deployments and Scaling
Data Storage Code Efficiency Utilization & Scaling
AWS Global
Infrastructure
Customer is responsible for
sustainability in the cloud
Servers Waste
Building
materials
Data centers
Electricity supply
Cooling Water
© 2022, Amazon Web Services, Inc. or its Affiliates.
BUSINESS NEED
Time to value for feature
sustainable
delivery of products
O
P
E
R
A
T
I
O
N
A
L
E
X
C
E
L
L
E
N
C
E
S
E
C
U
R
I
T
Y
R
E
L
I
A
B
I
L
I
T
Y
P
E
R
F
O
R
M
A
N
C
E
E
F
F
I
C
I
E
N
C
Y
C
O
S
T
O
P
T
I
M
I
Z
A
T
I
O
N
S
U
S
T
A
I
N
A
B
I
L
I
T
Y
THE SIX WELL ARCHITECTED PILLARS
What do we optimize architectures for?
© 2022, Amazon Web Services, Inc. or its Affiliates.
Sustainability in the cloud is
a continuous, focused effort on
energy reduction and efficiency
across all components of a workload
© 2022, Amazon Web Services, Inc. or its Affiliates.
Identify targets for improvement
Evaluate specific improvements
Prioritize and plan improvements
Test and validate improvements
Deploy changes to production
Measure results and replicate successes
Improvement process
Monitor
Goals
1
2
3
4
5
6
© 2022, Amazon Web Services, Inc. or its Affiliates.
Resources
Unit of work
Normalize sustainability KPIs to make them comparable
© 2022, Amazon Web Services, Inc. or its Affiliates.
Best practices from the Sustainability Pillar
User
behavior
Data
Software and
architecture
Hardware Development
and deployment
process
Region
selection
© 2022, Amazon Web Services, Inc. or its Affiliates.
Region selection
Select AWS Regions near AWS renewable energy projects
Select AWS Regions where carbon intensity is low
© 2022, Amazon Web Services, Inc. or its Affiliates.
AWS Regions selection based on market-based method
AWS Regions powered by over 95% renewable energy in 2021
US East (Northern Virginia)
GovCloud (US-East)
US East (Ohio)
US West (Oregon)
GovCloud (US-West)
US West (Northern California)
Canada (Central)
Europe (Ireland)
Europe (Frankfurt)
Europe (London)
Europe (Milan)
Europe (Paris)
Europe (Stockholm)
Renewable Energy Methodology
© 2022, Amazon Web Services, Inc. or its Affiliates.
User behaviour patterns
Scale infrastructure with user load
Align service level agreements (SLAs) with sustainability goals
Eliminate the creation and maintenance of unused assets
Optimize the geographic placement of your workloads for
user locations
Optimize team member resources for the activities performed
© 2022, Amazon Web Services, Inc. or its Affiliates.
May
reduce cost
Small increase
in response time
Reduction in
overall impact
Architectural recommendation
© 2022, Amazon Web Services, Inc. or its Affiliates.
Software patterns
Optimize software and architecture for asynchronous and
scheduled jobs
Remove or refactor workload components with low or no use
Optimize the areas of your code that consume the most time
or resources
Optimize impact on customer devices and equipment
Use software patterns and architectures that best support your
data access and storage patterns
Energy used per
programming
language
https://aws.amazon.com/blogs/
opensource/sustainability-with-
rust/
© 2022, Amazon Web Services, Inc. or its Affiliates.
Tenable infrastructure savings
© 2022, Amazon Web Services, Inc. or its Affiliates.
Hardware patterns
Use the minimum amount of hardware to meet your needs
Use the instance types that meet your requirements with the
least impact
Use managed services
Optimize your use of GPUs
© 2022, Amazon Web Services, Inc. or its Affiliates.
AWS managed services supporting Graviton2
Amazon
DocumentDB
Amazon
Aurora
Amazon
RDS
Amazon
Elasticache
Amazon
OpenSearch
Amazon
EMR
AWS
Lambda
AWS Fargate Amazon FSx
for Lustre,
Open ZFS
Amazon
MemoryDB
Databases
Analytics Compute Storage
Amazon
Neptune
AWS Elastic
Beanstalk
© 2022, Amazon Web Services, Inc. or its Affiliates.
Data patterns
Implement a data classification policy
Use technologies that best support your data access and
storage patterns
Use lifecycle policies to automatically delete unnecessary data
Minimize overprovisioning in block storage
Remove unneeded or redundant data
Use shared file systems or object storage to access common data
Minimize data movement across networks
Only backup data when it would be more impactful, or impossible,
to recreate
© 2022, Amazon Web Services, Inc. or its Affiliates.
Hot Warm Cold Deleted
S3 Standard
Active data
Millisecond
access
> 3 AZ
S3
Standard-IA
Inactive data
Millisecond
access
> 3 AZ
S3 One
Zone-IA
Inactive data
Millisecond
access
1 AZ
S3
Glacier
Archive data
Minutes to
hours
> 3 AZ
S3 Glacier
Deep Archive
Archive data
Hours access
> 3 AZ
Useless data
0 AZ
Pick a lower impact storage class
Use Intelligent Tiering to optimize for you – Example Amazon S3:
© 2022, Amazon Web Services, Inc. or its Affiliates.
Development and deployment process
Adopt development
and testing methods
that allow rapid
introduction of
potential sustainability
improvements
Keep your workload
up to date
Increase the
utilization of your
build environments
Use managed device
farms for testing
© 2022, Amazon Web Services, Inc. or its Affiliates.
https://aws.amazon.com/architecture/well-architected/
© 2022, Amazon Web Services, Inc. or its Affiliates.
Thank you!
Rudy Krol
Principal Sustainability Solutions Architect
rudykrol@amazon.fr

More Related Content

What's hot

apidays Paris 2022 - The next five years of the API Economy, Paolo Malinverno...
apidays Paris 2022 - The next five years of the API Economy, Paolo Malinverno...apidays Paris 2022 - The next five years of the API Economy, Paolo Malinverno...
apidays Paris 2022 - The next five years of the API Economy, Paolo Malinverno...apidays
 
The Enterprise Journey to AWS with Accenture
The Enterprise Journey to AWS with AccentureThe Enterprise Journey to AWS with Accenture
The Enterprise Journey to AWS with AccentureAmazon Web Services
 
mlops.community meetup - ML Governance_ A Practical Guide.pptx
mlops.community meetup - ML Governance_ A Practical Guide.pptxmlops.community meetup - ML Governance_ A Practical Guide.pptx
mlops.community meetup - ML Governance_ A Practical Guide.pptxRyan Dawson
 
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works Enterprise Management Associates
 
API Governance in the Enterprise
API Governance in the EnterpriseAPI Governance in the Enterprise
API Governance in the EnterpriseApigee | Google Cloud
 
Azure API Management
Azure API ManagementAzure API Management
Azure API ManagementDaniel Toomey
 
API Maturity Model (Webcast with Accenture)
API Maturity Model (Webcast with Accenture)API Maturity Model (Webcast with Accenture)
API Maturity Model (Webcast with Accenture)Apigee | Google Cloud
 
API Strategy Introduction
API Strategy IntroductionAPI Strategy Introduction
API Strategy IntroductionDoug Gregory
 
AIOps - The next 5 years
AIOps - The next 5 yearsAIOps - The next 5 years
AIOps - The next 5 yearsMoogsoft
 
A Roadmap to Cloud Center of Excellence Adoption
A Roadmap to Cloud Center of Excellence AdoptionA Roadmap to Cloud Center of Excellence Adoption
A Roadmap to Cloud Center of Excellence AdoptionAmazon Web Services
 
AWS re:Invent 2016: Building Enterprise Cloud Operations As a Service with T-...
AWS re:Invent 2016: Building Enterprise Cloud Operations As a Service with T-...AWS re:Invent 2016: Building Enterprise Cloud Operations As a Service with T-...
AWS re:Invent 2016: Building Enterprise Cloud Operations As a Service with T-...Amazon Web Services
 
Gartner: A framework for cost optimisation
Gartner: A framework for cost optimisationGartner: A framework for cost optimisation
Gartner: A framework for cost optimisationGartner
 
The Architecture of an API Platform
The Architecture of an API PlatformThe Architecture of an API Platform
The Architecture of an API PlatformJohannes Ridderstedt
 
Apidays Paris 2023 - 7 Mistakes When Putting In Place An API Program, Francoi...
Apidays Paris 2023 - 7 Mistakes When Putting In Place An API Program, Francoi...Apidays Paris 2023 - 7 Mistakes When Putting In Place An API Program, Francoi...
Apidays Paris 2023 - 7 Mistakes When Putting In Place An API Program, Francoi...apidays
 
Cloud Center of Excellence
Cloud Center of ExcellenceCloud Center of Excellence
Cloud Center of ExcellenceJeremy Canale
 
API Management
API ManagementAPI Management
API ManagementProlifics
 
Building the Business Case for AWS
Building the Business Case for AWSBuilding the Business Case for AWS
Building the Business Case for AWSAmazon Web Services
 
Business Composability
Business ComposabilityBusiness Composability
Business ComposabilityCOMPETENSIS
 

What's hot (20)

apidays Paris 2022 - The next five years of the API Economy, Paolo Malinverno...
apidays Paris 2022 - The next five years of the API Economy, Paolo Malinverno...apidays Paris 2022 - The next five years of the API Economy, Paolo Malinverno...
apidays Paris 2022 - The next five years of the API Economy, Paolo Malinverno...
 
The Enterprise Journey to AWS with Accenture
The Enterprise Journey to AWS with AccentureThe Enterprise Journey to AWS with Accenture
The Enterprise Journey to AWS with Accenture
 
mlops.community meetup - ML Governance_ A Practical Guide.pptx
mlops.community meetup - ML Governance_ A Practical Guide.pptxmlops.community meetup - ML Governance_ A Practical Guide.pptx
mlops.community meetup - ML Governance_ A Practical Guide.pptx
 
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
AIOps, IT Analytics, and Business Performance: What’s Needed and What Works
 
API Governance in the Enterprise
API Governance in the EnterpriseAPI Governance in the Enterprise
API Governance in the Enterprise
 
Azure API Management
Azure API ManagementAzure API Management
Azure API Management
 
API Maturity Model (Webcast with Accenture)
API Maturity Model (Webcast with Accenture)API Maturity Model (Webcast with Accenture)
API Maturity Model (Webcast with Accenture)
 
API Strategy Introduction
API Strategy IntroductionAPI Strategy Introduction
API Strategy Introduction
 
AIOps - The next 5 years
AIOps - The next 5 yearsAIOps - The next 5 years
AIOps - The next 5 years
 
AWS Security & Compliance
AWS Security & ComplianceAWS Security & Compliance
AWS Security & Compliance
 
A Roadmap to Cloud Center of Excellence Adoption
A Roadmap to Cloud Center of Excellence AdoptionA Roadmap to Cloud Center of Excellence Adoption
A Roadmap to Cloud Center of Excellence Adoption
 
AWS re:Invent 2016: Building Enterprise Cloud Operations As a Service with T-...
AWS re:Invent 2016: Building Enterprise Cloud Operations As a Service with T-...AWS re:Invent 2016: Building Enterprise Cloud Operations As a Service with T-...
AWS re:Invent 2016: Building Enterprise Cloud Operations As a Service with T-...
 
Gartner: A framework for cost optimisation
Gartner: A framework for cost optimisationGartner: A framework for cost optimisation
Gartner: A framework for cost optimisation
 
The Architecture of an API Platform
The Architecture of an API PlatformThe Architecture of an API Platform
The Architecture of an API Platform
 
How Secure Are Your APIs?
How Secure Are Your APIs?How Secure Are Your APIs?
How Secure Are Your APIs?
 
Apidays Paris 2023 - 7 Mistakes When Putting In Place An API Program, Francoi...
Apidays Paris 2023 - 7 Mistakes When Putting In Place An API Program, Francoi...Apidays Paris 2023 - 7 Mistakes When Putting In Place An API Program, Francoi...
Apidays Paris 2023 - 7 Mistakes When Putting In Place An API Program, Francoi...
 
Cloud Center of Excellence
Cloud Center of ExcellenceCloud Center of Excellence
Cloud Center of Excellence
 
API Management
API ManagementAPI Management
API Management
 
Building the Business Case for AWS
Building the Business Case for AWSBuilding the Business Case for AWS
Building the Business Case for AWS
 
Business Composability
Business ComposabilityBusiness Composability
Business Composability
 

Similar to apidays Paris 2022 - Optimizing architectures for sustainability, Rudy Krol, AWS

AWS Elastic Disaster Recovery (AWS DRS) First Call Deck.pptx
AWS Elastic Disaster Recovery (AWS DRS) First Call Deck.pptxAWS Elastic Disaster Recovery (AWS DRS) First Call Deck.pptx
AWS Elastic Disaster Recovery (AWS DRS) First Call Deck.pptxBinoyPolpakkara
 
Eseguire applicazioni Windows in AWS
Eseguire applicazioni Windows in AWSEseguire applicazioni Windows in AWS
Eseguire applicazioni Windows in AWSAmazon Web Services
 
Best Practices for Cloud Migrations with Zero Disruption with AWS Marketplace
Best Practices for Cloud Migrations with Zero Disruption with AWS MarketplaceBest Practices for Cloud Migrations with Zero Disruption with AWS Marketplace
Best Practices for Cloud Migrations with Zero Disruption with AWS MarketplaceDenodo
 
Confluent_AWS_ImmersionDay_Q42023.pdf
Confluent_AWS_ImmersionDay_Q42023.pdfConfluent_AWS_ImmersionDay_Q42023.pdf
Confluent_AWS_ImmersionDay_Q42023.pdfAhmed791434
 
Build real-time streaming data pipelines to AWS with Confluent
Build real-time streaming data pipelines to AWS with ConfluentBuild real-time streaming data pipelines to AWS with Confluent
Build real-time streaming data pipelines to AWS with Confluentconfluent
 
Modernize your Microsoft Applications on AWS
Modernize your Microsoft Applications on AWSModernize your Microsoft Applications on AWS
Modernize your Microsoft Applications on AWSAmazon Web Services
 
AWS Technical Due Diligence Executive Overview
AWS Technical Due Diligence Executive Overview AWS Technical Due Diligence Executive Overview
AWS Technical Due Diligence Executive Overview Tom Laszewski
 
AWS Compute: What’s New in Amazon EC2, Containers and Serverless - CMP218 - r...
AWS Compute: What’s New in Amazon EC2, Containers and Serverless - CMP218 - r...AWS Compute: What’s New in Amazon EC2, Containers and Serverless - CMP218 - r...
AWS Compute: What’s New in Amazon EC2, Containers and Serverless - CMP218 - r...Amazon Web Services
 
How to Bring Microsoft Apps to AWS - AWS Online Tech Talks
How to Bring Microsoft Apps to AWS - AWS Online Tech TalksHow to Bring Microsoft Apps to AWS - AWS Online Tech Talks
How to Bring Microsoft Apps to AWS - AWS Online Tech TalksAmazon Web Services
 
Retiring Technical Debt - AWS Partner Summit Mumbai 2018.pdf
Retiring Technical Debt - AWS Partner Summit Mumbai 2018.pdfRetiring Technical Debt - AWS Partner Summit Mumbai 2018.pdf
Retiring Technical Debt - AWS Partner Summit Mumbai 2018.pdfAmazon Web Services
 
Speed up data preparation for ML pipelines on AWS
Speed up data preparation for ML pipelines on AWSSpeed up data preparation for ML pipelines on AWS
Speed up data preparation for ML pipelines on AWSData Science Milan
 
AWSomeBuilder3-v12-clean.pdf
AWSomeBuilder3-v12-clean.pdfAWSomeBuilder3-v12-clean.pdf
AWSomeBuilder3-v12-clean.pdfSal Marcus
 
Opinionated re:Invent recap with AWS Heroes & Builders
Opinionated re:Invent recap with AWS Heroes & BuildersOpinionated re:Invent recap with AWS Heroes & Builders
Opinionated re:Invent recap with AWS Heroes & BuildersDaniel Zivkovic
 
Frome Code to Cloud: Exploring AWS CDK for Infrastructure Management
Frome Code to Cloud: Exploring AWS CDK for Infrastructure ManagementFrome Code to Cloud: Exploring AWS CDK for Infrastructure Management
Frome Code to Cloud: Exploring AWS CDK for Infrastructure ManagementSujay Pillai
 
Aberdeen Oil & Gas Event - Introduction to the AWS Cloud
Aberdeen Oil & Gas Event - Introduction to the AWS CloudAberdeen Oil & Gas Event - Introduction to the AWS Cloud
Aberdeen Oil & Gas Event - Introduction to the AWS CloudAmazon Web Services
 
Cloud Expedition Technical1 - DĂ­a 1.pptx
Cloud Expedition Technical1 - DĂ­a 1.pptxCloud Expedition Technical1 - DĂ­a 1.pptx
Cloud Expedition Technical1 - DĂ­a 1.pptxalfredoagarciat2867
 
ICS-Azure Migrations & Application Modernization_V2.pptx
ICS-Azure Migrations & Application Modernization_V2.pptxICS-Azure Migrations & Application Modernization_V2.pptx
ICS-Azure Migrations & Application Modernization_V2.pptxmustafa435048
 

Similar to apidays Paris 2022 - Optimizing architectures for sustainability, Rudy Krol, AWS (20)

AWS Elastic Disaster Recovery (AWS DRS) First Call Deck.pptx
AWS Elastic Disaster Recovery (AWS DRS) First Call Deck.pptxAWS Elastic Disaster Recovery (AWS DRS) First Call Deck.pptx
AWS Elastic Disaster Recovery (AWS DRS) First Call Deck.pptx
 
Eseguire applicazioni Windows in AWS
Eseguire applicazioni Windows in AWSEseguire applicazioni Windows in AWS
Eseguire applicazioni Windows in AWS
 
Best Practices for Cloud Migrations with Zero Disruption with AWS Marketplace
Best Practices for Cloud Migrations with Zero Disruption with AWS MarketplaceBest Practices for Cloud Migrations with Zero Disruption with AWS Marketplace
Best Practices for Cloud Migrations with Zero Disruption with AWS Marketplace
 
Confluent_AWS_ImmersionDay_Q42023.pdf
Confluent_AWS_ImmersionDay_Q42023.pdfConfluent_AWS_ImmersionDay_Q42023.pdf
Confluent_AWS_ImmersionDay_Q42023.pdf
 
Build real-time streaming data pipelines to AWS with Confluent
Build real-time streaming data pipelines to AWS with ConfluentBuild real-time streaming data pipelines to AWS with Confluent
Build real-time streaming data pipelines to AWS with Confluent
 
Modernize your Microsoft Applications on AWS
Modernize your Microsoft Applications on AWSModernize your Microsoft Applications on AWS
Modernize your Microsoft Applications on AWS
 
AWS Technical Due Diligence Executive Overview
AWS Technical Due Diligence Executive Overview AWS Technical Due Diligence Executive Overview
AWS Technical Due Diligence Executive Overview
 
AWS Compute: What’s New in Amazon EC2, Containers and Serverless - CMP218 - r...
AWS Compute: What’s New in Amazon EC2, Containers and Serverless - CMP218 - r...AWS Compute: What’s New in Amazon EC2, Containers and Serverless - CMP218 - r...
AWS Compute: What’s New in Amazon EC2, Containers and Serverless - CMP218 - r...
 
How to Bring Microsoft Apps to AWS - AWS Online Tech Talks
How to Bring Microsoft Apps to AWS - AWS Online Tech TalksHow to Bring Microsoft Apps to AWS - AWS Online Tech Talks
How to Bring Microsoft Apps to AWS - AWS Online Tech Talks
 
Retiring Technical Debt - AWS Partner Summit Mumbai 2018.pdf
Retiring Technical Debt - AWS Partner Summit Mumbai 2018.pdfRetiring Technical Debt - AWS Partner Summit Mumbai 2018.pdf
Retiring Technical Debt - AWS Partner Summit Mumbai 2018.pdf
 
Deep Dive on Backup.pdf
Deep Dive on Backup.pdfDeep Dive on Backup.pdf
Deep Dive on Backup.pdf
 
Speed up data preparation for ML pipelines on AWS
Speed up data preparation for ML pipelines on AWSSpeed up data preparation for ML pipelines on AWS
Speed up data preparation for ML pipelines on AWS
 
AWSomeBuilder3-v12-clean.pdf
AWSomeBuilder3-v12-clean.pdfAWSomeBuilder3-v12-clean.pdf
AWSomeBuilder3-v12-clean.pdf
 
Opinionated re:Invent recap with AWS Heroes & Builders
Opinionated re:Invent recap with AWS Heroes & BuildersOpinionated re:Invent recap with AWS Heroes & Builders
Opinionated re:Invent recap with AWS Heroes & Builders
 
Frome Code to Cloud: Exploring AWS CDK for Infrastructure Management
Frome Code to Cloud: Exploring AWS CDK for Infrastructure ManagementFrome Code to Cloud: Exploring AWS CDK for Infrastructure Management
Frome Code to Cloud: Exploring AWS CDK for Infrastructure Management
 
Deep Dive on Backup
Deep Dive on BackupDeep Dive on Backup
Deep Dive on Backup
 
Aberdeen Oil & Gas Event - Introduction to the AWS Cloud
Aberdeen Oil & Gas Event - Introduction to the AWS CloudAberdeen Oil & Gas Event - Introduction to the AWS Cloud
Aberdeen Oil & Gas Event - Introduction to the AWS Cloud
 
Tape Replacement with AWS
Tape Replacement with AWSTape Replacement with AWS
Tape Replacement with AWS
 
Cloud Expedition Technical1 - DĂ­a 1.pptx
Cloud Expedition Technical1 - DĂ­a 1.pptxCloud Expedition Technical1 - DĂ­a 1.pptx
Cloud Expedition Technical1 - DĂ­a 1.pptx
 
ICS-Azure Migrations & Application Modernization_V2.pptx
ICS-Azure Migrations & Application Modernization_V2.pptxICS-Azure Migrations & Application Modernization_V2.pptx
ICS-Azure Migrations & Application Modernization_V2.pptx
 

More from apidays

Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobeapidays
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...apidays
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
Apidays New York 2024 - The secrets to Graph success, by Leah Hurwich Adler, ...
Apidays New York 2024 - The secrets to Graph success, by Leah Hurwich Adler, ...Apidays New York 2024 - The secrets to Graph success, by Leah Hurwich Adler, ...
Apidays New York 2024 - The secrets to Graph success, by Leah Hurwich Adler, ...apidays
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...apidays
 
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...apidays
 
Apidays New York 2024 - API Discovery - From Crawl to Run by Rob Dickinson, G...
Apidays New York 2024 - API Discovery - From Crawl to Run by Rob Dickinson, G...Apidays New York 2024 - API Discovery - From Crawl to Run by Rob Dickinson, G...
Apidays New York 2024 - API Discovery - From Crawl to Run by Rob Dickinson, G...apidays
 
Apidays Singapore 2024 - Building with the Planet in Mind by Sandeep Joshi, M...
Apidays Singapore 2024 - Building with the Planet in Mind by Sandeep Joshi, M...Apidays Singapore 2024 - Building with the Planet in Mind by Sandeep Joshi, M...
Apidays Singapore 2024 - Building with the Planet in Mind by Sandeep Joshi, M...apidays
 
Apidays Singapore 2024 - Connecting Cross Border Commerce with Payments by Gu...
Apidays Singapore 2024 - Connecting Cross Border Commerce with Payments by Gu...Apidays Singapore 2024 - Connecting Cross Border Commerce with Payments by Gu...
Apidays Singapore 2024 - Connecting Cross Border Commerce with Payments by Gu...apidays
 
Apidays Singapore 2024 - Privacy Enhancing Technologies for AI by Mark Choo, ...
Apidays Singapore 2024 - Privacy Enhancing Technologies for AI by Mark Choo, ...Apidays Singapore 2024 - Privacy Enhancing Technologies for AI by Mark Choo, ...
Apidays Singapore 2024 - Privacy Enhancing Technologies for AI by Mark Choo, ...apidays
 
Apidays Singapore 2024 - Blending AI and IoT for Smarter Health by Matthew Ch...
Apidays Singapore 2024 - Blending AI and IoT for Smarter Health by Matthew Ch...Apidays Singapore 2024 - Blending AI and IoT for Smarter Health by Matthew Ch...
Apidays Singapore 2024 - Blending AI and IoT for Smarter Health by Matthew Ch...apidays
 
Apidays Singapore 2024 - OpenTelemetry for API Monitoring by Danielle Kayumbi...
Apidays Singapore 2024 - OpenTelemetry for API Monitoring by Danielle Kayumbi...Apidays Singapore 2024 - OpenTelemetry for API Monitoring by Danielle Kayumbi...
Apidays Singapore 2024 - OpenTelemetry for API Monitoring by Danielle Kayumbi...apidays
 
Apidays Singapore 2024 - Connecting Product and Engineering Teams with Testin...
Apidays Singapore 2024 - Connecting Product and Engineering Teams with Testin...Apidays Singapore 2024 - Connecting Product and Engineering Teams with Testin...
Apidays Singapore 2024 - Connecting Product and Engineering Teams with Testin...apidays
 
Apidays Singapore 2024 - The Growing Carbon Footprint of Digitalization and H...
Apidays Singapore 2024 - The Growing Carbon Footprint of Digitalization and H...Apidays Singapore 2024 - The Growing Carbon Footprint of Digitalization and H...
Apidays Singapore 2024 - The Growing Carbon Footprint of Digitalization and H...apidays
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Apidays Singapore 2024 - API Monitoring x SRE by Ryan Ashneil and Eugene Wong...
Apidays Singapore 2024 - API Monitoring x SRE by Ryan Ashneil and Eugene Wong...Apidays Singapore 2024 - API Monitoring x SRE by Ryan Ashneil and Eugene Wong...
Apidays Singapore 2024 - API Monitoring x SRE by Ryan Ashneil and Eugene Wong...apidays
 
Apidays Singapore 2024 - A nuanced approach on AI costs and benefits for the ...
Apidays Singapore 2024 - A nuanced approach on AI costs and benefits for the ...Apidays Singapore 2024 - A nuanced approach on AI costs and benefits for the ...
Apidays Singapore 2024 - A nuanced approach on AI costs and benefits for the ...apidays
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbuapidays
 
Apidays Singapore 2024 - How APIs drive business at BNP Paribas by Quy-Doan D...
Apidays Singapore 2024 - How APIs drive business at BNP Paribas by Quy-Doan D...Apidays Singapore 2024 - How APIs drive business at BNP Paribas by Quy-Doan D...
Apidays Singapore 2024 - How APIs drive business at BNP Paribas by Quy-Doan D...apidays
 

More from apidays (20)

Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Apidays New York 2024 - The secrets to Graph success, by Leah Hurwich Adler, ...
Apidays New York 2024 - The secrets to Graph success, by Leah Hurwich Adler, ...Apidays New York 2024 - The secrets to Graph success, by Leah Hurwich Adler, ...
Apidays New York 2024 - The secrets to Graph success, by Leah Hurwich Adler, ...
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
 
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
 
Apidays New York 2024 - API Discovery - From Crawl to Run by Rob Dickinson, G...
Apidays New York 2024 - API Discovery - From Crawl to Run by Rob Dickinson, G...Apidays New York 2024 - API Discovery - From Crawl to Run by Rob Dickinson, G...
Apidays New York 2024 - API Discovery - From Crawl to Run by Rob Dickinson, G...
 
Apidays Singapore 2024 - Building with the Planet in Mind by Sandeep Joshi, M...
Apidays Singapore 2024 - Building with the Planet in Mind by Sandeep Joshi, M...Apidays Singapore 2024 - Building with the Planet in Mind by Sandeep Joshi, M...
Apidays Singapore 2024 - Building with the Planet in Mind by Sandeep Joshi, M...
 
Apidays Singapore 2024 - Connecting Cross Border Commerce with Payments by Gu...
Apidays Singapore 2024 - Connecting Cross Border Commerce with Payments by Gu...Apidays Singapore 2024 - Connecting Cross Border Commerce with Payments by Gu...
Apidays Singapore 2024 - Connecting Cross Border Commerce with Payments by Gu...
 
Apidays Singapore 2024 - Privacy Enhancing Technologies for AI by Mark Choo, ...
Apidays Singapore 2024 - Privacy Enhancing Technologies for AI by Mark Choo, ...Apidays Singapore 2024 - Privacy Enhancing Technologies for AI by Mark Choo, ...
Apidays Singapore 2024 - Privacy Enhancing Technologies for AI by Mark Choo, ...
 
Apidays Singapore 2024 - Blending AI and IoT for Smarter Health by Matthew Ch...
Apidays Singapore 2024 - Blending AI and IoT for Smarter Health by Matthew Ch...Apidays Singapore 2024 - Blending AI and IoT for Smarter Health by Matthew Ch...
Apidays Singapore 2024 - Blending AI and IoT for Smarter Health by Matthew Ch...
 
Apidays Singapore 2024 - OpenTelemetry for API Monitoring by Danielle Kayumbi...
Apidays Singapore 2024 - OpenTelemetry for API Monitoring by Danielle Kayumbi...Apidays Singapore 2024 - OpenTelemetry for API Monitoring by Danielle Kayumbi...
Apidays Singapore 2024 - OpenTelemetry for API Monitoring by Danielle Kayumbi...
 
Apidays Singapore 2024 - Connecting Product and Engineering Teams with Testin...
Apidays Singapore 2024 - Connecting Product and Engineering Teams with Testin...Apidays Singapore 2024 - Connecting Product and Engineering Teams with Testin...
Apidays Singapore 2024 - Connecting Product and Engineering Teams with Testin...
 
Apidays Singapore 2024 - The Growing Carbon Footprint of Digitalization and H...
Apidays Singapore 2024 - The Growing Carbon Footprint of Digitalization and H...Apidays Singapore 2024 - The Growing Carbon Footprint of Digitalization and H...
Apidays Singapore 2024 - The Growing Carbon Footprint of Digitalization and H...
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Apidays Singapore 2024 - API Monitoring x SRE by Ryan Ashneil and Eugene Wong...
Apidays Singapore 2024 - API Monitoring x SRE by Ryan Ashneil and Eugene Wong...Apidays Singapore 2024 - API Monitoring x SRE by Ryan Ashneil and Eugene Wong...
Apidays Singapore 2024 - API Monitoring x SRE by Ryan Ashneil and Eugene Wong...
 
Apidays Singapore 2024 - A nuanced approach on AI costs and benefits for the ...
Apidays Singapore 2024 - A nuanced approach on AI costs and benefits for the ...Apidays Singapore 2024 - A nuanced approach on AI costs and benefits for the ...
Apidays Singapore 2024 - A nuanced approach on AI costs and benefits for the ...
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
 
Apidays Singapore 2024 - How APIs drive business at BNP Paribas by Quy-Doan D...
Apidays Singapore 2024 - How APIs drive business at BNP Paribas by Quy-Doan D...Apidays Singapore 2024 - How APIs drive business at BNP Paribas by Quy-Doan D...
Apidays Singapore 2024 - How APIs drive business at BNP Paribas by Quy-Doan D...
 

Recently uploaded

Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...amitlee9823
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysismanisha194592
 
Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectBoston Institute of Analytics
 
Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsJoseMangaJr1
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxolyaivanovalion
 
Call Girls Bommasandra Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service B...
Call Girls Bommasandra Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service B...Call Girls Bommasandra Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service B...
Call Girls Bommasandra Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service B...amitlee9823
 
Call Girls Bannerghatta Road Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Ser...amitlee9823
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFxolyaivanovalion
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...amitlee9823
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxolyaivanovalion
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionfulawalesam
 
Capstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics ProgramCapstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics ProgramMoniSankarHazra
 
ELKO dropshipping via API with DroFx.pptx
ELKO dropshipping via API with DroFx.pptxELKO dropshipping via API with DroFx.pptx
ELKO dropshipping via API with DroFx.pptxolyaivanovalion
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 
Call Girls Begur Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service Bangalore
Call Girls Begur Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service BangaloreCall Girls Begur Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service Bangalore
Call Girls Begur Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service Bangaloreamitlee9823
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
 
ALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxolyaivanovalion
 

Recently uploaded (20)

Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
Mg Road Call Girls Service: 🍓 7737669865 🍓 High Profile Model Escorts | Banga...
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science Project
 
Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter Lessons
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptx
 
Call Girls Bommasandra Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service B...
Call Girls Bommasandra Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service B...Call Girls Bommasandra Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service B...
Call Girls Bommasandra Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service B...
 
Call Girls Bannerghatta Road Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Ser...
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFx
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
 
Week-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interactionWeek-01-2.ppt BBB human Computer interaction
Week-01-2.ppt BBB human Computer interaction
 
Anomaly detection and data imputation within time series
Anomaly detection and data imputation within time seriesAnomaly detection and data imputation within time series
Anomaly detection and data imputation within time series
 
Capstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics ProgramCapstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics Program
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
ELKO dropshipping via API with DroFx.pptx
ELKO dropshipping via API with DroFx.pptxELKO dropshipping via API with DroFx.pptx
ELKO dropshipping via API with DroFx.pptx
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
Call Girls Begur Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service Bangalore
Call Girls Begur Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service BangaloreCall Girls Begur Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service Bangalore
Call Girls Begur Just Call đź‘— 7737669865 đź‘— Top Class Call Girl Service Bangalore
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
ALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptxALSO dropshipping via API with DroFx.pptx
ALSO dropshipping via API with DroFx.pptx
 

apidays Paris 2022 - Optimizing architectures for sustainability, Rudy Krol, AWS

  • 1. © 2022, Amazon Web Services, Inc. or its Affiliates. Rudy Krol Principal Sustainability Solutions Architect rudykrol@amazon.fr Optimizing architectures for Sustainability API Days, 15th December 2022
  • 2. 2023 SERIES OF EVENT New York May 16&17 Australia October 11&12 Singapore April 12&13 Helsinki & North June 5&6 Paris SEPTEMBER London November 15&16 June 28-30 SILICON VALLEY March 14&15 Dubai & Middle East February 22&23
  • 3. © 2022, Amazon Web Services, Inc. or its Affiliates. Customer AWS AWS is responsible for sustainability of the cloud Shared sustainability responsibility with AWS Data design & usage Software application design Platform deployments and scaling Data storage Code efficiency Utilization & scaling Servers Waste Building materials Data centers Electricity supply Cooling Water AWS Global Infrastructure Customer is responsible for sustainability in the cloud
  • 4. © 2022, Amazon Web Services, Inc. or its Affiliates. Customer AWS AWS is responsible for sustainability of the cloud Customer is responsible for sustainability in the cloud The sustainability responsibility of the cloud AWS Global Infrastructure Data design & usage Software application design Platform deployments and scaling Data storage Code efficiency Utilization & scaling Servers Waste Building materials Data centers Electricity supply Cooling Water
  • 5. © 2022, Amazon Web Services, Inc. or its Affiliates. Water stewardship: evaporative cooling, recycled water, and onsite water treatment Renewable energy to power data centers Removing central UPS reduces energy conversions, optimizations on the racks reduce energy use New data center construction incorporates use of low-carbon concrete AWS Graviton processors use up to 60% less energy for same performance than comparable instances Amazon Sustainability Data Initiative (ASDI) provides free access to satellite data and climate models AWS journey highlights
  • 6. © 2022, Amazon Web Services, Inc. or its Affiliates. The sustainability responsibility in the cloud Customer AWS AWS is responsible for sustainability of the cloud Data Design & Usage Software Application Design Platform Deployments and Scaling Data Storage Code Efficiency Utilization & Scaling AWS Global Infrastructure Customer is responsible for sustainability in the cloud Servers Waste Building materials Data centers Electricity supply Cooling Water
  • 7. © 2022, Amazon Web Services, Inc. or its Affiliates. BUSINESS NEED Time to value for feature sustainable delivery of products O P E R A T I O N A L E X C E L L E N C E S E C U R I T Y R E L I A B I L I T Y P E R F O R M A N C E E F F I C I E N C Y C O S T O P T I M I Z A T I O N S U S T A I N A B I L I T Y THE SIX WELL ARCHITECTED PILLARS What do we optimize architectures for?
  • 8. © 2022, Amazon Web Services, Inc. or its Affiliates. Sustainability in the cloud is a continuous, focused effort on energy reduction and efficiency across all components of a workload
  • 9. © 2022, Amazon Web Services, Inc. or its Affiliates. Identify targets for improvement Evaluate specific improvements Prioritize and plan improvements Test and validate improvements Deploy changes to production Measure results and replicate successes Improvement process Monitor Goals 1 2 3 4 5 6
  • 10. © 2022, Amazon Web Services, Inc. or its Affiliates. Resources Unit of work Normalize sustainability KPIs to make them comparable
  • 11. © 2022, Amazon Web Services, Inc. or its Affiliates. Best practices from the Sustainability Pillar User behavior Data Software and architecture Hardware Development and deployment process Region selection
  • 12. © 2022, Amazon Web Services, Inc. or its Affiliates. Region selection Select AWS Regions near AWS renewable energy projects Select AWS Regions where carbon intensity is low
  • 13. © 2022, Amazon Web Services, Inc. or its Affiliates. AWS Regions selection based on market-based method AWS Regions powered by over 95% renewable energy in 2021 US East (Northern Virginia) GovCloud (US-East) US East (Ohio) US West (Oregon) GovCloud (US-West) US West (Northern California) Canada (Central) Europe (Ireland) Europe (Frankfurt) Europe (London) Europe (Milan) Europe (Paris) Europe (Stockholm) Renewable Energy Methodology
  • 14. © 2022, Amazon Web Services, Inc. or its Affiliates. User behaviour patterns Scale infrastructure with user load Align service level agreements (SLAs) with sustainability goals Eliminate the creation and maintenance of unused assets Optimize the geographic placement of your workloads for user locations Optimize team member resources for the activities performed
  • 15. © 2022, Amazon Web Services, Inc. or its Affiliates. May reduce cost Small increase in response time Reduction in overall impact Architectural recommendation
  • 16. © 2022, Amazon Web Services, Inc. or its Affiliates. Software patterns Optimize software and architecture for asynchronous and scheduled jobs Remove or refactor workload components with low or no use Optimize the areas of your code that consume the most time or resources Optimize impact on customer devices and equipment Use software patterns and architectures that best support your data access and storage patterns
  • 18. © 2022, Amazon Web Services, Inc. or its Affiliates. Tenable infrastructure savings
  • 19. © 2022, Amazon Web Services, Inc. or its Affiliates. Hardware patterns Use the minimum amount of hardware to meet your needs Use the instance types that meet your requirements with the least impact Use managed services Optimize your use of GPUs
  • 20. © 2022, Amazon Web Services, Inc. or its Affiliates. AWS managed services supporting Graviton2 Amazon DocumentDB Amazon Aurora Amazon RDS Amazon Elasticache Amazon OpenSearch Amazon EMR AWS Lambda AWS Fargate Amazon FSx for Lustre, Open ZFS Amazon MemoryDB Databases Analytics Compute Storage Amazon Neptune AWS Elastic Beanstalk
  • 21. © 2022, Amazon Web Services, Inc. or its Affiliates. Data patterns Implement a data classification policy Use technologies that best support your data access and storage patterns Use lifecycle policies to automatically delete unnecessary data Minimize overprovisioning in block storage Remove unneeded or redundant data Use shared file systems or object storage to access common data Minimize data movement across networks Only backup data when it would be more impactful, or impossible, to recreate
  • 22. © 2022, Amazon Web Services, Inc. or its Affiliates. Hot Warm Cold Deleted S3 Standard Active data Millisecond access > 3 AZ S3 Standard-IA Inactive data Millisecond access > 3 AZ S3 One Zone-IA Inactive data Millisecond access 1 AZ S3 Glacier Archive data Minutes to hours > 3 AZ S3 Glacier Deep Archive Archive data Hours access > 3 AZ Useless data 0 AZ Pick a lower impact storage class Use Intelligent Tiering to optimize for you – Example Amazon S3:
  • 23. © 2022, Amazon Web Services, Inc. or its Affiliates. Development and deployment process Adopt development and testing methods that allow rapid introduction of potential sustainability improvements Keep your workload up to date Increase the utilization of your build environments Use managed device farms for testing
  • 24. © 2022, Amazon Web Services, Inc. or its Affiliates. https://aws.amazon.com/architecture/well-architected/
  • 25. © 2022, Amazon Web Services, Inc. or its Affiliates. Thank you! Rudy Krol Principal Sustainability Solutions Architect rudykrol@amazon.fr