SlideShare a Scribd company logo
1 of 37
MICROSERVICES IN REALITY:
INCEPTION
Dmitry Petukhov / Upwork Mobile API
dpetukhov@provectus.com
What are
Microservices
?
Features Known
● modularity a step towards clean architecture
● single responsibility principle SOLID app!
● distributed deployment model scalable app!
● full isolation of:
○ teams and backlogs bye 30-min meetings!
○ versioning CI increments it when needed
○ repositories a repo per module is faultless
○ documentation small separated docs
○ CI servers concurrent build of everything
○ hardware isolation of JVMs and instances
Microservices
vs
monoliths
Monolith
”$ pidof java
9927 2151
$ ps aux | grep -v grep | grep java | awk '{print $2}'
9927
2151
Microservice
- Milen Dyankov / Liferay, JPoint 2017
Common Idea
Microservices in
J2EE containers?
● Glassfish
● JBoss / WildFly
● WebSphere
● WebLogic etc.
Microservices = SOA -
- ESB - SOAP
- centralized DB/mgmt
- fixed vendors
+ REST/HTTP + CI/CD + DevOps
+ cross-language + containerization
+ Cloud/PaaS
- Arun Gupta / AWS
”
Microservices
on modular
platforms?
● OSGi containers
● JBoss Modules
Why use
microservices
?
Benefits of Microservices
● Independent of languages true polyglot programming
● Independent of frameworks choose best for purpose
● Independent of datasources SQL, NoSQL, files, streams
● Independent of other microservices except contracts
● Independent of UI frontend guys don't even know you
● Asynchronous speed up your system X times
● Observable monitoring, logging, tracing
● Testable embraces automated testing
What People Say
Microservices
reduce
complexity!
...do they?
Under the Hood
– Complexity reduced!
Companies Evolved To Microservices
● Google
● Netflix
● eBay
● Amazon
● Facebook
Are you
operating on
the same
scale?
● PayPal
● Twitter
● Walmart
● Spotify
● LinkedIn
Monolith First / Martin Fowler
Don't Start With A Monolith / Stefan Tilkov
Microservices vs Modularity / Milen Dyankov
Milen Dyankov -
Microservices and
Modularity or the difference
between treatment and cure!
JUG .ru
149 views
Uploaded on May 4, 2017
1:02:08
How we do
microservices
at Upwork
Upwork Mission
1 2
3
14M
users
Upwork in Numbers
300
services
30
teams
Mobile API is presented by
2teams and 11 services
Upwork Mobile API
Technology stack
Guice
REST API
● Server-side query engine greatly enriches plain REST
● CQRS segregation supports queries and mutations
● Sync/async execution even better in GraphQL 5.0
● Schema as documentation yet another doc for your API
Service security
Business Access
Permissions
● Authentication (401)
● Authorization (403)
● Session management (SSO)
● OAuth 2.0
● JWT authorization tokens
● Role-based access
● Group-based access
● User-based access
Resilience
● Fault-tolerance with fallback no more cascading failures
● Repeatable commands configurable
● Sync/async/reactive execution thanks to RxJava!
● Latency metrics for each call
● Web dashboard see problems on circuits instantly
Inter-service communication
● Cross-language support
● Lightweight serialization
● Binary protocols
Apache Thrift
Logging
+ Transparent logging unique request ID across the system
+ All services have logs from API Gateway to DB workers
+ 2K requests/sec ~10K log entries per second
+ Automated request logging on every Hystrix call
Monitoring and tracing
+ Hystrix metrics and healtchecks built-in
+ Dropwizard metrics and healthchecks built-in
+ Brave/Zipkin tracing request timespans
+ Metrix from JVM threads, GC, memory, NIO buffers etc.
+ Custom endpoints /ping, /properties etc.
+ AWS monitoring Cloudwatch, RDS, Asgard etc.
+ 3rd party monitoring Kafka/Hermes, RMQ, Icinga,
Configuration
Static
● Source configuration files
● Jenkins configurations for
build & deployment
Dynamic
● Git repos for dynamic settings
● Endpoints to rewrite dynamic
settings
Testing
● API unit- and IT tests JUnit/Mockito/TestNG
● API load testing JMeter
● API regression testing Chakram JS
● Manual testing
Data storages
Documentation
1GraphQL API Doc 2Swagger UI Doc
upstream
requests
downstream
request
Request Processing
Jersey
endpoints
Handler
A
Handler
B
Handler
C
Operation
Handlers
Service A
Service B1
Service B2
Business
Services
Service C
Upstream
Commands
GraphQL
engine
Single-
threaded
strategy
Multi-
threaded
strategy
Resource
A
Resource
B
Resource
C
Management Console
Thank you!
from monolith to microservices
metrics, monitoring, logging
eventual consistency
transactionality
data sources
blue/green
documentation
runtime dependencies
source code dependencies
static and dynamic configuration
introducing new microservices
splitting existing service
service discovery
loadbalancing
security
resilience
fault-tolerance
invocation retries
asynchronous communication
dynamic request routing (fallbacks)
Q & A

More Related Content

What's hot

Microservices with NGINX pdf
Microservices with NGINX pdfMicroservices with NGINX pdf
Microservices with NGINX pdfKatherine Bagood
 
Putting The 'M' In MBaaS—Red Hat Mobile Client Development Platform (Jay Balu...
Putting The 'M' In MBaaS—Red Hat Mobile Client Development Platform (Jay Balu...Putting The 'M' In MBaaS—Red Hat Mobile Client Development Platform (Jay Balu...
Putting The 'M' In MBaaS—Red Hat Mobile Client Development Platform (Jay Balu...Red Hat Developers
 
IPaaS 2.0: Fuse Integration Services (Robert Davies & Keith Babo)
IPaaS 2.0: Fuse Integration Services (Robert Davies & Keith Babo)IPaaS 2.0: Fuse Integration Services (Robert Davies & Keith Babo)
IPaaS 2.0: Fuse Integration Services (Robert Davies & Keith Babo)Red Hat Developers
 
Technical introduction to Hyperledger's Fabric
Technical introduction to Hyperledger's FabricTechnical introduction to Hyperledger's Fabric
Technical introduction to Hyperledger's FabricAltoros
 
The elegant way of implementing microservices with istio
The elegant way of implementing microservices with istioThe elegant way of implementing microservices with istio
The elegant way of implementing microservices with istioInho Kang
 
NGINX Unit at Scale: Use Cases and the Future of Unit
NGINX Unit at Scale: Use Cases and the Future of UnitNGINX Unit at Scale: Use Cases and the Future of Unit
NGINX Unit at Scale: Use Cases and the Future of UnitNGINX, Inc.
 
Communication Amongst Microservices: Kubernetes, Istio, and Spring Cloud - An...
Communication Amongst Microservices: Kubernetes, Istio, and Spring Cloud - An...Communication Amongst Microservices: Kubernetes, Istio, and Spring Cloud - An...
Communication Amongst Microservices: Kubernetes, Istio, and Spring Cloud - An...VMware Tanzu
 
Microservices with Spring Cloud
Microservices with Spring CloudMicroservices with Spring Cloud
Microservices with Spring CloudWilder Rodrigues
 
API Workloads on Kubernetes | Show Code Part 4
API Workloads on Kubernetes | Show Code Part 4API Workloads on Kubernetes | Show Code Part 4
API Workloads on Kubernetes | Show Code Part 4NGINX, Inc.
 
Secure Credential Management with CredHub - DaShaun Carter & Sharath Sahadevan
Secure Credential Management with CredHub - DaShaun Carter & Sharath Sahadevan Secure Credential Management with CredHub - DaShaun Carter & Sharath Sahadevan
Secure Credential Management with CredHub - DaShaun Carter & Sharath Sahadevan VMware Tanzu
 
Microservices:
 The phantom menace
. Istio Service Mesh: 
the new hope
Microservices:
 The phantom menace
. Istio Service Mesh: 
the new hopeMicroservices:
 The phantom menace
. Istio Service Mesh: 
the new hope
Microservices:
 The phantom menace
. Istio Service Mesh: 
the new hopeSergii Bishyr
 
Secure, Strengthen, Automate, and Scale Modern Workloads with Red Hat & NGINX
Secure, Strengthen, Automate, and Scale Modern Workloads with Red Hat & NGINXSecure, Strengthen, Automate, and Scale Modern Workloads with Red Hat & NGINX
Secure, Strengthen, Automate, and Scale Modern Workloads with Red Hat & NGINXNGINX, Inc.
 
stackconf 2021 | Continuous Security – integrating security into your pipelines
stackconf 2021 | Continuous Security – integrating security into your pipelinesstackconf 2021 | Continuous Security – integrating security into your pipelines
stackconf 2021 | Continuous Security – integrating security into your pipelinesNETWAYS
 
Application Rollout - Istio
Application Rollout - Istio Application Rollout - Istio
Application Rollout - Istio Mandar Jog
 
Istio : Service Mesh
Istio : Service MeshIstio : Service Mesh
Istio : Service MeshKnoldus Inc.
 
Managing Microservices traffic using Istio
Managing Microservices traffic using IstioManaging Microservices traffic using Istio
Managing Microservices traffic using IstioArun prasath
 
Mastering Secrets Management in Rundeck
Mastering Secrets Management in RundeckMastering Secrets Management in Rundeck
Mastering Secrets Management in RundeckRundeck
 

What's hot (20)

Microservices with NGINX pdf
Microservices with NGINX pdfMicroservices with NGINX pdf
Microservices with NGINX pdf
 
Putting The 'M' In MBaaS—Red Hat Mobile Client Development Platform (Jay Balu...
Putting The 'M' In MBaaS—Red Hat Mobile Client Development Platform (Jay Balu...Putting The 'M' In MBaaS—Red Hat Mobile Client Development Platform (Jay Balu...
Putting The 'M' In MBaaS—Red Hat Mobile Client Development Platform (Jay Balu...
 
IPaaS 2.0: Fuse Integration Services (Robert Davies & Keith Babo)
IPaaS 2.0: Fuse Integration Services (Robert Davies & Keith Babo)IPaaS 2.0: Fuse Integration Services (Robert Davies & Keith Babo)
IPaaS 2.0: Fuse Integration Services (Robert Davies & Keith Babo)
 
VipCoin
VipCoinVipCoin
VipCoin
 
Technical introduction to Hyperledger's Fabric
Technical introduction to Hyperledger's FabricTechnical introduction to Hyperledger's Fabric
Technical introduction to Hyperledger's Fabric
 
The elegant way of implementing microservices with istio
The elegant way of implementing microservices with istioThe elegant way of implementing microservices with istio
The elegant way of implementing microservices with istio
 
WILD microSERVICES v2
WILD microSERVICES v2WILD microSERVICES v2
WILD microSERVICES v2
 
NGINX Unit at Scale: Use Cases and the Future of Unit
NGINX Unit at Scale: Use Cases and the Future of UnitNGINX Unit at Scale: Use Cases and the Future of Unit
NGINX Unit at Scale: Use Cases and the Future of Unit
 
Communication Amongst Microservices: Kubernetes, Istio, and Spring Cloud - An...
Communication Amongst Microservices: Kubernetes, Istio, and Spring Cloud - An...Communication Amongst Microservices: Kubernetes, Istio, and Spring Cloud - An...
Communication Amongst Microservices: Kubernetes, Istio, and Spring Cloud - An...
 
Microservices with Spring Cloud
Microservices with Spring CloudMicroservices with Spring Cloud
Microservices with Spring Cloud
 
Istio
Istio Istio
Istio
 
API Workloads on Kubernetes | Show Code Part 4
API Workloads on Kubernetes | Show Code Part 4API Workloads on Kubernetes | Show Code Part 4
API Workloads on Kubernetes | Show Code Part 4
 
Secure Credential Management with CredHub - DaShaun Carter & Sharath Sahadevan
Secure Credential Management with CredHub - DaShaun Carter & Sharath Sahadevan Secure Credential Management with CredHub - DaShaun Carter & Sharath Sahadevan
Secure Credential Management with CredHub - DaShaun Carter & Sharath Sahadevan
 
Microservices:
 The phantom menace
. Istio Service Mesh: 
the new hope
Microservices:
 The phantom menace
. Istio Service Mesh: 
the new hopeMicroservices:
 The phantom menace
. Istio Service Mesh: 
the new hope
Microservices:
 The phantom menace
. Istio Service Mesh: 
the new hope
 
Secure, Strengthen, Automate, and Scale Modern Workloads with Red Hat & NGINX
Secure, Strengthen, Automate, and Scale Modern Workloads with Red Hat & NGINXSecure, Strengthen, Automate, and Scale Modern Workloads with Red Hat & NGINX
Secure, Strengthen, Automate, and Scale Modern Workloads with Red Hat & NGINX
 
stackconf 2021 | Continuous Security – integrating security into your pipelines
stackconf 2021 | Continuous Security – integrating security into your pipelinesstackconf 2021 | Continuous Security – integrating security into your pipelines
stackconf 2021 | Continuous Security – integrating security into your pipelines
 
Application Rollout - Istio
Application Rollout - Istio Application Rollout - Istio
Application Rollout - Istio
 
Istio : Service Mesh
Istio : Service MeshIstio : Service Mesh
Istio : Service Mesh
 
Managing Microservices traffic using Istio
Managing Microservices traffic using IstioManaging Microservices traffic using Istio
Managing Microservices traffic using Istio
 
Mastering Secrets Management in Rundeck
Mastering Secrets Management in RundeckMastering Secrets Management in Rundeck
Mastering Secrets Management in Rundeck
 

Similar to Dmitry Petukhov (Provectus): "МИКРОСЕРВИСЫ НА ПРАКТИКЕ. НАЧАЛО."

Deep Dive into dockerized Microservices
Deep Dive into dockerized MicroservicesDeep Dive into dockerized Microservices
Deep Dive into dockerized Microservicesinovex GmbH
 
Azure app service to create web and mobile apps
Azure app service to create web and mobile appsAzure app service to create web and mobile apps
Azure app service to create web and mobile appsKen Cenerelli
 
UtrechtJUG_Exploring statefulmicroservices in a cloud-native world.pptx
UtrechtJUG_Exploring statefulmicroservices in a cloud-native world.pptxUtrechtJUG_Exploring statefulmicroservices in a cloud-native world.pptx
UtrechtJUG_Exploring statefulmicroservices in a cloud-native world.pptxGrace Jansen
 
400.RED HAT OPENSHIFT APPLICATION RUNTIMES(RHOAR) 를 활용한 Cloud Native App 전환
400.RED HAT OPENSHIFT APPLICATION RUNTIMES(RHOAR) 를 활용한 Cloud Native App 전환400.RED HAT OPENSHIFT APPLICATION RUNTIMES(RHOAR) 를 활용한 Cloud Native App 전환
400.RED HAT OPENSHIFT APPLICATION RUNTIMES(RHOAR) 를 활용한 Cloud Native App 전환Opennaru, inc.
 
Acme Freight: Developing Microservices and APIs on Bluemix
Acme Freight: Developing Microservices and APIs on BluemixAcme Freight: Developing Microservices and APIs on Bluemix
Acme Freight: Developing Microservices and APIs on BluemixJoe Sepi
 
From a monolith to microservices + REST: The evolution of LinkedIn's architec...
From a monolith to microservices + REST: The evolution of LinkedIn's architec...From a monolith to microservices + REST: The evolution of LinkedIn's architec...
From a monolith to microservices + REST: The evolution of LinkedIn's architec...Karan Parikh
 
DevoxxBelgium_StatefulCloud.pptx
DevoxxBelgium_StatefulCloud.pptxDevoxxBelgium_StatefulCloud.pptx
DevoxxBelgium_StatefulCloud.pptxGrace Jansen
 
introduction to micro services
introduction to micro servicesintroduction to micro services
introduction to micro servicesSpyros Lambrinidis
 
PCF2.2 update mkim_201807
PCF2.2 update mkim_201807PCF2.2 update mkim_201807
PCF2.2 update mkim_201807minseok kim
 
[WSO2 API Day Dallas 2019] Extending Service Mesh with API Management
[WSO2 API Day Dallas 2019] Extending Service Mesh with API Management[WSO2 API Day Dallas 2019] Extending Service Mesh with API Management
[WSO2 API Day Dallas 2019] Extending Service Mesh with API ManagementWSO2
 
Containers and microservices create new performance challenges kowall - app...
Containers and microservices create new performance challenges   kowall - app...Containers and microservices create new performance challenges   kowall - app...
Containers and microservices create new performance challenges kowall - app...Jonah Kowall
 
AppSphere 15 - Containers and Microservices Create New Performance Challenges
AppSphere 15 - Containers and Microservices Create New Performance ChallengesAppSphere 15 - Containers and Microservices Create New Performance Challenges
AppSphere 15 - Containers and Microservices Create New Performance ChallengesAppDynamics
 
Cloudify your applications: microservices and beyond
Cloudify your applications: microservices and beyondCloudify your applications: microservices and beyond
Cloudify your applications: microservices and beyondUgo Landini
 
20170209 dev day-websites_vs_cloudservices_vsservicefabric_scenarios
20170209 dev day-websites_vs_cloudservices_vsservicefabric_scenarios20170209 dev day-websites_vs_cloudservices_vsservicefabric_scenarios
20170209 dev day-websites_vs_cloudservices_vsservicefabric_scenariosRicardo González
 
Lean Microservices with OSGi - Christian Schneider
Lean Microservices with OSGi - Christian SchneiderLean Microservices with OSGi - Christian Schneider
Lean Microservices with OSGi - Christian Schneidermfrancis
 
The Role of IAM in Microservices
The Role of IAM in MicroservicesThe Role of IAM in Microservices
The Role of IAM in MicroservicesWSO2
 
Microservice Pattern Launguage
Microservice Pattern LaunguageMicroservice Pattern Launguage
Microservice Pattern LaunguageInho Kang
 
Introduction to event based microservices
Introduction to event based microservicesIntroduction to event based microservices
Introduction to event based microservicesGrigoris Grigoriadis
 
The Role of Data Virtualization in an API Economy
The Role of Data Virtualization in an API EconomyThe Role of Data Virtualization in an API Economy
The Role of Data Virtualization in an API EconomyDenodo
 

Similar to Dmitry Petukhov (Provectus): "МИКРОСЕРВИСЫ НА ПРАКТИКЕ. НАЧАЛО." (20)

Deep Dive into dockerized Microservices
Deep Dive into dockerized MicroservicesDeep Dive into dockerized Microservices
Deep Dive into dockerized Microservices
 
Azure app service to create web and mobile apps
Azure app service to create web and mobile appsAzure app service to create web and mobile apps
Azure app service to create web and mobile apps
 
UtrechtJUG_Exploring statefulmicroservices in a cloud-native world.pptx
UtrechtJUG_Exploring statefulmicroservices in a cloud-native world.pptxUtrechtJUG_Exploring statefulmicroservices in a cloud-native world.pptx
UtrechtJUG_Exploring statefulmicroservices in a cloud-native world.pptx
 
400.RED HAT OPENSHIFT APPLICATION RUNTIMES(RHOAR) 를 활용한 Cloud Native App 전환
400.RED HAT OPENSHIFT APPLICATION RUNTIMES(RHOAR) 를 활용한 Cloud Native App 전환400.RED HAT OPENSHIFT APPLICATION RUNTIMES(RHOAR) 를 활용한 Cloud Native App 전환
400.RED HAT OPENSHIFT APPLICATION RUNTIMES(RHOAR) 를 활용한 Cloud Native App 전환
 
Acme Freight: Developing Microservices and APIs on Bluemix
Acme Freight: Developing Microservices and APIs on BluemixAcme Freight: Developing Microservices and APIs on Bluemix
Acme Freight: Developing Microservices and APIs on Bluemix
 
From a monolith to microservices + REST: The evolution of LinkedIn's architec...
From a monolith to microservices + REST: The evolution of LinkedIn's architec...From a monolith to microservices + REST: The evolution of LinkedIn's architec...
From a monolith to microservices + REST: The evolution of LinkedIn's architec...
 
DevoxxBelgium_StatefulCloud.pptx
DevoxxBelgium_StatefulCloud.pptxDevoxxBelgium_StatefulCloud.pptx
DevoxxBelgium_StatefulCloud.pptx
 
introduction to micro services
introduction to micro servicesintroduction to micro services
introduction to micro services
 
PCF2.2 update mkim_201807
PCF2.2 update mkim_201807PCF2.2 update mkim_201807
PCF2.2 update mkim_201807
 
[WSO2 API Day Dallas 2019] Extending Service Mesh with API Management
[WSO2 API Day Dallas 2019] Extending Service Mesh with API Management[WSO2 API Day Dallas 2019] Extending Service Mesh with API Management
[WSO2 API Day Dallas 2019] Extending Service Mesh with API Management
 
Containers and microservices create new performance challenges kowall - app...
Containers and microservices create new performance challenges   kowall - app...Containers and microservices create new performance challenges   kowall - app...
Containers and microservices create new performance challenges kowall - app...
 
AppSphere 15 - Containers and Microservices Create New Performance Challenges
AppSphere 15 - Containers and Microservices Create New Performance ChallengesAppSphere 15 - Containers and Microservices Create New Performance Challenges
AppSphere 15 - Containers and Microservices Create New Performance Challenges
 
Cloudify your applications: microservices and beyond
Cloudify your applications: microservices and beyondCloudify your applications: microservices and beyond
Cloudify your applications: microservices and beyond
 
20170209 dev day-websites_vs_cloudservices_vsservicefabric_scenarios
20170209 dev day-websites_vs_cloudservices_vsservicefabric_scenarios20170209 dev day-websites_vs_cloudservices_vsservicefabric_scenarios
20170209 dev day-websites_vs_cloudservices_vsservicefabric_scenarios
 
Lean Microservices with OSGi - Christian Schneider
Lean Microservices with OSGi - Christian SchneiderLean Microservices with OSGi - Christian Schneider
Lean Microservices with OSGi - Christian Schneider
 
The Role of IAM in Microservices
The Role of IAM in MicroservicesThe Role of IAM in Microservices
The Role of IAM in Microservices
 
Microservice Pattern Launguage
Microservice Pattern LaunguageMicroservice Pattern Launguage
Microservice Pattern Launguage
 
Introduction to event based microservices
Introduction to event based microservicesIntroduction to event based microservices
Introduction to event based microservices
 
linkerd.pdf
linkerd.pdflinkerd.pdf
linkerd.pdf
 
The Role of Data Virtualization in an API Economy
The Role of Data Virtualization in an API EconomyThe Role of Data Virtualization in an API Economy
The Role of Data Virtualization in an API Economy
 

More from Provectus

Choosing the right IDP Solution
Choosing the right IDP SolutionChoosing the right IDP Solution
Choosing the right IDP SolutionProvectus
 
Intelligent Document Processing in Healthcare. Choosing the Right Solutions.
Intelligent Document Processing in Healthcare. Choosing the Right Solutions.Intelligent Document Processing in Healthcare. Choosing the Right Solutions.
Intelligent Document Processing in Healthcare. Choosing the Right Solutions.Provectus
 
Choosing the Right Document Processing Solution for Healthcare Organizations
Choosing the Right Document Processing Solution for Healthcare OrganizationsChoosing the Right Document Processing Solution for Healthcare Organizations
Choosing the Right Document Processing Solution for Healthcare OrganizationsProvectus
 
MLOps and Data Quality: Deploying Reliable ML Models in Production
MLOps and Data Quality: Deploying Reliable ML Models in ProductionMLOps and Data Quality: Deploying Reliable ML Models in Production
MLOps and Data Quality: Deploying Reliable ML Models in ProductionProvectus
 
AI Stack on AWS: Amazon SageMaker and Beyond
AI Stack on AWS: Amazon SageMaker and BeyondAI Stack on AWS: Amazon SageMaker and Beyond
AI Stack on AWS: Amazon SageMaker and BeyondProvectus
 
Feature Store as a Data Foundation for Machine Learning
Feature Store as a Data Foundation for Machine LearningFeature Store as a Data Foundation for Machine Learning
Feature Store as a Data Foundation for Machine LearningProvectus
 
MLOps and Reproducible ML on AWS with Kubeflow and SageMaker
MLOps and Reproducible ML on AWS with Kubeflow and SageMakerMLOps and Reproducible ML on AWS with Kubeflow and SageMaker
MLOps and Reproducible ML on AWS with Kubeflow and SageMakerProvectus
 
Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMR
Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMRCost Optimization for Apache Hadoop/Spark Workloads with Amazon EMR
Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMRProvectus
 
ODSC webinar "Kubeflow, MLFlow and Beyond — augmenting ML delivery" Stepan Pu...
ODSC webinar "Kubeflow, MLFlow and Beyond — augmenting ML delivery" Stepan Pu...ODSC webinar "Kubeflow, MLFlow and Beyond — augmenting ML delivery" Stepan Pu...
ODSC webinar "Kubeflow, MLFlow and Beyond — augmenting ML delivery" Stepan Pu...Provectus
 
"Building a Modern Data platform in the Cloud", Alex Casalboni, AWS Dev Day K...
"Building a Modern Data platform in the Cloud", Alex Casalboni, AWS Dev Day K..."Building a Modern Data platform in the Cloud", Alex Casalboni, AWS Dev Day K...
"Building a Modern Data platform in the Cloud", Alex Casalboni, AWS Dev Day K...Provectus
 
"How to build a global serverless service", Alex Casalboni, AWS Dev Day Kyiv ...
"How to build a global serverless service", Alex Casalboni, AWS Dev Day Kyiv ..."How to build a global serverless service", Alex Casalboni, AWS Dev Day Kyiv ...
"How to build a global serverless service", Alex Casalboni, AWS Dev Day Kyiv ...Provectus
 
"Automating AWS Infrastructure with PowerShell", Martin Beeby, AWS Dev Day Ky...
"Automating AWS Infrastructure with PowerShell", Martin Beeby, AWS Dev Day Ky..."Automating AWS Infrastructure with PowerShell", Martin Beeby, AWS Dev Day Ky...
"Automating AWS Infrastructure with PowerShell", Martin Beeby, AWS Dev Day Ky...Provectus
 
"Analyzing your web and application logs", Javier Ramirez, AWS Dev Day Kyiv 2...
"Analyzing your web and application logs", Javier Ramirez, AWS Dev Day Kyiv 2..."Analyzing your web and application logs", Javier Ramirez, AWS Dev Day Kyiv 2...
"Analyzing your web and application logs", Javier Ramirez, AWS Dev Day Kyiv 2...Provectus
 
"Resiliency and Availability Design Patterns for the Cloud", Sebastien Storma...
"Resiliency and Availability Design Patterns for the Cloud", Sebastien Storma..."Resiliency and Availability Design Patterns for the Cloud", Sebastien Storma...
"Resiliency and Availability Design Patterns for the Cloud", Sebastien Storma...Provectus
 
"Architecting SaaS solutions on AWS", Oleksandr Mykhalchuk, AWS Dev Day Kyiv ...
"Architecting SaaS solutions on AWS", Oleksandr Mykhalchuk, AWS Dev Day Kyiv ..."Architecting SaaS solutions on AWS", Oleksandr Mykhalchuk, AWS Dev Day Kyiv ...
"Architecting SaaS solutions on AWS", Oleksandr Mykhalchuk, AWS Dev Day Kyiv ...Provectus
 
"Developing with .NET Core on AWS", Martin Beeby, AWS Dev Day Kyiv 2019
"Developing with .NET Core on AWS", Martin Beeby, AWS Dev Day Kyiv 2019"Developing with .NET Core on AWS", Martin Beeby, AWS Dev Day Kyiv 2019
"Developing with .NET Core on AWS", Martin Beeby, AWS Dev Day Kyiv 2019Provectus
 
"How to build real-time backends", Martin Beeby, AWS Dev Day Kyiv 2019
"How to build real-time backends", Martin Beeby, AWS Dev Day Kyiv 2019"How to build real-time backends", Martin Beeby, AWS Dev Day Kyiv 2019
"How to build real-time backends", Martin Beeby, AWS Dev Day Kyiv 2019Provectus
 
"Integrate your front end apps with serverless backend in the cloud", Sebasti...
"Integrate your front end apps with serverless backend in the cloud", Sebasti..."Integrate your front end apps with serverless backend in the cloud", Sebasti...
"Integrate your front end apps with serverless backend in the cloud", Sebasti...Provectus
 
"Scaling ML from 0 to millions of users", Julien Simon, AWS Dev Day Kyiv 2019
"Scaling ML from 0 to millions of users", Julien Simon, AWS Dev Day Kyiv 2019"Scaling ML from 0 to millions of users", Julien Simon, AWS Dev Day Kyiv 2019
"Scaling ML from 0 to millions of users", Julien Simon, AWS Dev Day Kyiv 2019Provectus
 
How to implement authorization in your backend with AWS IAM
How to implement authorization in your backend with AWS IAMHow to implement authorization in your backend with AWS IAM
How to implement authorization in your backend with AWS IAMProvectus
 

More from Provectus (20)

Choosing the right IDP Solution
Choosing the right IDP SolutionChoosing the right IDP Solution
Choosing the right IDP Solution
 
Intelligent Document Processing in Healthcare. Choosing the Right Solutions.
Intelligent Document Processing in Healthcare. Choosing the Right Solutions.Intelligent Document Processing in Healthcare. Choosing the Right Solutions.
Intelligent Document Processing in Healthcare. Choosing the Right Solutions.
 
Choosing the Right Document Processing Solution for Healthcare Organizations
Choosing the Right Document Processing Solution for Healthcare OrganizationsChoosing the Right Document Processing Solution for Healthcare Organizations
Choosing the Right Document Processing Solution for Healthcare Organizations
 
MLOps and Data Quality: Deploying Reliable ML Models in Production
MLOps and Data Quality: Deploying Reliable ML Models in ProductionMLOps and Data Quality: Deploying Reliable ML Models in Production
MLOps and Data Quality: Deploying Reliable ML Models in Production
 
AI Stack on AWS: Amazon SageMaker and Beyond
AI Stack on AWS: Amazon SageMaker and BeyondAI Stack on AWS: Amazon SageMaker and Beyond
AI Stack on AWS: Amazon SageMaker and Beyond
 
Feature Store as a Data Foundation for Machine Learning
Feature Store as a Data Foundation for Machine LearningFeature Store as a Data Foundation for Machine Learning
Feature Store as a Data Foundation for Machine Learning
 
MLOps and Reproducible ML on AWS with Kubeflow and SageMaker
MLOps and Reproducible ML on AWS with Kubeflow and SageMakerMLOps and Reproducible ML on AWS with Kubeflow and SageMaker
MLOps and Reproducible ML on AWS with Kubeflow and SageMaker
 
Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMR
Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMRCost Optimization for Apache Hadoop/Spark Workloads with Amazon EMR
Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMR
 
ODSC webinar "Kubeflow, MLFlow and Beyond — augmenting ML delivery" Stepan Pu...
ODSC webinar "Kubeflow, MLFlow and Beyond — augmenting ML delivery" Stepan Pu...ODSC webinar "Kubeflow, MLFlow and Beyond — augmenting ML delivery" Stepan Pu...
ODSC webinar "Kubeflow, MLFlow and Beyond — augmenting ML delivery" Stepan Pu...
 
"Building a Modern Data platform in the Cloud", Alex Casalboni, AWS Dev Day K...
"Building a Modern Data platform in the Cloud", Alex Casalboni, AWS Dev Day K..."Building a Modern Data platform in the Cloud", Alex Casalboni, AWS Dev Day K...
"Building a Modern Data platform in the Cloud", Alex Casalboni, AWS Dev Day K...
 
"How to build a global serverless service", Alex Casalboni, AWS Dev Day Kyiv ...
"How to build a global serverless service", Alex Casalboni, AWS Dev Day Kyiv ..."How to build a global serverless service", Alex Casalboni, AWS Dev Day Kyiv ...
"How to build a global serverless service", Alex Casalboni, AWS Dev Day Kyiv ...
 
"Automating AWS Infrastructure with PowerShell", Martin Beeby, AWS Dev Day Ky...
"Automating AWS Infrastructure with PowerShell", Martin Beeby, AWS Dev Day Ky..."Automating AWS Infrastructure with PowerShell", Martin Beeby, AWS Dev Day Ky...
"Automating AWS Infrastructure with PowerShell", Martin Beeby, AWS Dev Day Ky...
 
"Analyzing your web and application logs", Javier Ramirez, AWS Dev Day Kyiv 2...
"Analyzing your web and application logs", Javier Ramirez, AWS Dev Day Kyiv 2..."Analyzing your web and application logs", Javier Ramirez, AWS Dev Day Kyiv 2...
"Analyzing your web and application logs", Javier Ramirez, AWS Dev Day Kyiv 2...
 
"Resiliency and Availability Design Patterns for the Cloud", Sebastien Storma...
"Resiliency and Availability Design Patterns for the Cloud", Sebastien Storma..."Resiliency and Availability Design Patterns for the Cloud", Sebastien Storma...
"Resiliency and Availability Design Patterns for the Cloud", Sebastien Storma...
 
"Architecting SaaS solutions on AWS", Oleksandr Mykhalchuk, AWS Dev Day Kyiv ...
"Architecting SaaS solutions on AWS", Oleksandr Mykhalchuk, AWS Dev Day Kyiv ..."Architecting SaaS solutions on AWS", Oleksandr Mykhalchuk, AWS Dev Day Kyiv ...
"Architecting SaaS solutions on AWS", Oleksandr Mykhalchuk, AWS Dev Day Kyiv ...
 
"Developing with .NET Core on AWS", Martin Beeby, AWS Dev Day Kyiv 2019
"Developing with .NET Core on AWS", Martin Beeby, AWS Dev Day Kyiv 2019"Developing with .NET Core on AWS", Martin Beeby, AWS Dev Day Kyiv 2019
"Developing with .NET Core on AWS", Martin Beeby, AWS Dev Day Kyiv 2019
 
"How to build real-time backends", Martin Beeby, AWS Dev Day Kyiv 2019
"How to build real-time backends", Martin Beeby, AWS Dev Day Kyiv 2019"How to build real-time backends", Martin Beeby, AWS Dev Day Kyiv 2019
"How to build real-time backends", Martin Beeby, AWS Dev Day Kyiv 2019
 
"Integrate your front end apps with serverless backend in the cloud", Sebasti...
"Integrate your front end apps with serverless backend in the cloud", Sebasti..."Integrate your front end apps with serverless backend in the cloud", Sebasti...
"Integrate your front end apps with serverless backend in the cloud", Sebasti...
 
"Scaling ML from 0 to millions of users", Julien Simon, AWS Dev Day Kyiv 2019
"Scaling ML from 0 to millions of users", Julien Simon, AWS Dev Day Kyiv 2019"Scaling ML from 0 to millions of users", Julien Simon, AWS Dev Day Kyiv 2019
"Scaling ML from 0 to millions of users", Julien Simon, AWS Dev Day Kyiv 2019
 
How to implement authorization in your backend with AWS IAM
How to implement authorization in your backend with AWS IAMHow to implement authorization in your backend with AWS IAM
How to implement authorization in your backend with AWS IAM
 

Recently uploaded

Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessPixlogix Infotech
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 

Recently uploaded (20)

Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 

Dmitry Petukhov (Provectus): "МИКРОСЕРВИСЫ НА ПРАКТИКЕ. НАЧАЛО."