SlideShare a Scribd company logo
Microservice Scars:
Lessons we learnt
Abhaya Chauhan
@AbhayaChauhan
www.abhayachauhan.com
Joshua Toth
@TothJoshuaJ
Question Policy
Let’s go on a
Journey
Context
PageUp
Context
Talent
Management
SaaS
Context
100% Cloud
based
AWS + Azure
Context
19 years
Context
25% growth
year on year
Context
PageUp =
Market Leaders
Context
The Monolith
Context
Fragility
The Monolith
Context
Agility
The Monolith
Context
Complexity
The Monolith
Context
Innovation
The Monolith
Context
Deployment
The Monolith
Context
Production
Hardened
The Monolith
Context
#Scale
Context
Large Projects
Context
Big Rewrite
Context
If you can’t build a monolith,
what makes you think
microservices are the answer?
Simon Brown
Context
First rule of Distributed
Computing
Context
Don’t do it.
Context
Why
Microservices?
Context
Reduce time
to market
Context
Reduce
blast radius
Context
Enable
Evolutionary
Architecture
Context
Microservice Scars - Alt.net 2hr
Sprint Zero
Decisions
Sprint Zero
The stack
Sprint Zero
Sprint Zero
Sprint Zero
Frontend
Sprint Zero
Backend
Frontend
Sprint Zero
Backend
DB
Frontend
Sprint Zero
Elastic
Beanstalk
S3
.Net
Sprint Zero
Self hosted
Sprint Zero
Angular
Sprint Zero
DynamoDB
Sprint Zero
Pact
Sprint Zero
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Infancy
Sprint Zero
Limitations
Sprint Zero
Investment
Sprint Zero
Deployment
Sprint Zero
Continuous
Sprint Zero
Phabricator
Sprint Zero
Phabro slides
had to be
removed.
Please contact us
for any queries
Sprint Zero
Pipeline
Sprint Zero
Sprint Zero
Pipeline
Sprint Zero
Pipeline
Sprint Zero
F# Make (Fake)
Sprint Zero
Monolith Scripts
Sprint Zero
Sharing != caring
Sprint Zero
Clear separation
Sprint Zero
Development
Practices
Sprint Zero
TDD
Sprint Zero
BDD
Sprint Zero
Sprint Zero
Microservice Scars - Alt.net 2hr
Elastic Beanstalk
Microservice Scars - Alt.net 2hr
Full stack
Elastic Beanstalk
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Visualization
Elastic Beanstalk
Monitoring
Elastic Beanstalk
Monitoring
Elastic Beanstalk
Monitoring
Elastic Beanstalk
Monitoring
Elastic Beanstalk
Elastic Beanstalk
Elastic Beanstalk
Elastic Beanstalk
Rebuilds
Elastic Beanstalk
No Downtime
Elastic Beanstalk
The Hack
Elastic Beanstalk
Elastic Beanstalk
Elastic Beanstalk
Elastic Beanstalk
Speed
Elastic Beanstalk
Care
Elastic Beanstalk
Synchronization
Elastic Beanstalk
50 shades of
“fuck we can’t
roll this back”
Grey
Elastic Beanstalk
Scaling
Elastic Beanstalk
Authentication
IdentityServer3
(Locksmith)
OAuth2
Immediate return
OAuth2
Questions
Messaging
Microservice Scars - Alt.net 2hr
Messaging
Messaging
Messaging
Request
Response Pain
Messaging
Resource
intensive
Messaging
Fault Prone
Messaging
1 to 1
communication
Messaging
Event Driven
Architecture
Messaging
Webhooks
Messaging
Messaging
Messaging
:`(
Messaging
Queuing (SQS)
Messaging
Resource Intensive
Fault Prone
1 - many Communication
Messaging
Resource Intensive
Fault Prone
1 - many Communication
Messaging
Resource Intensive
Fault Prone
1 - many Communication
Messaging
Resource Intensive
Fault Prone
1 - many Communication
Messaging
Simple Notification
Service (SNS)
Messaging
Push messages
Messaging
Mobile Devices
Messaging
Mobile Devices
SMS
Messaging
Mobile Devices
SMS
Emails
Messaging
Mobile Devices
SMS
Emails
HTTP Endpoints
Messaging
Mobile Devices
SMS
Emails
HTTP Endpoints
Lambda
Messaging
Mobile Devices
SMS
Emails
HTTP Endpoints
Lambda
Queues
Messaging
Messaging
Messaging
Messaging
Messaging
SNS + SQS = Amazing Service Bus
Resource Intensive
Fault Prone
1 - many Communication
Messaging
Circuit Breaker
Messaging
Messaging
CloudWatch
Messaging
Historical Events
Messaging
A store for
events
Messaging
DynamoDb
Fully Managed
NoSQL DB
DynamoDb
Fast and
Predictable
DynamoDb
Distributed
DynamoDb
Key-Value
Document
DynamoDb
Hash (Range)
Partition 1 Partition 2 Partition 3 Partition N
Read & Write capacity equally distributed
Max
400kb
DynamoDb
1 Read unit = 4KB/s
1 Write unit = 1KB/s
DynamoDb
CQRS
DynamoDb
DynamoDb
Oh shit!
DynamoDb
Write is 20x more
expensive
DynamoDb
DynamoDb
{"Key":"Mauritania","Value":"42803"},{"Key":"Mauritius","Value":"42804"},{"Key":"Mexico","Value":"42805"},{"Key":"Micronesia","Value":"42806"},{"Key":"Monaco","
Value":"42807"},{"Key":"Mongolia","Value":"42808"},{"Key":"Montenegro","Value":"42809"},{"Key":"Montserrat","Value":"42810"},{"Key":"Morocco","Value":"42811"},
{"Key":"Mozambique","Value":"42812"},{"Key":"Namibia","Value":"42813"},{"Key":"Nauru","Value":"42814"},{"Key":"Nepal","Value":"42815"},{"Key":"Netherlands","
Value":"42816"},{"Key":"Netherlands Antilles","Value":"42817"},{"Key":"New Caledonia","Value":"42818"},{"Key":"New Zealand","Value":"42819"},{"Key":"Nicaragua","
Value":"42820"},{"Key":"Niger","Value":"42821"},{"Key":"Nigeria","Value":"42822"},{"Key":"Niue","Value":"42823"},{"Key":"Northern Mariana Islands","Value":"42824"},
{"Key":"Norway","Value":"42825"},{"Key":"Oman","Value":"42826"},{"Key":"Pakistan","Value":"42827"},{"Key":"Palau, Republic Of","Value":"42828"},{"Key":"
Palestine","Value":"42829"},{"Key":"Panama","Value":"42830"},{"Key":"Papua New Guinea","Value":"42831"},{"Key":"Paraguay","Value":"42832"},{"Key":"Peru","
Value":"42833"},{"Key":"Philippines","Value":"42834"},{"Key":"Poland","Value":"42835"},{"Key":"Portugal","Value":"42836"},{"Key":"Puerto Rico","Value":"42837"},
{"Key":"Qatar","Value":"42838"},{"Key":"Republic Of Korea","Value":"42839"},{"Key":"Republic Of Moldova","Value":"42840"},{"Key":"Republic Of Yemen","Value":"
42841"},{"Key":"Reunion","Value":"42842"},{"Key":"Romania","Value":"42843"},{"Key":"Russian Federation","Value":"42844"},{"Key":"Rwanda","Value":"42845"},
{"Key":"Saint Kitts And Nevis","Value":"42846"},{"Key":"Saint Lucia","Value":"42847"},{"Key":"Sao Tome & Principe","Value":"42848"},{"Key":"Saudi Arabia","Value":"
42849"},{"Key":"Senegal","Value":"42850"},{"Key":"Serbia","Value":"42851"},{"Key":"Serbia & Monten","Value":"42852"},{"Key":"Seychelles","Value":"42853"},{"Key":"
Sierra Leone","Value":"42854"},{"Key":"Singapore","Value":"42855"},{"Key":"Slovakia","Value":"42856"},{"Key":"Slovenia","Value":"42857"},{"Key":"Solomon Islands","
Value":"42858"},{"Key":"Somalia","Value":"42859"},{"Key":"South Africa","Value":"42860"},{"Key":"South Sudan","Value":"42861"},{"Key":"Spain","Value":"42862"},
{"Key":"Sri Lanka","Value":"42863"},{"Key":"St. Vincent And The Grena","Value":"42864"},{"Key":"Sudan","Value":"42865"},{"Key":"Surinam","Value":"42866"},{"Key":"
Swaziland","Value":"42867"},{"Key":"Sweden","Value":"42868"},{"Key":"Switzerland","Value":"42869"},{"Key":"Syrian Arab Republic","Value":"42870"},{"Key":"
Tajikistan","Value":"42871"},{"Key":"Tanzania, United Rep. Of","Value":"42872"},{"Key":"Tfyr Of Macedonia","Value":"42873"},{"Key":"Thailand","Value":"42874"},
{"Key":"Timor-Leste","Value":"42875"},{"Key":"Togo","Value":"42876"},{"Key":"Tokelau Islands","Value":"42877"},{"Key":"Tonga","Value":"42878"},{"Key":"Trinidad And
Tobago","Value":"42879"},{"Key":"Tunisia","Value":"42880"},{"Key":"Turkey","Value":"42881"},{"Key":"Turkmenistan","Value":"42882"},{"Key":"Turks And Caicos
Island","Value":"42883"},{"Key":"Mauritania","Value":"42803"},{"Key":"Mauritius","Value":"42804"},{"Key":"Mexico","Value":"42805"},{"Key":"Micronesia","Value":"
42806"},{"Key":"Monaco","Value":"42807"},{"Key":"Mongolia","Value":"42808"},{"Key":"Montenegro","Value":"42809"},{"Key":"Montserrat","Value":"42810"},{"Key":"
Morocco","Value":"42811"},{"Key":"Mozambique","Value":"42812"},{"Key":"Namibia","Value":"42813"},{"Key":"Nauru","Value":"42814"},{"Key":"Nepal","Value":"
42815"},{"Key":"Netherlands","Value":"42816"},{"Key":"Netherlands Antilles","Value":"42817"},{"Key":"New Caledonia","Value":"42818"},{"Key":"New Zealand","
Value":"42819"},{"Key":"Nicaragua","Value":"42820"},{"Key":"Niger","Value":"42821"},{"Key":"Nigeria","Value":"42822"},{"Key":"Niue","Value":"42823"},{"Key":"
Northern Mariana Islands","Value":"42824"},{"Key":"Norway","Value":"42825"},{"Key":"Oman","Value":"42826"},{"Key":"Pakistan","Value":"42827"},{"Key":"Palau,
Republic Of","Value":"42828"},{"Key":"Palestine","Value":"42829"},{"Key":"Panama","Value":"42830"},{"Key":"Papua New Guinea","Value":"42831"},{"Key":"
Paraguay","Value":"42832"},{"Key":"Peru","Value":"42833"},{"Key":"Philippines","Value":"42834"},{"Key":"Poland","Value":"42835"},{"Key":"Portugal","Value":"42836"},
{"Key":"Puerto Rico","Value":"42837"},{"Key":"Qatar","Value":"42838"},{"Key":"Republic Of Korea","Value":"42839"},{"Key":"Republic Of Moldova","Value":"42840"},
{"Key":"Republic Of Yemen","Value":"42841"},{"Key":"Reunion","Value":"42842"},{"Key":"Romania","Value":"42843"},{"Key":"Russian Federation","Value":"42844"},
{"Key":"Rwanda","Value":"42845"},{"Key":"Saint Kitts And Nevis","Value":"42846"},{"Key":"Saint Lucia","Value":"42847"},{"Key":"Sao Tome & Principe","Value":"
42848"},{"Key":"Saudi Arabia","Value":"42849"},{"Key":"Senegal","Value":"42850"},{"Key":"Serbia","Value":"42851"},{"Key":"Serbia & Monten","Value":"42852"},
{"Key":"Seychelles","Value":"42853"},{"Key":"Sierra Leone","Value":"42854"},{"Key":"Singapore","Value":"42855"},{"Key":"Slovakia","Value":"42856"},{"Key":"
Slovenia","Value":"42857"}
DynamoDb
{"Key":"Mauritania","Value":"42803"},{"Key":"Mauritius","Value":"42804"},{"Key":"
Mexico","Value":"42805"},{"Key":"Micronesia","Value":"42806"},{"Key":"Monaco","
Value":"42807"},{"Key":"Mongolia","Value":"42808"},{"Key":"Montenegro","
Value":"42809"},{"Key":"Montserrat","Value":"42810"},{"Key":"Morocco","Value":"
42811"},{"Key":"Mozambique","Value":"42812"},{"Key":"Namibia","Value":"
42813"},{"Key":"Nauru","Value":"42814"},{"Key":"Nepal","Value":"42815"},{"Key":"
Netherlands","Value":"42816"},{"Key":"Netherlands Antilles","Value":"42817"},
{"Key":"New Caledonia","Value":"42818"},{"Key":"New Zealand","Value":"
42819"},{"Key":"Nicaragua","Value":"42820"},{"Key":"Niger","Value":"42821"},
{"Key":"Nigeria","Value":"42822"},{"Key":"Niue","Value":"42823"},{"Key":"Northern
Mariana Islands","Value":"42824"},{"Key":"Norway","Value":"42825"},{"Key":"
Oman","Value":"42826"},{"Key":"Pakistan","Value":"42827"},{"Key":"Palau,
Republic Of","Value":"42828"},{"Key":"Palestine","Value":"42829"},{"Key":"
Panama","Value":"42830"},{"Key":"Papua New Guinea","Value":"42831"},{"Key":"
Paraguay","Value":"42832"},{"Key":"Peru","Value":"42833"},{"Key":"Philippines","
Value":"42834"},{"Key":"Poland","Value":"42835"},{"Key":"Portugal","Value":"
42836"},{"Key":"Puerto Rico","Value":"42837"},{"Key":"Qatar","Value":"42838"},
{"Key":"Republic Of Korea","Value":"42839"},{"Key":"Republic Of Moldova","
Value":"42840"},{"Key":"Republic Of Yemen","Value":"42841"},{"Key":"Reunion","
Value":"42842"},{"Key":"Romania","Value":"42843"},{"Key":"Russian
Federation","Value":"42844"},{"Key":"Rwanda","Value":"42845"},{"Key":"Saint
Kitts And Nevis","Value":"42846"},{"Key":"Saint Lucia","Value":"42847"},{"Key":"
Sao Tome & Principe","Value":"42848"},{"Key":"Saudi Arabia","Value":"42849"},
{"Key":"Senegal","Value":"42850"},{"Key":"Serbia","Value":"42851"},{"Key":"
Serbia & Monten","Value":"42852"},{"Key":"Seychelles","Value":"42853"},{"Key":"
Sierra Leone","Value":"42854"},{"Key":"Singapore","Value":"42855"},{"Key":"
Slovakia","Value":"42856"},{"Key":"Slovenia","Value":"42857"},{"Key":"Solomon
Islands","Value":"42858"},{"Key":"Somalia","Value":"42859"},{"Key":"South
Africa","Value":"42860"},{"Key":"South
{"Key":"Papua New Guinea","Value":"42831"},{"Key":"Paraguay","Value":"
42832"},{"Key":"Peru","Value":"42833"},{"Key":"Philippines","Value":"42834"},
{"Key":"Poland","Value":"42835"},{"Key":"Portugal","Value":"42836"},{"Key":"
Puerto Rico","Value":"42837"},{"Key":"Qatar","Value":"42838"},{"Key":"Republic
Of Korea","Value":"42839"},{"Key":"Republic Of Moldova","Value":"42840"}
Static (Read Optimised) Volatile (Write Optimised)
Oh shit #2
DynamoDb
DynamoDb
Recovery Point
Objective = 30
minutes
DynamoDb
Recovery Time
Objective = 1 day
DynamoDb
Distributed
Triggers
DynamoDb
Microservice Scars - Alt.net 2hr
DynamoDb
DynamoDb
DynamoDb
DynamoDb
S3 Versioned
Buckets
DynamoDb
DynamoDb
DynamoDb
DynamoDb
DynamoDb
Version Control
DynamoDb
Risk Profile
Low
High
Team
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Skillset
Frontend
First
Microservice
Quality
NoSql
Infrastructure
Security / DR
Estimation
Risk Profile at
startup
PM 101 -Risk
Management
Risk Profile: Team
1. Team availability
2. Experience level of the Team
3. Domain knowledge of the Team
4. Technical skillset of the Team
5. Team flow, size and track record
Risk Profile: Product
1. Product Complexity
2. Product Criticality
3. Product Stability
4. Problem Clarity
5. User perspection / expectations
Risk vs Returns
Risk vs Business
Value
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Microservice Scars - Alt.net 2hr
Retrospective
Monolith
Gateway
Stakeholders
More than
you think
Stakeholders
Metrics
Stakeholders
Transparency
Stakeholders
Support Balance
Business value
Team goals
Bake some goods
Time to iterate
Don’t
underestimate
users
Pair pair pair
Questions
Thank you
https://github.com/PageUpPeopleOrg
https://en.wikipedia.org/wiki/Test-driven_development
https://en.wikipedia.org/wiki/Behavior-driven_development
https://angularjs.org/
http://fsharp.github.io/FAKE/
http://owin.org/
https://aws.amazon.com/documentation/
https://twitter.com/simonbrown
http://phabricator.org/
https://github.com/realestate-com-au/pact
https://github.com/IdentityServer/IdentityServer3
http://martinfowler.com/bliki/CQRS.html

More Related Content

PDF
Dockercon State of the Art in Microservices
PDF
Why Microservice
PDF
The Microservices and DevOps Journey
PDF
Pivotal Cloud Foundry: A Technical Overview
PPTX
CloudWorld: What Does Cloud-Native Mean Anyway?
PDF
Spring Boot & Spring Cloud on Pivotal Application Service
PDF
Tools and Recipes to Replatform Monolithic Apps to Modern Cloud Environments
PDF
Cloud Native In-Depth
Dockercon State of the Art in Microservices
Why Microservice
The Microservices and DevOps Journey
Pivotal Cloud Foundry: A Technical Overview
CloudWorld: What Does Cloud-Native Mean Anyway?
Spring Boot & Spring Cloud on Pivotal Application Service
Tools and Recipes to Replatform Monolithic Apps to Modern Cloud Environments
Cloud Native In-Depth

What's hot (20)

PDF
Cloud Native Operations
PDF
Goto Berlin - Migrating to Microservices (Fast Delivery)
PDF
Cloud Native Architecture Patterns Tutorial
PDF
Building Cloud Native Architectures with Spring
PDF
LIVE DEMO: Pivotal Cloud Foundry
PDF
Cloud Native Computing: What does it mean, and is your app Cloud Native?
PPTX
DevOps For Everyone: Bringing DevOps Success to Every App and Every Role in y...
PDF
API Microservices with Node.js and Docker
PDF
Pivotal Overview: Canadian Team
PDF
Jesse Pulfer Pivotal Overview June 2018
PPTX
Reimagining Customer Experiences Utilizing Pivotal Cloud Foundry
PDF
Microservices, Containers, Docker and a Cloud-Native Architecture in the Midd...
PDF
How to Overcome Data Challenges When Refactoring Monoliths to Microservices
PPTX
From Monolith to Microservices – and Beyond!
PPTX
Microsoft Cloud-Native Workshop Slides
PPTX
The Cloud Native Journey
PDF
ClouNS - A Cloud-native Application Reference Model for Enterprise Architects
PDF
The Need of Cloud-Native Application
PPTX
The Cloud Native Journey with Simon Elisha
PDF
James Watters Kafka Summit NYC 2019 Keynote
Cloud Native Operations
Goto Berlin - Migrating to Microservices (Fast Delivery)
Cloud Native Architecture Patterns Tutorial
Building Cloud Native Architectures with Spring
LIVE DEMO: Pivotal Cloud Foundry
Cloud Native Computing: What does it mean, and is your app Cloud Native?
DevOps For Everyone: Bringing DevOps Success to Every App and Every Role in y...
API Microservices with Node.js and Docker
Pivotal Overview: Canadian Team
Jesse Pulfer Pivotal Overview June 2018
Reimagining Customer Experiences Utilizing Pivotal Cloud Foundry
Microservices, Containers, Docker and a Cloud-Native Architecture in the Midd...
How to Overcome Data Challenges When Refactoring Monoliths to Microservices
From Monolith to Microservices – and Beyond!
Microsoft Cloud-Native Workshop Slides
The Cloud Native Journey
ClouNS - A Cloud-native Application Reference Model for Enterprise Architects
The Need of Cloud-Native Application
The Cloud Native Journey with Simon Elisha
James Watters Kafka Summit NYC 2019 Keynote
Ad

Similar to Microservice Scars - Alt.net 2hr (20)

PPTX
Microservices architecture ext
PPTX
Concurrency at Scale: Evolution to Micro-Services
PDF
[DDD] Microservice scars
ODP
Monolithic to Microservices Architecture - STM 6
PDF
Nir Doboviski: In Space No One Can Hear Microservices Scream – a Microservice...
PDF
Changing application demands: What developers need to know
PPTX
Microservice intro
PPTX
Data stream processing and micro service architecture
PDF
Reactive Microservices
PDF
Cloudify your applications: microservices and beyond
PPTX
The "Why", "What" & "How" of Microservices - short version
PDF
Microservices architecture overview v3
PPTX
Microservices - modern software architecture
PPTX
The "Why", "What" and "How" of Microservices
PDF
HUG_Ireland_Streaming_Ted_Dunning
PDF
Microservices for Mortals
PPTX
Think Small To Go Big - Introduction To Microservices
PDF
Introduction to Microservices.pdf
PDF
RedisConf18 - Common Redis Use Cases for Cloud Native Apps and Microservices
PDF
From no services to Microservices
Microservices architecture ext
Concurrency at Scale: Evolution to Micro-Services
[DDD] Microservice scars
Monolithic to Microservices Architecture - STM 6
Nir Doboviski: In Space No One Can Hear Microservices Scream – a Microservice...
Changing application demands: What developers need to know
Microservice intro
Data stream processing and micro service architecture
Reactive Microservices
Cloudify your applications: microservices and beyond
The "Why", "What" & "How" of Microservices - short version
Microservices architecture overview v3
Microservices - modern software architecture
The "Why", "What" and "How" of Microservices
HUG_Ireland_Streaming_Ted_Dunning
Microservices for Mortals
Think Small To Go Big - Introduction To Microservices
Introduction to Microservices.pdf
RedisConf18 - Common Redis Use Cases for Cloud Native Apps and Microservices
From no services to Microservices
Ad

Recently uploaded (20)

PDF
Encapsulation theory and applications.pdf
PPTX
PA Analog/Digital System: The Backbone of Modern Surveillance and Communication
PPT
Teaching material agriculture food technology
PDF
Diabetes mellitus diagnosis method based random forest with bat algorithm
PDF
The Rise and Fall of 3GPP – Time for a Sabbatical?
PDF
7 ChatGPT Prompts to Help You Define Your Ideal Customer Profile.pdf
DOCX
The AUB Centre for AI in Media Proposal.docx
PDF
Build a system with the filesystem maintained by OSTree @ COSCUP 2025
PPTX
MYSQL Presentation for SQL database connectivity
PPTX
Digital-Transformation-Roadmap-for-Companies.pptx
PDF
Advanced methodologies resolving dimensionality complications for autism neur...
PDF
Unlocking AI with Model Context Protocol (MCP)
PPTX
Detection-First SIEM: Rule Types, Dashboards, and Threat-Informed Strategy
PDF
NewMind AI Monthly Chronicles - July 2025
PDF
Chapter 3 Spatial Domain Image Processing.pdf
PDF
Peak of Data & AI Encore- AI for Metadata and Smarter Workflows
PDF
Shreyas Phanse Resume: Experienced Backend Engineer | Java • Spring Boot • Ka...
PDF
Network Security Unit 5.pdf for BCA BBA.
PDF
Mobile App Security Testing_ A Comprehensive Guide.pdf
PDF
Encapsulation_ Review paper, used for researhc scholars
Encapsulation theory and applications.pdf
PA Analog/Digital System: The Backbone of Modern Surveillance and Communication
Teaching material agriculture food technology
Diabetes mellitus diagnosis method based random forest with bat algorithm
The Rise and Fall of 3GPP – Time for a Sabbatical?
7 ChatGPT Prompts to Help You Define Your Ideal Customer Profile.pdf
The AUB Centre for AI in Media Proposal.docx
Build a system with the filesystem maintained by OSTree @ COSCUP 2025
MYSQL Presentation for SQL database connectivity
Digital-Transformation-Roadmap-for-Companies.pptx
Advanced methodologies resolving dimensionality complications for autism neur...
Unlocking AI with Model Context Protocol (MCP)
Detection-First SIEM: Rule Types, Dashboards, and Threat-Informed Strategy
NewMind AI Monthly Chronicles - July 2025
Chapter 3 Spatial Domain Image Processing.pdf
Peak of Data & AI Encore- AI for Metadata and Smarter Workflows
Shreyas Phanse Resume: Experienced Backend Engineer | Java • Spring Boot • Ka...
Network Security Unit 5.pdf for BCA BBA.
Mobile App Security Testing_ A Comprehensive Guide.pdf
Encapsulation_ Review paper, used for researhc scholars

Microservice Scars - Alt.net 2hr