Multimodal data platform

ETL and data pipelines are redefined in #GenAI Applications. Your #ETL now will support 

• #images, #docs, #numbers, #pdfs. Extracting and storing insights/vectors / structured databases 
• Everything together creates the new #GenAI #Multimodal data platform. 
• #Multimodal #insights from all forms of data
• #Proplens is working to align this perspective for our customers for richer insights and perspectives. #productlessons #genai #data

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AWS SaaS Blueprint

Interesting session on building SaaS Apps. Include different aspects hosting, keeping multiple versions, Isolating resources, sharing

• Categorize patterns / Building Blocks
• Manage and Operate Business
• Tenant aware, Tier aware metrics

• Flavors of Isolation
• Parition workloads
• Partition data

• Domain / Sub domain / Tenant work load
• Users to tenants mapping
• Orchestrate
• Tier - Throttle - Pattern

• Control Plane - Horizontal Services, Manage / scale. Services manage tenants
• Application Plane - Nature of SaaS Application, Isolation, Data Partitioning, Micro-Services

• Serverless - Control Plane
• Containers - App Plane
• Silo - Dedicated to Tenant
• Pool Side - Everything shared

• Silo - Deployment (Data Privacy / API Deployment)
• Serveless for Control Plane (Monitor / Measure)
• Onboard Architecture
• Self Service / Sign up
• Registration Service
• Create tenant / Routing / Policies
• Roles / Tiers / Isolation Policies
• Bill / Provision / Policies / Routing

• Provisioning experience
• Register - Provision / Self Service 
• Pooled Tenants

• Tenant Aware identity
• Access / Tenant Context
• Tokens with client context

• Tenant aware
• sub-domain
• which user pool to authenticate against
• Tenant management middle of execution

• Multiple / Global user pool
• MFA exclusive to user pool

• User pool mapped to

• User Management
• Admin - Tenants - Users

• Amazon Cognito - Implement secure, frictionless customer identity and access management that scales
• Billing providers - Third party
• Setup account with billing provider configure plans
• Send Activity data

• Metrics

• Application Plane
• Full Stack Silo/FUll Stack Pool

• Provisioning / Tiered 

• Full Stack Silo patterns

• Full Stack Pooled patterns

• Mixed models

• Multi-region

• EKS

• Isolation Implementation
• Full Stack Silo = Isolation off
• Full Stack Isolation
• Resource level isolation

 

• Deployment driven isolation

• Runtime enforced isolation

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SaaS Architecture References

A few questions on building SaaS.

• Are we going to create instances for each customer
• What is going to be common / pooled vs dedicated

Dedicated Service and DB Layer (Silo)

Ref - Link

Ref - Link

Key aspects

• Identity Management
• Monitoring
• Tenant onboarding

• Amazon Cognito - User onboarding is handled here
• Tenant Details are stored in DynamoDB
• Amazon code Pipeline to create custom namespaces and services

For AWS Lambda

Ref - Link

Ref - Link

Pooled Service and Dedicated DB (Pooled)

• Multi-Tenant Architecture: Designing a SaaS Application
• Multi tenant Architecture for a SaaS Application on AWS
• AWS Serverless SaaS Workshop
• Full stack isolation
• SaaS Architecture
• Building a Multi-Tenant SaaS Solution Using Amazon EKS
• AWS SaaS Boost

Keep Exploring!!!

SaaS AI Apps

Primarily the work will be around

• Large-scale Microservices based SAAS enterprise application
• ML code and application development interchangeably
• RESTful APIs for internal and partner consumption
• End-to-end ownership of microservices
• Flask / React-based application

Keep Exploring!!!

Saas - software as a service to Services in SaaS Model

Hoping to see more

• VaaS - vision as a service - Pay per use - Configure - Feed data Get insights 
• DaaS - data analytics as a service - Data to insights, Configure, Explore and get insights
• IaaS - Insights as a service - Generate required KPI customized for domain
• FaaS - Forecasting as a service - Apply Algos, Tune and Pick and run best algos
• RaaS - Recommendations as a service- Apply Algos, Tune and Pick and run best algos

#Saas - software as a service - Let 2022 see more, #VaaS - vision as a service, #DaaS - data analytics as a service, #FaaS - Forecasting as a service, #RaaS - Recommendations as a service