Ensuring Success: Constructing Production Infrastructure for AI/ML Application

Optimizing Operational Efficiency: Building Advanced Infrastructure

Ensuring Success: Constructing Production Infrastructure for AI/ML Application

Optimizing Operational Efficiency: Building Advanced Infrastructure

01

Overview

Illustration

We were contacted by a client with an application platform and services centered around artificial intelligence and machine learning.

The client sought assistance in devising an enhanced infrastructure design due to challenges in maintaining existing environments. It was imperative to streamline all environments in accordance with the agreed-upon design.

01

Overview

We were contacted by a client with an application platform and services centered around artificial intelligence and machine learning.

The client sought assistance in devising an enhanced infrastructure design due to challenges in maintaining existing environments. It was imperative to streamline all environments in accordance with the agreed-upon design.

Illustration

01

Overview

We were contacted by a client with an application platform and services centered around artificial intelligence and machine learning.

The client sought assistance in devising an enhanced infrastructure design due to challenges in maintaining existing environments. It was imperative to streamline all environments in accordance with the agreed-upon design.

Illustration

02

What were the challenges ahead of Quema

/ 01 /

Develop a revamped infrastructure architecture design for all environments

/ 02 /

Improve overall security

/ 03 /

Implementing a declarative, GitOps continuous delivery tool for Kubernetes

/ 04 /

Migration from self-managed Apache Airflow to managed Airflow/MWAA

02

What were the challenges ahead of Quema

/ 01 /

Develop a revamped infrastructure architecture design for all environments

/ 02 /

Improve overall security

/ 03 /

Implementing a declarative, GitOps continuous delivery tool for Kubernetes

/ 04 /

Migration from self-managed Apache Airflow to managed Airflow/MWAA

03

What was implemented?

Infrastructure architecture design:

Designed an enhanced architecture encompassing advancements in security, automation, and multi-environment enhancements.

Improve overall security:

03

What was implemented?

Infrastructure architecture design:

Designed an enhanced architecture encompassing advancements in security, automation, and multi-environment enhancements.

Improve overall security:

01.

The comprehensive infrastructure enhancement incorporates various improvements, including:

    Data encryption
    Migration of numerous services to private networks
    Implementation of VPN access
    Automatic password rotation for databases every 30 days
    Secure storage of passwords in the secret manager
    Implementation of the principle of least privilege access for users and service accounts

02.

Automating Kubernetes with GitOps:

    Implementing ArgoCD for streamlined management
    Automated deployment of all Kubernetes manifests using ArgoCD
    Centralized Kubernetes cluster management

03.

Migration to Airflow/MWAA:

    Transitioning from self-managed Apache Airflow to managed Airflow/MWAA
    Migrating tasks (DAGs) step-by-step per the plan to ensure uninterrupted pipeline workflow
    Integrating Airflow/MWAA with AWS Secret Manager

01.

The comprehensive infrastructure enhancement incorporates various improvements, including:

    Data encryption
    Migration of numerous services to private networks
    Implementation of VPN access
    Automatic password rotation for databases every 30 days
    Secure storage of passwords in the secret manager
    Implementation of the principle of least privilege access for users and service accounts

02.

Automating Kubernetes with GitOps:

    Implementing ArgoCD for streamlined management
    Automated deployment of all Kubernetes manifests using ArgoCD
    Centralized Kubernetes cluster management

03.

Migration to Airflow/MWAA:

    Transitioning from self-managed Apache Airflow to managed Airflow/MWAA
    Migrating tasks (DAGs) step-by-step per the plan to ensure uninterrupted pipeline workflow
    Integrating Airflow/MWAA with AWS Secret Manager

04.

Implementation of Infrastructure As a Code:

    Enforcing consistent configurations
    Enhancing security and expediting recovery
    Strengthening accountability
    Facilitating the rebuild and reproduction of systems and configurations

04.

Implementation of Infrastructure As a Code:

    Enforcing consistent configurations
    Enhancing security and expediting recovery
    Strengthening accountability
    Facilitating the rebuild and reproduction of systems and configurations

04

Why clients choose Quema?

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Full transparency in processes

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High-level management

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10+ years of expertise in DevOps

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100+ satisfied
customers

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Officially AWS and Kubernetes certified specialists

05

Results

The collaboration yielded the following results:

    Enhanced security across all levels

    Improved stability and performance of the infrastructure

    Decreased time for deploying products into production

05

Results

The collaboration yielded the following results:

    Enhanced security across all levels

    Improved stability and performance of the infrastructure

    Decreased time for deploying products into production