AGENTES DE IA PARA SOPORTE TÉCNICO



Case: Evolving User Experience – A Three-Phase Banking Solution
Introduction:
The unprecedented impact of COVID-19 on several financial institutions reshaped user habits almost overnight. During lockdown, the surge in online banking showcased the unpreparedness of many portals to handle heavy workloads. While some lagged in adapting, others, like our client, a renowned Chilean financial institution with over 50 years of service and over a million users, swiftly began their digital transformation journey.
Phase 1: The Pandemic Response
During the peak of the pandemic, our client embarked on its initial digital transformation. They adopted the cloud to ensure their platforms remained stable, scalable, and secure. Consequently, they were able to introduce new functionalities, enabling users to execute tasks previously limited to physical branches. For this massive endeavor, they employed the Amazon Web Services (AWS) Cloud platform, paired with the expert guidance of a team of specialized professionals.
Phase 2: Post-Pandemic Enhancements
Post-pandemic, as users and businesses acclimated to online operations, our client entered the second phase of their transformation. This involved enhancing their architecture. Their first order of business was load testing to understand how concurrent online activity impacted their on-premises components. This was crucial in determining optimal configurations for AWS EKS and AWS API Gateway services.
Furthermore, as the business expanded its online offerings, new services were integrated. Security became paramount, prompting the institution to implement stricter validations and multi-factor authentication (MFA) for all users.
Phase 3: Continuous Improvements and Expansion
With more users adapting to online banking, the third phase saw the introduction of additional applications, enhancing the suite of services offered. The architecture was continuously revised and updated to cater to the ever-increasing demands of online banking.
Security was further tightened, and robust monitoring and traceability features were incorporated, providing deeper insights and ensuring system stability.
Projects Realized
The Client, together with its Architecture, Development, Security, and Infrastructure areas, saw in AWS an ally to carry out the construction of a new Portal, taking advantage of Cloud advantages such as elasticity, high availability, connectivity and cost management.
The project conceived contemplated the implementation of a frontend (Web and Mobile) together with a layer of micro-services with integration towards its On-Premise systems via consumption of services exposed in its ESB that in turn accesses its legacy systems, thus forming an architecture hybrid.
Within the framework of this project, 3HTP Cloud Services actively participated in the advice, definitions, and technical implementations of the infrastructure and support to the development and automation teams, taking as reference the 05 pillars of the AWS well-architected framework.
3HTP Cloud Services participation focused on the following activities:
Outstanding Benefits Achieved
Our client’s three-phase approach to digital transformation wasn’t just an operational shift; it was a strategic masterstroke that propelled them to the forefront of financial digital innovation. Their benefits, both tangible and intangible, are monumental. Here are the towering achievements:
Services Performed by 3HTP Cloud Services: Initial Architecture Validation
The institution already had a first adoption architecture in the cloud for its client portal, therefore, as a multidisciplinary team, we began with a diagnosis of the current situation and the proposal made by the client; From this diagnosis and evaluation, the following recommendations relevant to architecture were obtained:
Productive Environment Architecture

The number of instances to use for the Redis Cluster is defined.

Productive Diagram

Non-Productive Environment Architecture
Considering that non-production environments do not require 24/7 use, but if it is necessary that they have at least an architecture similar to that of production, an approved architecture was defined, which allows the different components to be executed in high availability and at the same time allows minimize costs. For this, the following was defined:

The instances to be used are defined considering that there are only two availability zones, the number of instances for Non-Production environments is simply 4.

Non-production environments diagram

Infrastructure as Code
In order to achieve the creation of the architectures in a dynamic way additionally that the environments could be volatile in time, it was defined that the infrastructure must be created by means of code. For this, Terraform was defined as the primary tool to achieve this objective.
As a result of this point, 2 totally variable Terraform projects were created which are capable of creating the architectures shown in the previous point in a matter of minutes, each execution of these projects requires the use of a Bucket S3 to be able to store the states created by Terraform.
Additionally, these projects are executed from Jenkins Pipelines, so the creation of a new environment is completely automated.

Automation and CI / CD Integration for infrastructure and micro-services
Micro-services Deployment in EKS
We helped the financial institution to deploy the micro-services associated with its business solution in the Kubernetes Cluster (AWS EKS), for this, several definitions were made in order to be able to carry out the deployment of these micro-services in an automated way, thus complying with the process Complete DevOps (CI and CD).
Deployment Pipeline
A Jenkins pipeline was created to automatically deploy the micro-services to the EKS cluster.
Tasks executed by the pipeline:

In summary the steps of the pipeline:
Refinement and definitions and standards to be used on the infrastructure
Image Hardening
For the institution and as for any company, security is critical, for this, an exclusive Docker image was created, which did not have known vulnerabilities or allow the elevation of privileges by applications, this image is used as a basis for micro-services, For this process, the Institution’s Security Area carried out concurrent PenTest until the image did not report known vulnerabilities until then.
AWS EKS configurations
In order to be able to use the EKS clusters more productively, additional configurations were made on it:
Defining Kubernetes Objects
In Deployment:
Services
The use of 2 types of Kubernetes Services was defined:
ConfigMap / Secrets
Micro-services should bring their customizable settings in Kubernetes secret or configuration files.
Horizontal Pod Autoscaler (HPA)
Each micro-service that needs to be deployed in the EKS cluster requires the use of HPA in order to define the minimum and maximum number of replicas required of it.
The client’s micro-services were categorized according to their use (Low, Medium, High) and each category has a default value of replicas to use.
Stress and Load Testing for AWS and On-Premise Infrastructure
One of the great challenges of this type of architecture (Hybrid) where the backend and core of the business are On-Premise and the Frontend and logic layers are in dynamic elastic clouds, is to define to what extent architecture can be elastic without affecting the On-Premise and legacy services related to the solution.
To solve this challenge, load and stress tests were carried out on the environment, simulating peak business loads and normal loads, this, monitoring was carried out in the different layers related to the complete solution at the AWS level (CloudFront, API Gateway, NLB, EKS, Redis, RDS) at the on-premise ESB, Legacy, Networks and Links level.
As a result of the various tests carried out, it was possible to define the minimum and maximum elasticity limits in AWS, (N ° Worker, N ° Replicas, N ° Instances, Types of Instances, among others), at the On-Premise level (N ° Worker, Bandwidth, etc).
Conclusion
Navigating the labyrinth of hybrid solutions requires more than just technical know-how; it mandates a visionary strategy, a well-defined roadmap, and a commitment to iterative validation.
Our client’s success story underscores the paramount importance of careful planning complemented by consistent execution. A roadmap, while serving as a guiding light, ensures that the course is clear, milestones are defined, and potential challenges are anticipated. But, as with all plans, it’s only as good as its execution. The client’s commitment to stick to the roadmap, while allowing flexibility for real-time adjustments, was a testament to their strategic acumen.
However, sticking to the roadmap isn’t just about meeting technical specifications or ensuring the system performs under duress. In today’s dynamic digital era, users’ interactions with applications are continually evolving. With each new feature introduced and every change in user behavior, the equilibrium of a hybrid system is tested. Our client understood that the stability of such a system doesn’t just rely on its technical backbone but also on the real-world dynamic brought in by its users.
Continuous validation became their mantra. It wasn’t enough to assess the system’s performance in isolation. Instead, they constantly gauged how new features and shifting user patterns influenced the overall health of the hybrid solution. This holistic approach ensured that they didn’t just create a robust technical solution, but a responsive and resilient ecosystem that truly understood and adapted to its users.
In essence, our client’s journey offers valuable insights: A well-charted roadmap, when paired with continuous validation, can drive hybrid solutions to unprecedented heights, accommodating both the technological and human facets of the digital landscape.













