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Email functionality is crucial for any web application. Whether it's for sending registration confirmations, password resets, or system alerts, ensuring emails are sent reliably is a top priority. AWS Simple Email Service (SES) provides a powerful, scalable, and cost-effective solution for sending emails in Flask applications. However, many developers run into common pitfalls when setting up AWS SES.
AWS Lambda is a serverless computing service provided by AWS. It is a service that runs your code in response to an event and automatically manages the resources required for running your code. You don't need to worry about any underlying resources which are required.
Implementing real-time data streaming from a server to a client can be challenging, especially when working with APIs that return data in chunks. Let me share a story of how I tackled this problem while using Python Flask for the backend and Vue.js with the Quasar framework for the frontend. It was a journey filled with trials, errors, and some exciting discoveries.
Agentic AI is quickly becoming a buzzword in the world of technology, and for good reason. Imagine AI agents capable of thinking, planning, and executing tasks with minimal human input—this is the promise of Agentic AI. It’s a revolutionary step forward, allowing businesses to operate smarter, faster, and more efficiently.
In the world of big data, efficient management and analysis of large datasets is crucial. Amazon S3 Tables offer a fully managed solution built on Apache Iceberg, a modern table format designed to handle massive-scale analytical workloads with precision and efficiency.
Customer Hierarchy management is of key importance to organizations. This information may be available to HQ through third-party data sources. However, it is important to corroborate this information with the help of other organisational stakeholders responsible for managing the relationship with these entities.
A web-based multi-level hierarchy management interface is desirable to manage such a customer hierarchy. Such a system must be able to upload master lists of various entities at all levels of the hierarchies, allows for quick reassignment capability across hierarchy levels and intuitively supports multi-assignments. Additionally, this system must be able to track each change made to the hierarchy, provide detailed analytics to internal stakeholders, and provide a high-level summary of entities pending review to support the customer hierarchy review process.
There are several potential applications for such an interface in different industries. Some of these are:
Let’s delve into more detail with the help of an example from the healthcare industry. With the industry's evolution in the last few years, it has been observed that most blockbuster pharmaceutical products have gone off-patent while the primary focus has been moved to the commercialization of speciality products. There is also a movement towards consolidation in the industry, with several single MD practices being brought under larger formularies of larger chains to improve purchasing power. This paradigm shift has resulted in the increased importance of gathering field intelligence to understand better the various relationships between stakeholders in the customer ecosystem. Some of these are:
Our hierarchy management system can track multi-level hierarchical entities and manage their relationships. It also allows key attributes of such relationships to be captured, such as primary affiliation, influence levels, types of relationships, etc. The intuitive UI allows field representatives to quickly and easily manage their target prescribers and review all their relationships to ensure accurate alignments. Accurate alignments are essential to achieve accurate sales credits, marketing promotion targeting, and physician outreach programs within a healthcare organization. Additionally, these alignments allow organizations to gauge the true value of entities in their customer hierarchy and devise strategies to support that entity. The accuracy of these alignments is critical to empowering analytics to support such decision-making.
figure 1: A sample alignment management screen
Figure 2: Hierarchy visualization, including sales, and flow weights across entities aggregated information at the higher hierarchy level, can help the organization understand the true value of that entity and devise strategies to support the entity.
For more information, reach out to us at Incentius.