BLOG
03 mins read
From Monitoring to Autonomy: Building the Predictive Network — Part II
Kamali Rajendran
Posted: Dec 25, 2025
Table of Contents
Quick Recap of Part I
In Part 1, we debunked the myth that network failures are random. We explored how traditional tools miss the “Invisible Middle Mile” and why Hop-by-Hop (HBH) analysis is the required telemetry layer to see the deterministic patterns behind every outage. We established that if you can see the behaviour, you can see the failure coming.
Moving Up the Maturity Model: Reactive to Autonomous
Seeing the problem is only the beginning. The goal for modern NetOps is to move through the maturity curve:
Reactive → Proactive → Predictive → Autonomous.
Predictive networking isn’t just about more alerts; it’s about Time-Series
Intelligence. When we track HBH behaviour over thousands of cycles, “random” spikes reveal themselves as predictable events.
Advanced Implementation: The Patterns of Failure
Based on our deployments of AI-driven routing platforms, we’ve identified five common predictable failure modes:
The “Slow Build”: Latency at a specific ISP peering point that creeps up 5ms every hour before a total collapse.
The “Seasonal Surge”: Region-specific spikes that correlate exactly with specific business workloads.
The “Backup Window”: Inter-region instability that occurs daily at 1 AM UTC.
The “Carrier Shuffle”: Route rebalancing by major carriers that happens like clockwork in the early morning.
Reverse Path Clusters: Loss bursts that only occur in one direction during specific traffic profiles.
Real-World Outcomes: AI-Based Predictive Routing
This is where the engineering rubber meets the road. By feeding HBH telemetry into predictive models like PathiQ, we move toward Autonomic Routing.
Instead of waiting for a link to fail, the system issues a proactive command: “Link X to AWS ap-south-1 will likely degrade in ~22 minutes based on the last 27 cycles — reroute high-priority traffic now.”
This isn’t a marketing claim — it’s the result of closing the loop between observation and action. By using AI to rank link reliability per tenant and app, the network becomes a self-correcting organism.
How Predictive Architecture Looks
Conclusion
The Future Isn’t About Avoiding Outages
The single biggest shift in networking philosophy is this: The future isn’t about avoiding outages; it’s about predicting them before they exist.
When you combine deep hop-by-hop visibility with behavioural analytics, you stop being a firefighter. You become a strategist. You move from a world where “the network is slow” to a world where the network has already rerouted itself to avoid the problem you never even knew you had.
Final Insights
Networks have never been random; we just never had the right telemetry to understand their patterns. Now, with the move toward autonomy, the network finally gains the “brain” it has always needed to match its scale.
If you’re currently managing complex multi-cloud or Click here SD-WAN environments and the “All Green” dashboards are failing your team, it’s time to change your telemetry strategy. We’ve helped engineering teams illuminate the “Invisible Middle Mile” and turn reactive firefighting into precision diagnostics.
Reach out to our engineering team to explore how Hop-by-Hop analysis can solve your most persistent “ghost” issues.
Related Blogs
How AI & ML Is Transforming The Farming Industry?
The farming industry is poised for a remarkable transformation as it embraces the best technologies available. From precision agriculture and resource optimization to sustainable practices and data-driven decision-making, these technologies have the potential to revolutionize traditional farming methods. By leveraging innovation, farmers can unlock a multitude of benefits, including increased productivity, optimized resource management, enhanced sustainability, and data-driven insights.
Evolution Of Testing From Manual To Automation
Testing is a crucial process in software development that involves evaluating the quality, functionality, and performance of a software system. It is performed to identify defects, errors, or issues and ensure that the software meets the desired requirements and performs as expected.
Cybersecurity - How To Manage Your Digital Identity?
In the wild, wild west of the digital frontier, wrangling your business’s digital identity is like taming a band of unpredictable cyber outlaws. Picture yourself as the digital sheriff; your mission is to maintain law and order in this vast online town.
Create Virtual Machines Using Microsoft Azure, Google Cloud, Oracle Cloud And AWS
In today’s cloud computing, virtual machines are gaining importance since they provide enterprises of all sizes with flexibility, scalability, and affordability. Several well-known cloud service providers stand out for their robust architecture and extensive selection of choices for creating virtual machines.
Industrial IoT - How Car Manufacturers Use IoT In Their Assembly Lines?
IIoT in the automotive world means connecting every component and device, turning them into data sources that communicate in real-time. Sensors embedded in machines monitor their health, while smart devices oversee quality control. The result is a seamless blend of human expertise and machine precision.
Is Outsourcing A Viable Option In 2023?
Outsourcing is a strategic business practice in which organizations delegate specific tasks, functions, or processes to external third-party service providers rather than handling them in-house. This approach offers numerous advantages, including cost savings, access to specialized skills, and increased operational efficiency.
Agile IT Product Development
Agile IT Product Development has become a buzzword in the software development industry in recent years, as businesses strive to keep up with the fast pace of technological advancements and changing market demands. In essence, Agile is a methodology that emphasizes iterative and collaborative development, continuous improvement, and customer feedback.
Flutter 2023 And Beyond
In 2023, Flutter stands at the forefront of the mobile app development landscape, continuing its remarkable journey of growth and innovation. This open-source framework, developed by Google, has evolved from its initial release into a versatile powerhouse, offering an extensive set of tools and capabilities.
MongoDB Lets Developers Say No To Structural Databases.
When it comes to database systems, developers have a lot of options to choose from. There are traditional relational database systems, such as MySQL and Microsoft SQL Server, as well as newer NoSQL database systems, such as MongoDB and Cassandra.
Advantages Of Using SDN & SDWAN
The network is the backbone of any business. It is responsible for connecting people and devices, and it enables the flow of information and resources. A well-designed network can be a powerful tool that helps businesses run more efficiently and effectively.
The Future of Networking Is Autonomous — Not Automated
Cloud networking has quietly crossed an invisible threshold.More clouds. More edges. More tunnels. More devices. More telemetry. More failure modes no human can track in real time.
Beyond Hop-by-Hop Path Analysis: The Missing Layer in Modern Network Observability
Hop-by-Hop (HBH) Path Analysis is the missing layer because it reveals the truth about the path, not just the endpoints.
Beyond Hop-by-Hop Path Analysis: The Missing Layer in Modern Network Observability
Hop-by-Hop (HBH) Path Analysis is the missing layer because it reveals the truth about the path, not just the endpoints.
The Future of Networking Is Autonomous — Not Automated
Cloud networking has quietly crossed an invisible threshold.More clouds. More edges. More tunnels. More devices. More telemetry. More failure modes no human can track in real time.
AI in SD-WAN: Beyond Performance Scores and Pretty Dashboards
The Truth about “AI-Powered SD-WAN” — Most of it isn’t AI at all .The Lie: When intelligence becomes decoration
Network Failures Are Not Random: Unmasking the Deterministic Patterns of the “Dark Space” — Part I
If you’ve worked in networking long enough, you’ve heard this sentence hundreds of times. A user complains, a service slows down, or a region disconnects
From Monitoring to Autonomy: Building the Predictive Network — Part II
In Part 1, we debunked the myth that network failures are random. We explored how traditional tools miss the “Invisible Middle Mile” and why Hop-by-Hop (HBH) analysis is the required telemetry layer to see the deterministic patterns behind every outage
Let's talk.
Need a Consultation!
Need help in turning your idea into a successful product? Talk to us. We can help you build your product quickly and ensure it can scale infinitely.
Let's talk.