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Implementing observability in cloud-native applications



Cloud Computing News

Cloud-native technologies have taken centre stage ever since they were introduced. They have reshaped the landscape of application development, delivery, and operations, creating a new competitive paradigm where speed outpaces size. Traditional tech stacks seen in monolith applications were quickly replaced. They took shape as modern, microservices-based applications hosted in different cloud environments orchestrated using Kubernetes and adopted containerization, transitioning workloads into serverless setups.

Application performance monitoring is crucial for understanding the health of a cloud-native application. However, microservices-based applications, due to their complexity and constant communication, create a synergy between software and infrastructure. This heightened communication necessitates a more comprehensive solution and a holistic approach for complete visibility across the product.

Observability started gaining importance around the same time as cloud-native applications as a way to achieve end-to-end visibility over the entire IT infrastructure’s performance. With observability, you can capture data and use this information to assess and optimize your applications.

Implementing observability in cloud native applications

How do you achieve observability?

In order to gain a sweeping view of your entire application stack, you must fortify the three pillars of observability: metrics, traces, and logs. By reinforcing these three pillars, you will achieve end-to-end visibility and make more data-driven decisions for your business. Let us take a look at the three pillars of observability and what they can do:


In the world of system analysis, metrics serve as crucial key performance indicators (KPIs), shedding light on the intricacies of our systems. These numeric values, harnessed through monitoring tools, vary depending on the specific component in focus. For instance, when observing a website, metrics encompass the response time, page load duration, and throughput. For server components, metrics often include CPU utilization and memory utilization. Thus, the gathered metrics pivot based on the specific domain under scrutiny, providing tailored insights into system performance.


Traces serve as meticulous records documenting user paths within an application. But why is this detailed tracking so crucial? Traces provide a roadmap leading you directly to the exact line of code where issues arise. It is at this precise level that meaningful optimizations can be made. In today’s distributed application landscape, our attention turns to distributed traces, offering a comprehensive perspective on the intricate digital pathways.


Logs are machine-generated, time-stamped records of events in your systems and software that you can use to debug your applications. Logs offer essential context by enabling developers and system administrators to trace the sequence of events leading to specific issues, diagnose the root causes, and enhance overall system performance. 

The challenges of implementing observability in cloud-native applications

Modern applications have multiple microservices that have to communicate with each other to complete a user request. This means that there are many more endpoints to monitor to make sure that your applications are up and running. Traditional monitoring tools help meet these demands to a certain extent but fall short in many aspects:

  • Conventional monitoring tools cannot oversee distributed environments effectively. Today’s IT systems extend over various networks, cloud platforms, and containers, forming intricate networks of interconnected parts that operate within clusters, microservices, and serverless frameworks. These components often exist in disparate data centers, in diverse geographical locations, and on various servers, contributing to a level of operational complexity that traditional tools are not equipped to manage.
  • Cloud-native applications generate vast amounts of data, including logs, metrics, and traces that help you gather meaningful information about your applications’ performance. However, managing and evaluating such huge volumes of data in real time can be overwhelming if you do not use the right tools.
  • Cloud-native applications can scale rapidly, enabling their components to expand or contract swiftly in response to fluctuating demand. This ensures optimal resource utilization and cost efficiency. However, guaranteeing seamless functionality as the application components dynamically adjust to meet demand poses a challenge. Ensuring a flawless user experience, even during peak demand periods, requires a more holistic approach to monitoring that provides real-time analysis, effective troubleshooting, and end-to-end visibility over all the components of your IT infrastructure.

Must-have characteristics of an observability platform

Choosing the right tool is essential to overcoming the challenges of achieving complete observability in your cloud-native applications. Make sure to select an observability platform that has the following features:

The ability to collect data from all the layers of your technology stack

Implementing several tools with varying abilities increases your overhead and causes resource wastage. Thus, it is important to choose a single tool with full-stack monitoring that provides end-to-end visibility over your IT system and aids in quick, targeted troubleshooting.

The ability to diagnose and solve issues quickly

Choose a tool that captures and optimizes various engineering metrics like the mean time to remediate, the mean time to detect, and the time to deploy in cloud-native environments. The tool should offer real-time insights, which are crucial for refining essential business KPIs such as payment failures, order processing, and application latency.

The ability to be deployed in multi-cloud environments

Choose a tool that facilitates seamless integrations of your cloud-native applications in multi-cloud environments and provides a unified dashboard and analytics platform. This ensures consistent monitoring and analysis and simplifies the management of your applications, regardless of the cloud service provider you are using.

Introducing Site24x7’s observability platform

Site24x7 is an AI-powered, full-stack observability platform that allows you to continuously monitor all the components of your IT infrastructure and promptly detect and address any issues that may occur in real time. This tool captures all of the data you need using the three pillars of observability as well as the golden signals of site reliability engineering, such as latency, errors, traffic, and saturation. With the Site24x7 observability platform, you can monitor applications built using Java, .NET, Python, PHP, Node.js, or Ruby; deploy them in various cloud environments from a single console; and quickly identify and troubleshoot performance bottlenecks.

Site24x7 is a comprehensive solution that not only optimizes technical aspects but also elevates the customer experience, ensuring seamless, efficient operations. Site24x7’s observability platform is cost-effective and holistic and easily scales and adapts along with your applications.

Check out the upcoming Cloud Transformation Conference, a free virtual event for business and technology leaders to explore the evolving landscape of cloud transformation. Book your free virtual ticket to deep dive into the practicalities and opportunities surrounding cloud adoption. Learn more here.


Anusha Natarajan, Product Marketer at Site24x7.

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Why Malia Obama Received Major Criticism Over A Secret Facebook Page Dissing Trump



Why Malia Obama Received Major Criticism Over A Secret Facebook Page Dissing Trump

Given the divisive nature of both the Obama and Trump administrations, it’s unsurprising that reactions to Malia Obama’s alleged secret Facebook account would be emotional. Many online users were quick to jump to former President Donald Trump’s defense, with one user writing: “Dear Malia: Do you really think that anyone cares whether you and/or your family likes your father’s successor? We’re all trying to forget you and your family.”

Others pointed out the double standard held by those who condemn Trump for hateful rhetoric but praise people like Malia who speak out against her father’s successor in what they believe to be hateful rhetoric. Some users seemed bent on criticizing Malia simply because they don’t like her or her father, proving that the eldest Obama daughter couldn’t win for losing regarding the public’s perception of her or her online presence. 

The secret Facebook situation is not all that dissimilar to critics who went after Malia for her professional name at the 2024 Sundance Film Festival. In this instance, people ironically accused Malia of using her family’s name to get into the competitive festival while also condemning her for opting not to use her surname, going by Malia Ann instead.

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Best Practices for Data Center Decommissioning and IT Asset Disposition




Best Practices for Data Center Decommissioning and IT Asset Disposition

Data center decommissioning is a complicated process that requires careful planning and experienced professionals.

If you’re considering shutting down or moving your data center, here are some best practices to keep in mind:

Decommissioning a Data Center is More than Just Taking Down Physical Equipment


Decommissioning a data center is more than just taking down physical equipment. It involves properly disposing of data center assets, including servers and other IT assets that can contain sensitive information. The process also requires a team with the right skills and experience to ensure that all data has been properly wiped from storage media before they’re disposed of.

Data Centers Can be Decommissioned in Phases, Which Allows For More Flexibility

When you begin your data center decommissioning process, it’s important to understand that it’s not an event. Instead, it’s a process that takes place over time and in phases. This flexibility allows you to adapt as circumstances change and make adjustments based on your unique situation. For example:

  • You may start by shutting down parts of the facility (or all) while keeping others running until they are no longer needed or cost-effective to keep running.

  • When you’re ready for full shutdown, there could be some equipment still in use at other locations within the company (such as remote offices). These can be moved back into storage until needed again.

Data Center Decommissioning is Subject to Compliance Guidelines

Data center decommissioning is subject to compliance guidelines. Compliance guidelines may change, but they are always in place to ensure that your organization is following industry standards and best practices.

  • Local, state and federal regulations: You should check local ordinances regarding the disposal of any hazardous materials that were used in your data center (such as lead-based paint), as well as any other applicable laws related to environmental impact or safety issues. If you’re unsure about how these might affect your plans for a decommissioned facility, consult an attorney who specializes in this area of law before proceeding with any activities related to IT asset disposition or building demolition.

  • Industry standards: There are many industry associations dedicated specifically toward helping businesses stay compliant with legal requirements when moving forward with projects such as data center decommissioning.

  • Internal policies & procedures: Make sure everyone on staff understands how important it is not just from a regulatory standpoint but also from an ethical one; nobody wants their name associated with anything inappropriate!

Companies Should Consider Safety and Security During the Decommissioning Process

Data center decommissioning is a complex process that involves several steps. Companies need to consider the risks associated with each step of the process, and they should have a plan in place to mitigate these risks. The first step of data center decommissioning is identifying all assets and determining which ones will be reused or repurposed. At this point, you should also determine how long it will take for each asset to be repurposed or recycled so that you can estimate how much money it will cost for this part of your project (this can be done through an estimate based on previous experience).

The second step involves removing any hazardous materials from electronic equipment before it’s sent off site for recycling; this includes chemicals used in manufacturing processes like lead-free solder paste adhesives used on circuit boards made from tin-based alloys containing up 80% pure tin ingots stamped out into flat sheets called “pucks”. Once these chemicals have been removed from whatever device needs them taken off their surfaces then those devices can safely go through any other necessary processes such as grinding away excess plastic housing material using high pressure water jets until only its bare frame remains intact without any cracks where moisture might collect inside later causing corrosion damage over time due too much moisture exposure.

With Proper Planning and an Effective Team, You’ll Help Protect Your Company’s Future

Data center decommissioning is a complex process that should be handled by a team of experts with extensive experience in the field. With proper planning, you can ensure a smooth transition from your current data center environment to the next one.

The first step toward a successful data center decommissioning project is to create a plan for removing hardware and software assets from the building, as well as documenting how these assets were originally installed in the facility. This will allow you or another team member who may inherit some of these assets later on down the line to easily find out where they need to go when it’s time for them to be moved again (or disposed).

Use Professional Data Center Decommissioning Companies

In order to ensure that you get the most out of your data center decommissioning project, it’s important to use a professional data center decommissioning company. A professional data center decommissioning company has experience with IT asset disposition and can help you avoid mistakes in the process. They also have the tools and expertise needed to efficiently perform all aspects of your project, from pre-planning through finalizing documentation.

Proper Planning Will Help Minimize the Risks of Data Center Decommissioning


Proper planning is the key to success when it comes to the data center decommissioning process. It’s important that you don’t wait until the last minute and rush through this process, as it can lead to mistakes and wasted time. Proper planning will help minimize any risks associated with shutting down or moving a data center, keeping your company safe from harm and ensuring that all necessary steps are taken before shutdown takes place.

To Sum Up

The key to a successful ITAD program is planning ahead. The best way to avoid unexpected costs and delays is to plan your ITAD project carefully before you start. The best practices described in this article will help you understand what it takes to decommission an entire data center or other large facility, as well as how to dispose of their assets in an environmentally responsible manner.

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Massive Volatility Reported – Google Search Ranking Algorithm Update



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I am seeing some massive volatility being reported today after seeing a spike in chatter within the SEO community on Friday. I have not seen the third-party Google tracking tools show this much volatility in a long time. I will say the tracking tools are way more heated than the chatter I am seeing, so something might be off here.

Again, I saw some initial chatter from within the SEO forums and on this site starting on Friday. I decided not to cover it on Friday because the chatter was not at the levels that would warrant me posting something. Plus, while some of the tools started to show a lift in volatility, most of the tools did not yet.

To be clear, Google has not confirmed any update is officially going on.

Well, that changed today, and the tools are all superheated today.

Google Tracking Tools:

Let’s start with what the tools are showing:









Advanced Web Rankings:










Cognitive SEO:




So most of these tools are incredibly heated, signaling that they are showing massive changes in the search result positions in the past couple of days.

SEO Chatter

Here is some of the chatter from various comments on this site and on WebmasterWorld since Friday:

Speaking of, is anyone seeing some major shuffling going on in the SERPs today? It’s a Friday so of course Google is playing around again.

Something is going on.

Pages are still randomly dropping out of the index for 8-36h at a time. Extremely annoying.

Speaking of, is anyone seeing some major shuffling going on in the SERPs today? It’s a Friday so of course Google is playing around again

In SerpRobot I’m seeing a steady increase in positions in February, for UK desktop and mobile, reaching almost the ranks from the end of Sep 2023. Ahrefs shows a slight increase in overall keywords and ranks.

In the real world, nothing seems to happen.

yep, traffic has nearly come to a stop. But exactly the same situation happened to us last Friday as well.

USA traffic continues to be whacked…starting -70% today.

In my case, US traffic is almost zero (15 % from 80%) and the rest is kind of the same I guess. Traffic has dropped from 4K a day to barely scrapping 1K now. But a lot is just bots since payment-wise, the real traffic seems to be about 400-500. And … that’s how a 90% reduction looks like.

Something is happening now. Google algo is going crazy again. Is anyone else noticing?

Since every Saturday at 12 noon the Google traffic completely disappears until Sunday, everything looks normal to me.

This update looks like a weird one and no, Google has not confirmed any update is going on.

What are you all noticing?

Forum discussion at WebmasterWorld.

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