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October 20, 2023
16 min

Cloud Infrastructure Monitoring: The Data Engineer's Cyber Garden

October 20, 2023
16 min
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Infrastructure cloud monitoring is a diligent gardener's watchful eye over the cyber garden. It calls for carefully tending to the ecosystem's health, security, and performance as a caretaker nurtures plants, defends against threats, and ensures a flourishing environment. Data engineers, as the gardeners of this digital realm, use monitoring tools and techniques to keep the garden in pristine condition, maintaining a balance between growth and security.

IT Infrastructure Monitoring Market Share (%), By Industries

IT Infrastructure Monitoring Market Share (%), By Industries

Cultivating Cyber Vigilance

When an issue or anomaly is detected, such as a sudden spike in resource usage or a security breach attempt, the monitoring system alerts data engineers, like gardeners, to be informed of plant diseases or pest infestations. Data engineers then take proactive measures to address the problem, whether optimizing resource allocation, implementing security patches, or adjusting configurations. The best cloud infrastructure monitoring software means a continuous observation, analysis, and action cycle.

Infrastructure Audit & Intelligent Notifications

An e-commerce company had issues with managing its complex IT infrastructure across multiple cloud providers. We helped to analyze the current architecture and develop a strategy for unification, scaling, monitoring, and notifications. As a result, we implemented a single cloud provider, CI/CD process, server unification, security and vulnerability mitigation actions, and improved reaction speed and reliability by 200%.
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Dean Schapiro

Co-Founder, CTO Ecom Innovators, E-commerce company
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Not only are they experts in their domains, but they are also provide perfect outcomes.

Selecting Your Infrastructure Monitoring Ally

By carefully considering these features, you can choose an infrastructure monitoring tool that aligns with your team’s requirements, whether you're managing a small cloud environment or a complex, multi-cloud infrastructure:

  • Scalability
  • Multi-platform support
  • Customization
  • Real-time monitoring
  • Automation
  • Alerting and notification
  • Data visualization
  • Historical data storage
  • Security and Compliance
  • Integration
  • Community and support
  • Cost and licensing
  • API and extensibility
  • Distributed monitoring
  • Ease of use

Choosing the ideal infrastructure monitoring tool hinges on selecting a solution that aligns with your specific needs.

Cloud Infrastructure Monitoring

The Spectrum of Cloud Monitoring: Types and Tactics

Cloud monitoring encompasses various types to comprehensively assess cloud environments' health, performance, and security.

  1. Performance monitoring focuses on tracking the performance metrics of cloud resources and services, such as CPU usage, memory utilization, and network latency.
  2. Resource monitoring requires watching the availability and utilization of cloud resources like virtual machines, databases, storage, and networking components.
  3. Application monitoring assesses the performance and availability of applications running in the cloud, including web apps, APIs, and microservices.
  4. Security monitoring involves tracking and analyzing security events and vulnerabilities within the cloud environment, helping to detect threats and breaches.
  5. Compliance monitoring ensures that cloud resources and processes adhere to industry-specific regulations and compliance standards, generating reports and alerts.
  6. Cost and billing monitoring tracks cloud resource usage and associated costs, helping teams manage cloud spending and optimize resource allocation.
  7. Network monitoring assesses the health and performance of cloud networks, including traffic patterns, bandwidth usage, and packet loss, to ensure data transmission.
  8. Log and event monitoring collects and analyzes logs and events generated by cloud resources and apps, aiding in troubleshooting, auditing, and compliance efforts.
  9. User experience monitoring evaluates the quality of user interactions with cloud-based applications and services, helping resolve performance issues impacting end-users.
  10. Container and orchestration monitoring focuses on observing container performance orchestration platforms like Kubernetes and ensuring containerized apps run smoothly.
  11. Database monitoring explicitly assesses cloud-hosted databases' performance, availability, and security, helping companies maintain data integrity.
  12. IoT device and sensor monitoring checks devices and sensors, collecting data to ensure device functionality and data accuracy.
  13. Edge computing monitoring tracks edge devices and their connections to the cloud, ensuring reliability and responsiveness at the edge.
  14. In hybrid and multi-cloud environments, monitoring extends across both on-premises and multiple cloud providers to ensure consistent visibility and management.
  15. For organizations utilizing AI and machine learning-based tools, observing focuses on tracking the performance of ML models and algorithms in real time.

Effective monitoring mixes multiple types to provide a holistic view of the cloud ecosystem.

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Keeping Your Digital World in Check

Cloud monitoring keeps an eye on how your cloud stuff is doing, spots problems in real-time, checks if you're using resources wisely, hunts for security threats, makes sure you follow the rules, saves you money, and makes sure your users are happy.

Application Performance Management (APM)

APM focuses on tracking the performance of cloud-based applications, ensuring they run efficiently. Key capabilities include real-time web application monitoring, identifying bottlenecks, measuring response times, and analyzing transaction performance. APM provides insights into app health, helping to optimize code, troubleshoot issues, and enhance UX.

Database Monitoring

Database monitoring concentrates on cloud-hosted databases' performance, availability, and security. Capabilities encompass real-time query analysis, indexing optimization, and database connection tracking. It ensures data integrity, minimizes downtime, and enhances the overall efficiency of database operations.

Virtual Infrastructure Monitoring

It oversees the health and performance of virtualized resources, such as VMs, containers, and virtual networks. Capabilities include resource utilization tracking, virtualization platform insights, and auto-scaling capabilities. This type of monitoring helps maintain optimal resource allocation and ensures the reliability of virtualized infrastructure.

Cloud-Server Monitoring

It focuses on the health and performance of cloud-hosted servers, including physical and virtual instances. Key capabilities encompass real-time server resource tracking, OS-level monitoring, and security assessments. It ensures server uptime, resource optimization, and timely identification of security vulnerabilities.

End-User Experience Monitoring (EUM)

EUM tracks the experiences of end-users interacting with cloud-hosted applications and services. Capabilities include synthetic transactions, real-user monitoring, and performance benchmarking. EUM provides insights into user satisfaction, allowing for proactive issue resolution and performance improvements.

Unified Monitoring

It consolidates data from various monitoring types into a single, centralized dashboard.

Key capabilities: data correlation, cross-domain analysis, and integrated alerting.

Unified monitoring provides a holistic view of the cloud ecosystem, simplifying management and enhancing situational awareness.

Cloud Infrastructure Monitoring

Navigating Cloud Diversity

This matrix outlines how cloud monitoring adapts to various cloud types, providing insights into resource health, performance, security, and other critical aspects.

Cloud Type How Cloud Monitoring Works
Public Cloud Cloud monitoring tools for cloud infrastructure utilize cloud provider APIs to collect data on resource usage, performance, and security
Monitoring covers virtual machines, databases, storage, and networking components
Real-time alerts help respond to incidents promptly
Private Cloud Monitoring agents or sensors are deployed within private cloud environments, collecting data on servers, storage, and network components
Metrics on performance, resource utilization, and security are gathered
Supports capacity planning and troubleshooting
Hybrid Cloud Infrastructure monitoring tool for hybrid cloud monitoring provides a unified view of resources across public and private clouds
Centralized monitoring and management facilitate workload migration, performance consistency, and security enforcement
Multi-Cloud Monitoring tools for cloud infrastructure aggregate data from various public cloud providers, presenting a consolidated view
Helps optimize resource allocation, ensure redundancy, and maintain consistent performance and security across multiple platforms
Edge Computing Edge computing monitoring deploys agents or sensors on edge devices to track device performance and network connectivity
Ensures low latency, high-availability, and real-time processing at the network edge
Serverless Computing Specialized monitoring solutions track serverless function execution, collecting metrics on performance and resource utilization
Helps identify cold starts, optimize execution, and ensure efficient resource use
Container & Orchestration Monitoring tools for cloud infrastructure focus on container performance, orchestration events, and resource allocation
Provides insights into container health, scaling, and resource utilization
Ensures optimal application performance in containerized environments

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Cloud Monitoring Excellence — Best Practices

Following these best practices, the team establishes a robust cloud monitoring strategy that enhances operational efficiency.

  • Start by defining your monitoring goals and objectives. What aspects of your cloud infrastructure monitoring solutions and applications are most critical to your business? Having a clear focus will help you allocate resources effectively.
  • Select monitoring tools for cloud infrastructure that align with your specific needs and cloud type. Ensure they support your cloud providers and offer the necessary features, such as real-time monitoring, alerting, and customization.
  • Identify critical performance metrics relevant to your applications and infrastructure, including CPU usage, memory, network latency, and response times. Monitoring these metrics in real time helps detect and address issues promptly.
  • Security monitoring is crucial to detect and respond to threats. Set up alerts for unusual activity, failed login attempts, and unauthorized access. Regularly review logs and audit trails to ensure compliance.
  • Customize alert thresholds to suit your requirements — fine-tune alerts to reduce noise and focus on actionable incidents. Ensure alerts are sent to the appropriate teams or individuals for rapid response.
  • Implement automation for everyday tasks and issue resolution. For instance, auto-scaling can help handle increased traffic, while automated incident response can mitigate security threats promptly.
  • Monitor resource utilization trends over time to forecast capacity needs. It prevents resource bottlenecks and optimizes costs by adjusting resource allocation as necessary.
  • Retain historical monitoring data to analyze trends, performance degradation, and incidents. Long-term data storage helps with capacity planning, troubleshooting, and compliance reporting.
  • Periodically review your monitoring strategy and adjust it based on changing business needs and cloud usage. Ensure your monitoring tools and configurations are up to date.
  • Foster collaboration between operations, development, and security teams. Effective communication is essential for identifying and resolving issues efficiently.
  • Invest in training for your team to maximize the capabilities of monitoring tools for cloud infrastructure. Ensure members have the necessary skills to interpret monitoring data.
  • If your team must adhere to specific regulations, ensure your monitoring strategy includes compliance checks and reporting. It is crucial for auditing.
  • Maintain comprehensive documentation of your monitoring setup, including configurations, alert thresholds, and incident response procedures. It aids in troubleshooting and onboarding new team members.
  • Periodically test your monitoring setup by simulating various scenarios, such as traffic spikes, security breaches, or resource failures. Testing ensures your monitoring is robust and responsive.
  • Use monitoring data to eliminate underutilized resources and optimize cloud spending. Monitor cost trends and set budget alerts to avoid unexpected expenses.
Top Four Cloud Service Providers

Top Four Cloud Service Providers

Data Engineers Tend the Cyber Garden

Although our company is called DATAFOREST, we know how to handle a data garden very well. Similar to how a skilled greenskeeper tends to a diverse range of plants, our experts navigate the complexities of various cloud services, configurations, and environments. Our expertise allows us to manage cloud resources efficiently, ensuring they bloom with optimal performance while safeguarding against potential threats, just as a gardener nurtures plants to thrive and protects them from diseases. Please fill out the form, and we’ll create a resilient and flourishing cyber garden in the digital landscape.


What are the challenges of infrastructure monitoring?

Infrastructure monitoring challenges include dealing with the complexity of modern IT environments, ensuring seamless integration with diverse technologies, managing vast volumes of data, and maintaining a proactive approach to detect and respond to issues in real-time.

How do I benefit from cloud monitoring?

You benefit from cloud monitoring by gaining real-time insights into your cloud infrastructure's health, performance, and security, enabling proactive issue resolution, cost optimization, and the delivery of seamless services to users.

What should I monitor in a cloud environment?

In a cloud environment, you should monitor critical aspects such as resource utilization, performance metrics, security threats, compliance adherence, and user experience to ensure optimal operation and security.

Why are cloud infrastructure monitoring tools essential?

Cloud infrastructure monitoring tools are essential because they provide real-time insights into cloud resources' health, performance, and security, enabling proactive issue resolution, cost optimization, and the delivery of reliable services to users. To implement cloud infrastructure monitoring, you must clearly know your business goals.

What is the Oracle cloud infrastructure (OCI) monitoring service?

The Oracle Cloud Infrastructure (OCI) monitoring service is a comprehensive cloud monitoring solution that provides real-time visibility into the performance, availability, and security of OCI resources and applications, helping organizations optimize their cloud operations. Also, Oracle Cloud Infrastructure Monitoring is a robust cloud monitoring service by Oracle that provides real-time insights into the performance, availability, and security of Oracle Cloud resources and applications. The Oracle Infrastructure Monitoring Cloud Service is part of Oracle's cloud management solutions.

What is the cloud and smarter infrastructure cloud monitoring solution?

The Cloud and Smarter Infrastructure Cloud Monitoring Solution is an IBM offering that provides advanced cloud monitoring capabilities, enabling organizations to monitor and manage their cloud and hybrid infrastructure efficiently.

What is the supported metric type for the Oracle Cloud Infrastructure (OCI) monitoring service?

The supported metric types for the Oracle Cloud Infrastructure (OCI) monitoring service include standard metrics, custom metrics, and alarms based on these metrics, allowing comprehensive monitoring of cloud resources and applications. You need a cloud infrastructure monitoring service for it.

What are the most popular cloud-based infrastructure monitoring platforms?

Some popular cloud-based infrastructure monitoring platforms include AWS CloudWatch, Azure Monitor, Google Cloud Monitoring, and Datadog, known for their robust features and integrations. Other top cloud infrastructure monitoring platforms better suit your unique needs.

What hybrid cloud monitoring for enterprise IT infrastructure solution is the best?

The best hybrid cloud monitoring solution for enterprise IT infrastructure depends on specific requirements and preferences, with options like IBM Cloud Pak for Multicloud Management, VMware vRealize Operations, and Splunk Infrastructure Monitoring often considered top choices due to their comprehensive features and capabilities.

How dynamic infrastructure and cloud-scale monitoring are connected?

Dynamic infrastructure and cloud-scale monitoring are intricately connected as the agility and scalability of dynamic infrastructure and cloud-scale monitoring demand robust monitoring solutions capable of adapting to rapid changes in real time.

What is SLA monitoring in cloud infrastructure?

SLA intelligent monitoring in cloud infrastructure involves tracking and ensuring compliance with service-level agreements (SLAs) to guarantee that cloud services meet agreed-upon performance, availability, and quality standards.

Name the enterprise cloud infrastructure monitoring best practices.

Enterprise cloud infrastructure monitoring best practices include defining clear objectives, selecting the right tools, monitoring key metrics, implementing security measures, utilizing custom alerts, and fostering collaboration across teams to ensure efficient and secure cloud operations.

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