For as long as I can remember,
The windows always glowed for me,
In the room filled with quiet spring,
And embroidered towels on the wall.
In that sacred, peaceful chamber,
A child’s heart would read and know
Shevchenko’s kind and watchful eyes,
And golden patterns in a row.
Chorus
Mother, your children are like birds, Spreading wings into the sky. Mother, to your tender room, We’ll return again by and by.
Verse 2
That endless childhood temptation –
Open the door and you will see,
A table dressed in Sunday white
And mother waiting patiently.
Verse 3
For as long as I can remember,
That white cloth always shone so bright.
In your room, dear mother, I know,
Every day felt like Sunday light.
Chorus
Mother, your children are like birds, Spreading wings into the sky. Mother, to your tender room, We’ll return again by and by.
Verse 4
Maybe far from home and shelter,
My wings will falter in the air.
The star will fade, and after that –
No more nightingales anywhere.
Verse 5
Son, remember this, my son –
No matter where life takes your flight,
All may leave their mother’s home,
But none forget its gentle light.
Chorus (x2)
Mother, your children are like birds, Spreading wings into the sky. Mother, to your tender room, We’ll return again by and by.
Topics include Monitoring distributed systems, Alerting, and Troubleshooting. Observability services collect, analyze, and correlate telemetry data, such as log data, metric data, and trace data. For example, a label that indicates the severity of an alert or a customer ID in log data provides context that is useful for troubleshooting and debugging. Because traces are composed of spans, which are records for a single function or operation, they let you follow the flow of requests and examine latency data.
Observability tools help track dependencies, detect failures quickly, and maintain performance across distributed environments. Observability analyzes metrics, logs, and traces together, helping engineers explore unknown problems across distributed systems. For enterprises dealing with a microservices architecture, automation of root cause analysis can save engineers plenty of time in tracking performance issues.
The Grafana + Prometheus + Loki + Tempo (LGTM) stack is production-grade, free, and used by thousands of companies. Industry-leading at high data volumes with NoSample distributed tracing. Enterprise-focused with strong support for legacy systems and modern cloud-native architectures. This correlation is what makes observability powerful for modern distributed systems. Which industries benefit the most from cloud observability tools?
Cisco Observability with Splunk and AppDynamics is a strong fit for large enterprises with log-heavy operations, mature security programs, complex application landscapes, and existing Cisco/Splunk investments.
Organizations that do not need deep APM, log analytics, security correlation, and transaction visibility may find the portfolio more complex than necessary.
New Relic is a developer-centric observability platform built around a unified telemetry data platform, application performance monitoring, infrastructure monitoring, logs, digital experience monitoring, AI monitoring, and business-context analytics.
However, cloud observability tools widen the aperture to include the entire IT infrastructure—including containers, cloud-native storage, and network latency.
Observability helps you understand why it broke by providing deep insights into system behavior and performance patterns.
Access is managed via a cross-account role, connecting the account to CloudZero as a Resource Account.
Our methodology for selecting a hybrid cloud observability tool
Commercial hybrid platforms (such as Checkmk) bridge this gap by delivering turnkey automation, governance, and multi-tenancy, while increasingly supporting open standards (like OTel metrics) to maintain data portability. This is driving enterprises toward infrastructure-first platforms with host- or service-based pricing to decouple visibility from data volume costs. On the other side are open-source observability stacks that offer flexibility and data portability but often require significant engineering effort to operate, secure, and maintain. An effective observability platform should integrate with cloud providers, ITSM systems, on-call tools, collaboration platforms, and automation workflows.
Grafana Cloud: The Open Source Visualizer
LogicMonitor is strong for SaaS-based hybrid infrastructure observability, but organizations that require self-hosted operation, full deployment control, strict local data retention, or restricted-network monitoring may find a SaaS-first architecture less suitable. Honeycomb is not designed as a primary platform for traditional infrastructure monitoring across on-premises networks, hypervisors, storage systems, bare-metal hardware, or large hybrid IT environments. It is designed for engineering teams that need to ask new questions during incidents instead of relying only on predefined dashboards and static metrics. Honeycomb is an observability platform built for high-cardinality event analysis, distributed tracing, and fast debugging in complex microservice architectures. It is especially strong for organizations that need fast log search, flexible analytics, and the ability to connect observability data with security workflows.
With the right choice, you’ll empower your engineers to find and fix issues faster, optimize system performance, and ultimately deliver a better experience to your users. With a clear understanding of your requirements and the strengths of each vendor, you can confidently select a platform that will become a force-multiplier for your reliability and efficiency. In summary, today’s observability landscape offers a range of powerful platforms – each with different strengths to fit various needs. By systematically addressing security at each “C,” organizations create a defense-in-depth for their cloud-native applications.
It is available in SaaS and self-hosted deployment models, giving enterprises flexibility across cloud-first and controlled on-premises environments. SolarWinds Observability extends the company’s long-standing strength in network and infrastructure monitoring into a broader platform for hybrid IT, covering on-premises infrastructure, cloud resources, applications, databases, logs, and user experience signals. It does not provide native long-term storage, log analytics, distributed tracing, advanced dashboards, enterprise reporting, or broad out-of-the-box monitoring for traditional infrastructure without additional components. Its multidimensional data model, https://thefourthwallgame.com/moving-beyond-basic-soc-2-why-companies-choose-enhanced-soc-2-plus-attestation/ PromQL query language, service discovery support, and large exporter ecosystem make it a strong choice for teams that want flexible metrics collection without relying on a proprietary vendor.
This platform is suited for IT teams, application developers, and organizations focused on monitoring web applications, databases, and servers.
These advanced analytics can automatically detect patterns and anomalies, allowing for proactive problem detection and faster root cause analysis.
The complexity of modern cloud environments demands a solution that can handle multiple aspects of cloud management.
Alerting across multiple metrics is a meaningful step up from single threshold monitoring.
Hence, you need an all-rounder data observability platform that meets your specific business needs.
EDITOR’S CHOICE
It is less suited as a primary enterprise hybrid observability platform for complex on-premises infrastructure, network devices, hypervisors, storage systems, regulated environments, MSP-style multi-tenancy, or very large distributed IT environments. Using Checkmk Ultimate with Multi-Tenancy, Swisscom delivers real-time infrastructure monitoring across highly regulated financial environments with strict role-based access control. It covers a wide range of deployment scenarios, https://doctorwoodland.com/articles/remote-job-opportunities-red-hat/ from the free, open-source Checkmk Community to self-hosted Pro and Ultimate tiers, alongside the managed SaaS option Checkmk Cloud.
It helps teams monitor and troubleshoot latency issues in microservices architectures by collecting timing data for requests as they flow through distributed systems.
Sign up for a free account and get 30 days of unlimited access to all features.
Resolve plant floor and IT issues before they disrupt production.
With a well-designed tracing layer, you can identify that a single database query is responsible for 92% of total request latency and pinpoint the exact query at fault.
Best for teams who already know their problem is “distributed systems debugging” and not “I need a dashboard.”
Built for cloud architectures with multi-tenant SaaS delivery.
It helps teams monitor and troubleshoot transactions across complex microservices architectures. Jaeger is an open source distributed tracing system originally developed by Uber and now a CNCF project. It’s known for its simplicity, efficiency, and cost-effective architecture, making it a popular alternative to Prometheus for long-term metric retention and analytics. Zipkin is an open source distributed tracing system originally developed by Twitter. It is widely used in cloud-native microservices, Kubernetes, and Java-based applications, helping teams understand service dependencies, monitor SLA/SLO compliance, and troubleshoot complex issues.
Remember that the goal is not just to collect data, but to derive actionable insights that make your systems more reliable and your troubleshooting more efficient. By following these steps, you’ll make a well-informed decision and set up your team for success with whichever observability platform you choose. It’s also a fit for teams who outgrew DIY ELK stacks and want a worry-free hosted service with similar capabilities plus more. It targets companies that want a unified solution without running their own ELK stack or multiple disparate tools. Sumo Logic’s Observability suite now includes log management, metrics monitoring, distributed tracing, and even capabilities like Cloud SIEM and SOAR for security operations. It’s a SaaS platform often positioned for large enterprises and hyper-scalers who outgrew the likes of Prometheus or hosted solutions in terms of scale.
Healthcare technology company Veradigm Inc. disclosed that a cybersecurity incident at one of its third-party vendors exposed sensitive patient data, including Social Security numbers, for a limited group of the company’s customers. Revolut has disclosed a data-security incident in which sensitive customer information was released after the financial technology company received a fraudulent request that appeared to originate from a legitimate government agency. British fintech Revolut has confirmed a data breach in which an unauthorized third party obtained sensitive customer records by submitting fraudulent information requests through an email address using a legitimate government agency’s domain. Japan’s Digital Agency has confirmed a significant data breach affecting the Government Solution Service (GSS), a shared IT platform used across multiple ministries and government bodies, after attackers exploited a vulnerability in a VPN appliance to gain unauthorized access… The Pentagon has confirmed a major data breach involving a Defense Manpower Data Center (DMDC) information system, exposing sensitive personal information belonging to more than three million people. The Pentagon has not publicly identified the unauthorized users, disclosed their motive, or explained why the sensitive files were stored without encryption.
The scope and sensitivity of the exposed information could raise national security concerns, particularly because the files included details about the jobs performed by military and civilian personnel. A breach of the Pentagon’s sprawling personnel database exposed sensitive information belonging to a massive swath of military personnel, https://stephanis.info/2019/12/10/smart-tips-for-uncovering-4 including Social Security numbers and details about the jobs they held, according to a U.S. defense official. Astrana Health confirmed attackers impersonated personnel and spoofed its corporate phone number before accessing systems and acquiring private or confidential…
Confirmed filings first — state Attorney General breach notifications and SEC Form 8-K disclosures — then leak-site claims, labelled as claims. South Africa’s air traffic operator is investigating ransomware-linked malware discovered in an operational technology environment supporting aviation weather services. Gurubaran KS is a cybersecurity analyst, and Journalist with a strong focus on emerging threats and digital defense strategies. For the Pentagon, the central challenge is now limiting identity-related harm while establishing whether the breach was financially motivated espionage or another form of unauthorized access. Beyond patching the original weakness, the incident underscores the need for encryption at rest, tighter access controls, continuous file-access monitoring, rapid anomaly detection, and stronger data-minimization policies. Its records cover active-duty and reserve service members, civilian employees, contractors, retirees, veterans, family members, and other people affiliated with the department.
Revolut Data Breach Via Fake Government Requests – What We Know So Far
Public details are limited so far; the listing points to stolen internal data. J&D Financial was named on a ransomware group’s data-leak site. The filing puts the incident itself on April 18, 2026. PeoplesBank notified Indiana residents of a data breach in a filing reported to the Indiana Attorney General on October 08, 2026. Advantest America, Inc. notified Vermont residents of a data breach in a filing reported to the Vermont Attorney General on October 05, 2026, and the notice lists social security numbers…
DMDC discovered the flaw on July 16, patched the vulnerability immediately, restored the system, and initiated its privacy and cybersecurity incident-response procedures. The Technical University of Denmark says attackers breached its identity system and downloaded personal data potentially affecting up to 200,000… The CL0P ransomware operation has allegedly added iconic motorcycle manufacturer Harley-Davidson to its public leak site, claiming it compromised the company. CenterPoint Energy disclosed a data breach after an unauthorized third party obtained personal information from some of its customers through an internet-facing company system.
Revolut Data Breach Exposes Customers’ Passport Copies and Full Transaction Histories to Hackers
The breach affected 2.76 million living people and another 294,000 who are deceased, the official said. A threat actor is selling an alleged Jobe Sports database containing 130,337 customer records, with sample data timestamped as recently… The exposed information includes names, addresses, and CPR numbers, according to an…
Latest Cyber News
Scan your email against 13.1B+ leaked records — see every breach you’re in, free. A threat actor is selling an alleged Jobe Sports database containing 130,337 customer records, with sample data timestamped as recently as Sept. 30. Kazu claims more than 1 million Clínica Vesalio records were exposed, adding another healthcare target to the group’s recent breach activity.
A threat actor is selling 17,869 records allegedly stolen from Sea2D3D, including phone numbers, account balances, usernames and betting activity. A Pentagon personnel data breach exposed unencrypted Social Security numbers and military information after unauthorized users accessed a vulnerable DMDC server for months. ShinyHunters has resurfaced on new dark web infrastructure with fresh O’Reilly Automotive and DexCom extortion claims following increased FBI pressure. Fortinet says attackers are actively exploiting a critical FortiMail zero-day that allows unauthenticated arbitrary file writes, prompting an urgent CISA deadline. Unauthorized access may have persisted for roughly nine months before the vulnerability was detected, creating uncertainty about how much information the intruders viewed or collected.
Japan’s Digital Agency has confirmed a significant data breach affecting the Government Solution Service (GSS), a shared IT platform used across multiple ministries and government bodies, after attackers exploited a vulnerability in a VPN appliance to gain unauthorized access…
The news of the Pentagon breach comes as the FBI sent a notice to employees on Friday outlining their response to a breach of its jobs portal FBIJobs.gov.
Upon discovery, DMDC immediately remediated the vulnerability,” the official said.
The Pentagon has not publicly identified the unauthorized users, disclosed their motive, or explained why the sensitive files were stored without encryption.
The DMDC said it is assessing and strengthening the system’s cybersecurity posture while investigators work to determine who accessed the files and how the intrusion unfolded.
Flaws CISA has confirmed are being actively exploited in the wild — if you run the affected software, patch these first. Not a count of confirmed breaches — how this is counted. If your email is in any of these, attackers can chain it to your other accounts. Philander Smith University is a private, historically Black liberal arts institution in Little Rock, Arkansas, founded in 1877 and affiliated with the United Methodist Church. Fleetworks Inc. offers comprehensive heavy-duty truck repair and fleet services across California, with locations in Oakland, Santa Fe Springs, and Riverside.
More UK Schools Are Recovering Faster from Cyber Incidents
Kazu claims more than 1 million Clínica Vesalio records were exposed, adding another healthcare target to the group’s recent breach activity.
Advantest America, Inc. notified Vermont residents of a data breach in a filing reported to the Vermont Attorney General on October 05, 2026, and the notice lists social security numbers…
The unauthorized access stretched from October 2025 until July, when DMDC discovered the vulnerability and patched the affected system, according to the defense official, adding there’s no evidence yet that any of the exposed data has been misused.
Public details are limited so far; the listing points to stolen internal data.
The scope and sensitivity of the exposed information could raise national security concerns, particularly because the files included details about the jobs performed by military and civilian personnel.
The organization maintains more than 60 million personnel records overall, although officials have not suggested that all of those records were affected by this incident. DMDC is a central source of identity and personnel information across the defense community. It also says, according to the warning described to ABC News, that employees should not talk to the media and if the media is “trespassing,” employees should call 911. “Since the very beginning of this event we have unequivocally and assiduously emphasised this is NOT extortion, this is NOT ransom, this is NOT financially motivated,” the statement said.
Breach listings — particularly those originating from ransomware or leak sites — are third-party claims that https://www.mlb4s.com/network-security-engineer-skills-what-you-need-to-know.html may be unverified, incomplete, or inaccurate. The FBI reportedly told employees that personal information, including Social Security numbers and home addresses, was stolen in the recent ShinyHunters cyberattack. The Technical University of Denmark says attackers breached its identity system and downloaded personal data potentially affecting up to 200,000 current and former users. UIC confirmed ransomware attackers stole data from College of Medicine servers, while Booba Project claims it exfiltrated 344 GB. He is the Co-Founder and Editor-in-Chief of Cyber Security News, where he leads editorial coverage on global cybersecurity developments. Affected individuals are being offered one year of free credit monitoring and identity-restoration services through IDX, a private contractor working with the Defense Department.
Ransomware and extortion crews account for 234 of this week’s claims. The group claims to have stolen internal data. Watermark Retirement Communities was listed on the Payoutsking ransomware leak site. Delta Marine was named on a ransomware group’s data-leak site.
Even small usability improvements can significantly enhance customer satisfaction, increase engagement, and improve long-term user retention. Well-maintained databases reduce latency, improve system responsiveness, and contribute to overall application reliability and operational efficiency. Maintenance activities typically include updating API versions, replacing deprecated libraries, modifying authentication methods, validating third-party integrations, monitoring integration performance, and resolving compatibility issues.
This can include monitoring the performance and availability of the application, as well as the underlying infrastructure such as servers, databases, and networks. This allows development teams to understand the impact of changes to dependencies on the application, and https://power-at-work.com/the-future-of-earthmoving-machinery-trends-and-predictions/ to plan for updates and upgrades in a controlled manner. By considering maintainability from the beginning and incorporating best practices for maintainable software design, development teams can build applications that are more flexible, scalable, and cost-effective to maintain over the long term. The maintainability of an application is a critical factor in the long-term success of a software project, as it affects the application’s ability to adapt to changing business requirements, and to fix defects, and resolve performance issues over time. It increases development time and complexity, slowing down the delivery of new features. High duplication increases maintenance effort because changes must be updated in multiple places.
The ever-increasing demand for delivering solutions quickly pushes software developers to de-prioritize aspects of supportability and maintainability.
Ignoring minor issues can lead to security vulnerabilities, application downtime, poor user experiences, and costly redevelopment projects in the future.
The right approach depends on your organization’s goals, available resources, application complexity, compliance requirements, and long-term technology strategy.
Predictive maintenance minimizes downtime, improves system reliability, and helps organizations shift from reactive maintenance to proactive application management.
The technology ecosystem evolves rapidly, with frequent updates to operating systems, browsers, devices, cloud platforms, and third-party services.
As these services release new versions or deprecate existing ones, applications must be updated to maintain seamless integrations. By continuously evolving their applications, businesses can remain competitive, improve customer engagement, and increase user retention over time. A proactive security maintenance strategy significantly reduces the risk of data breaches, ransomware attacks, and unauthorized access.
By designing easy-to-understand error messages that provide relevant information, development teams can improve the overall user experience and ensure that problems are addressed more quickly and effectively.
A logistical support model allows one to explore the trade space between resources and availability.
In most computer-based systems, hardware mean time between failures are hundreds of thousands of hours so that most system design measures to increase system reliability are focused on software.
SEBoK v. 2.14, released 18 May 2026Get Involved with SEBoK Together with your improvement comments.
Over time, however, they increase the cost of every later change because engineers spend more effort understanding existing code than improving it.
Ensure Reusability and Modularization
The rework that once required broad, uncoordinated effort became a targeted, well-governed change — and the capability map itself remained a trusted reference rather than being quietly abandoned. The lead business architect traced the issue to a policy administration capability that had been implemented as a single monolithic module, with no clear mapping between individual capabilities and the underlying system components. A regional insurer’s enterprise architecture https://medhaavi.in/what-is-a-striver-sde-sheet/ team was asked to assess why every regulatory filing change took months of cross-team effort. During M&A integration, regulatory change programs, and digital transformation initiatives, maintainability determines whether an organization can adapt its architecture at the pace the business demands, or whether every change becomes a multi-team, high-risk undertaking.
For instance, a modern car contains more than 100 million lines of code, and this is expected to increase to 1 billion lines in the next few years due to autonomous driving and security measures in the code. Why do we need a seperate quality model for software maintainability? DICEUS is a strategic technology partner for custom software development. Applications can effectively handle increased workloads using connection pooling, load balancing, and clustering strategies.
A Computer Science portal for geeks. It contains well written, well thought and well explained computer science and…
Reliability, maintainability, and availability (RAM) are three system attributes that are of great interest to systems engineers, logisticians, and users. Reliability, availability, and maintainability (RAM) are three system attributes that are of tremendous interest to systems engineers, logisticians, and users. These principles guide developers in designing less complex, more manageable code structures for the long haul. Remember, a well-maintained application is a happy application, and happy applications translate to happy users and thriving businesses. A package application is expected to undergo multiple updates both before and after release, include bug fixes, feature additions, functionality adjustments, and alteration to non-functional characteristics.
Industry Applications
Fourth, it facilitates the collaboration and communication among developers, testers, and stakeholders, as the software is more readable and understandable. Second, it improves the user satisfaction and trust, as the software can be updated and fixed more easily and quickly. First, it reduces the effort and time required to make changes to the software, which can save money and resources.
