Author: Ritika Bramhe

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February 20, 2026 | by Ritika Bramhe
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Platform Engineering 101: What It Is, How It Differs from SRE and DevOps, & Why It Matters for Incident Response

Platform engineering has emerged as a response to the growing complexity of modern software delivery. As organizations adopt Kubernetes, microservices, CI/CD pipelines, and infrastructure as code, they are creating dedicated teams responsible for building and operating the internal platforms that power developer workflows. This guide explains what platform engineering is, how it differs from DevOps … Continued

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February 17, 2026 | by Ritika Bramhe
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AI Is Changing Healthcare Faster Than Most Systems Are Ready For

(My key takeaways from a clinician-led roundtable on AI, access, and care delivery) Healthcare is shifting fast, and artificial intelligence is no longer a future concept sitting in research labs or pilot programs. It’s already embedded in clinical workflows, operational systems, and patient interactions, often in ways that feel subtle, uneven, and sometimes uncomfortable. That … Continued

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February 9, 2026 | by Ritika Bramhe
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Silent Failure in Production ML: Why the Most Dangerous Model Bugs don’t Throw Errors

You’ve done it. Your machine learning model is live in production. It’s serving predictions, powering features, and quietly doing its job. Dashboards are green. There are no errors in the logs. Nothing appears broken. And yet, something is wrong. Predictions are getting less reliable. Users are waiting a little longer for responses. Conversion rates are … Continued

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February 3, 2026 | by Ritika Bramhe
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How HVAC Companies, Contractors and Property Management Firms Use OnPage for Emergency Response

Over the past couple of weeks, as snowstorms and extreme cold swept across much of the Northeast, something interesting started happening on our end at OnPage. Our phones lit up. Not from healthcare teams or IT operations/tech teams, which is where many people expect us to be used, but from HVAC companies, contractors, and property … Continued

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January 20, 2026 | by Ritika Bramhe
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Best On-Call Management Software for Teams that Need Faster Response Time

Teams running modern infrastructure can’t afford slow incident response. On-call management software ensures the right person is alerted instantly, incidents are escalated intelligently, and downtime is minimized. This guide breaks down the best on-call management software for 2026, helping teams choose the right platform based on their specific use case, response requirements, and operational complexity. … Continued

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January 6, 2026 | by Ritika Bramhe
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From Ticket Creation to Human Acknowledgment: Closing the Incident Response Gap

Freshservice has become a trusted system of record for IT teams managing incidents, service requests, and operational issues at scale. Tickets are logged, categorized, prioritized, and tracked with discipline. SLAs are defined. Dashboards provide visibility. On paper, everything looks covered. Yet many teams still experience missed or delayed responses when incidents truly matter, especially after … Continued

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December 18, 2025 | by Ritika Bramhe
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PagerDuty vs Opsgenie vs OnPage (2026): Which On-Call & Alerting Tool Is Right for Your Team?

Disclosure: This comparison is based on my experience working closely with on-call workflows, incident alerting practices, and the teams who rely on these tools. While I work at OnPage, this guide is intended to help IT teams understand practical differences among PagerDuty, Opsgenie, and OnPage so they can choose the solution that best fits their … Continued

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December 16, 2025 | by Ritika Bramhe
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Top Incident Alerting and On-Call Management Software (2026 Buyer’s Guide)

Summary OnPage is the best overall pick for enterprise critical incident alerting and on-call management for IT Ops teams, NOCs, and sysadmins. PagerDuty fits enterprise incident response, Opsgenie fits Atlassian ecosystems, Splunk On-Call fits observability teams, and xMatters fits complex workflow orchestration. OnPage provides persistent, attention-critical delivery, structured escalation, alert noise reduction, and clear ownership … Continued

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December 12, 2025 | by Ritika Bramhe
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AI Reliability, Part 2: When the Datacenter Becomes the Bottleneck

In Part 1, we talked about all the hidden complexity inside AI systems: the pipelines, GPUs, embeddings, vector databases, orchestration layers, and everything else that quietly determines how reliable an AI-first product really is. But all of that software still rests on something far less glamorous: the physical infrastructure underneath it. And the more time … Continued

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