Case Studies

What actually turns up when we take over an infrastructure estate — and what it takes to close the gap.

The Renewal Gets Signed Because the Cutover Is Scary
Case Study

The Renewal Gets Signed Because the Cutover Is Scary

Everyone agrees the tool is overpriced. Everyone has agreed for two years. The lock-in isn't the contract — it's four hundred alert rules nobody ca...

Atin Agarwal · Aug 21, 2026 9 min read
Reliability Never Reaches the Board Until It's an Outage
Case Study

Reliability Never Reaches the Board Until It's an Outage

The board deck has revenue, burn, pipeline and churn. It has no reliability number — not because nobody cares, but because nobody produces one. So ...

Atin Agarwal · Aug 12, 2026 9 min read
The Dashboard Describes a System You No Longer Run
Case Study

The Dashboard Describes a System You No Longer Run

It was built in a good week, by someone who cared, and it has never been reviewed since. Version control doesn't help — a version-controlled dashbo...

Atin Agarwal · Jul 31, 2026 9 min read
One Channel, Every Severity
Case Study

One Channel, Every Severity

A payment outage and a disk warning arrive in the same room, in the same format, addressed to nobody. This isn't the volume problem — you can cut t...

Atin Agarwal · Jul 29, 2026 9 min read
Green Inside, Down Outside
Case Study

Green Inside, Down Outside

Your monitoring lives inside your accounts and looks outward. The customer's request crosses DNS, a registrar, a CDN, a certificate and a WAF befor...

Atin Agarwal · Jul 22, 2026 8 min read
The Graph Says When. The Logs Say Why. Nothing Says Both.
Case Study

The Graph Says When. The Logs Say Why. Nothing Says Both.

Metrics and logs get adopted separately, by different people, for different reasons — and never share a key. So correlating a latency spike with th...

Atin Agarwal · Jul 15, 2026 9 min read
Everything Is Running. Nothing Is Sized.
Case Study

Everything Is Running. Nothing Is Sized.

Kubernetes tells you a pod is Running. It does not tell you the cluster is 87% reserved and 34% used, or that one namespace is quietly starving the...

Atin Agarwal · Jul 10, 2026 9 min read
The Database Is Up. That's Not the Same as Fine.
Case Study

The Database Is Up. That's Not the Same as Fine.

Managed databases are monitored for availability, because availability is what the provider is responsible for. Query time, pool saturation and loc...

Atin Agarwal · Jun 19, 2026 9 min read
The Servers Are Fine. The Users Aren't.
Case Study

The Servers Are Fine. The Users Aren't.

Infrastructure metrics arrive for free. The ones customers actually feel have to be decided, named and instrumented — so they don't exist. Here's w...

Atin Agarwal · Jun 12, 2026 10 min read
The Second Cloud Is Always the Dark One
Case Study

The Second Cloud Is Always the Dark One

Almost nobody decides to go multi-cloud. A second provider arrives, and the monitoring never follows it. Here's what we find in the estate that isn...

Atin Agarwal · May 15, 2026 10 min read
Your Cloud Inventory Is Already Wrong
Case Study

Your Cloud Inventory Is Already Wrong

Anything not in the inventory is not monitored. Here's what turns up when you take over an estate and actually go looking — and why the gap opens e...

Atin Agarwal · May 6, 2026 10 min read

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