Operations | Monitoring | ITSM | DevOps | Cloud

Infinite Cardinality Metrics: Custom metrics built for modern systems

Every technology shift adds new context you need to measure. Cloud computing added regions and services. Kubernetes added containers and pods. Multi-tenant applications added users and tenants. AI systems add models, prompts, agents, and execution paths. The result is that metrics are becoming dramatically more dimensional, faster than ever before. Over time, engineers are forced to make tradeoffs.

Top Semgrep Alternatives

Application security has recently become one of the most important parts of software development. Today, there is an increasing number of threats that target code, dependencies, and cloud environments, so developers need tools that go way beyond basic static analysis. Semgrep is a popular tool for code scanning (SAST), but many teams are looking for other alternatives that provide broader security coverage, better automation capabilities, or just easier workflows.

Best Cheap Car Insurance Companies in Tennessee for 2026

Tennessee has a reputation as one of the more affordable states for car insurance, and for most drivers, that holds up. Full coverage in the Volunteer State averages around $2,004 per year, well below the national average of $2,697, according to Bankrate. Minimum coverage runs even lower at around $513 annually. But here is the part that surprises people: individual quotes can vary by hundreds of dollars for the same driver, depending on which company you ask. If you are not comparing, you are almost certainly leaving money on the table.

Where AI automation actually earns its place in IT operations

The promise attached to AI in operations has outrun the evidence. The pitch, repeated across keynote stages and vendor decks, is that AI will run your operations: detect, decide, remediate, and close the loop while the on-call engineer sleeps. It is a tidy story. It is also not the one that holds up at three in the morning when a cascading failure is halfway through your fleet.

Color-coded log monitoring for simplified log analysis

Modern production environments generate massive volumes of logs every day. As systems become more distributed and cloud-native, that volume only increases. The real challenge isn’t collecting logs—it’s identifying what matters fast enough to act using effective log visualization. Most log views fail at this point. Every entry looks the same, forcing engineers to scan them manually and interpret lines under pressure.

What is SRE Observability and Key Pillars You Should Know?

What happens when a critical service slows down, but nothing is technically “broken”? Most teams have monitoring in place. They know when something goes down. But when performance drops or issues spread across services, finding the real cause becomes slow and unclear. Engineering teams end up switching between dashboards, logs, and alerts just to understand what changed. This delays response and increases pressure on on-call teams. This is where SRE observability becomes essential.

Certificate lineage: the concept your tools already use but nobody named

The word “certificate” means too many different things. When someone says “the certificate for example.com,” they might mean the public key the CA signed. They might mean the key-pair sitting on the filesystem. They might mean the signature that expires in 47 days. Or they might mean all the things together, that you’ve been renewing for the last 10 years. That last one doesn’t have a name in any PKI standard. And it should.

It Can Only Goodhart Happen

When a measure becomes a target, it ceases to be a good measure. Charles Goodhart, 1975 You’ve probably read this quote in relation to any number of things over the years. People complaining about arbitrary metrics like PRs merged, lines of code produced, and now, token usage. But is the era of tokenmaxxing over before it even began? The rise of token leaderboards to the death of token leaderboards at companies like Amazon seem to have taken place in less than three months!

Shipped: Counting tokens isn't enough. Start connecting them to outcomes.

You’re funding AI across four billing relationships – Anthropic direct, OpenAI, Claude through Bedrock, Claude through Vertex – and the spend climbs every month. When your CEO asks what it’s producing, you have a number and no answer. Not which product it built, which customer it served, or which bet it’s paying off. And you’re being asked to approve more of it.