AI agents are no longer a pilot program. They’re running in production, shipping code, handling customer interactions, orchestrating workflows, and making operational decisions around the
You’re paying to store data your team won’t use. Here’s how to stop that before it hits your Datadog bill.
As AI Agents Multiply Across the Enterprise, Most Organizations Have No Idea What They’re Actually Doing
A reliable telemetry pipeline is what makes observability trustworthy and with the release of Apica 2.15.2, we’ve focused on strengthening both. From new forwarding capabilities in Flow to workflow refinements across Synthetics and Observe, this release is about making sure the Apica product suite keeps pace with how your team actually works.
Recently, I attended a technical webinar hosted by Datadog and their migration partner NoBS that explored the realities of observability platform migrations. While the session focused on migrating to Datadog, the principles discussed apply universally to any observability platform transition.
You’ve recognized the phases organizations go through. You understand the critical preparation steps. But how do you know if you’re actually ready for a centralized telemetry pipeline right now?
So you’ve decided a centralized telemetry pipeline might be right for your organization. Before you start evaluating vendors or building an internal solution, there’s critical preparation work that will determine whether your implementation succeeds or becomes yet another layer of complexity.
Before investing in a centralized telemetry pipeline, most organizations go through a predictable journey. They start by ingesting everything directly into observability platforms, then patch together DIY solutions, and eventually reach a breaking point where complexity, cost, and risk become unmanageable.
The observability industry reached an inflection point in 2025. As costs spiraled and complexity mounted, organizations found themselves trapped between two impossible choices: accept eye-watering bills for telemetry they didn’t need or fly blind through increasingly complex infrastructure.
