Operations | Monitoring | ITSM | DevOps | Cloud

For the third consecutive year, Honeycomb has been recognized for its Ability to Execute and Completeness of Vision, and we believe for its strong vision around fast, flexible, high-cardinality querying that helps engineers understand not just that something broke, but why. The software development lifecycle has collapsed. The neat sequence of plan, build, test, and ship that teams have relied on for 20 years is now happening in a single afternoon. AI writes a large share of the code.

Cursor, Claude, and their fellow tools are great when they are speaking code, but once that code hits production, they are not exactly native. However, if your code is monitored by AppSignal, an MCP server can bridge that gap and allow agents to poke around the production.

When organizations evaluate a software upgrade, the conversation typically centers on risk. Teams consider the maintenance window, the resources required to prepare for the change, the possibility of unexpected issues, and the operational impact of the upgrade itself. These are all legitimate concerns because the people responsible for enterprise platforms are accountable for maintaining service availability while introducing change into complex environments.