Operations | Monitoring | ITSM | DevOps | Cloud

FastAPI 0.142.0 ships with OpenTelemetry built in. Install fastapi, set one environment variable, and every request produces a trace, metrics, and error logs. No middleware, no instrumentation package, no code. That’s a big change for a framework most Python teams instrument by hand. It’s also easy to misread. The defaults record more than some teams expect in one place, and less than others assume in another. Here’s what you actually get.

Pair Kinesis PartitionKey with ExplicitHashKey to propagate OpenTelemetry trace context while keeping records on their original shards and preserving order.

Back in July, I wrote about how the Tenant team (the team behind Honeycomb Private Cloud (HPC)) has embraced the code review bottleneck to focus more of its work. One of the other challenges we have is that we're downstream of almost all the other teams at Honeycomb, meaning that we have to package up everyone's code and services, and how it gets provisioned! This is something impossible to handle through code review since there are so many engineers on other teams, and so few of us.

Are your support teams spending too much time handling tickets and answering repetitive questions? As support requests increase, teams spend more time reading conversations, assigning tickets, finding relevant information, and preparing replies. These tasks can take attention away from complex issues that require human support. AI help desk software can help reduce this workload. It can answer common questions, summarize tickets, suggest replies, route requests, and assist with support tasks.

ISO 27001 compliance means running your information security the way ISO/IEC 27001 sets out. Most teams meet the standard when a customer sends over a security questionnaire. It lands as one more line on a cybersecurity compliance checklist. That framing hides the decision underneath it. You can follow the standard without ever being certified against it. The two routes cost very different amounts. In this blog, you will: You will finish able to decide whether you need the certificate, and what it takes.

Treehouse Dataflow Toolkit moves mainframe data from Db2, VSAM, and IMS through Apache Kafka pipelines into Snowflake and AWS targets. meshIQ keeps the streaming layer visible and stable. Together they give data science teams continuously updated enterprise data for AI and ML.

You have lived it, no? When production is down, and you have that chart that says something really strange and peculiar, and nobody knows who did it or when. Production is bleeding. There is a spike on screen. And the chart answers everything except the question you actually have: who built this panel, what did they mean by it, and are they still here?

Railway-hosted domains returned HTTP 404 to new connections in all four Railway regions on September 30, 2026, for about five minutes between roughly 07:35 and 07:40 UTC. This happened after a new version of Railway's routing service went live before the database schema change it depended on had been applied.