Operations | Monitoring | ITSM | DevOps | Cloud

The latest News and Information on Application Performance Monitoring and related technologies.

Overcoming ClickHouse's JSON constraints to build a high-performance JSON log store

Customer logs data is always messy. Being (and building!) an observability platform, we get to see all the beautiful, creative ways it can be messy, every single day. And yet, our customers expect, quite fairly, I might add, perfect query results and peak performance. Info SigNoz is an open-source observability platform that can be your one-stop solution for logs, metrics and traces.

How to Track Cloud Costs in Real-Time Instead of Waiting Days

Tired of waiting days to see your AWS bill spike? Datadog solved this problem using Apache Iceberg to deliver real-time cloud cost visibility - updating every 15 minutes instead of waiting for billing data. Here's how it works: They sync real-time resource inventory (EC2 instances, Kubernetes pods) into Iceberg tables, then use Trino to join those snapshots with unit pricing data. The result? FinOps teams can catch cost anomalies before they become budget disasters.

How Datadog Manages 50,000 Apache Iceberg Tables at Scale

Think managing a few database tables is hard? Try 50,000 production Iceberg tables storing petabytes of data with 8 million scans per day. In this clip, Datadog's platform team reveals the architecture choices behind their managed Iceberg implementation that serves hundreds of internal engineering teams.

Datadog at AWS re:Invent, Bits AI SRE, MCP Server, CloudPrem, and more | This Month in Datadog

Get a closer look at features we announced at AWS re:Invent in the latest episode of This Month in Datadog. Tune in for spotlights of Bits AI SRE, now generally available, and Datadog’s MCP Server, which connects AI agents to our platform by ingesting prompts and mapping them to Datadog resources and data. Plus, we cover how to: This Month in Datadog brings you the latest updates on our newest product features, announcements, resources, and events.

Datadog on Apache Iceberg

Historically, Datadog has relied on technologies like Snowflake and Apache Spark on raw parquet files (lacking consistent table structure) to power internal analytics and data science at scale. As usage grew across product teams, more features depended on data science teams, and our datasets grew to include more telemetry data, these systems became complex to manage and govern both technically and financially. The need for a more flexible and scalable solution led Datadog to adopt Apache Iceberg, an open source table format for data lakes that brings reliability and performance while remaining SQL-friendly.
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Adding a CDN to a load balancer (for a much faster website)

Here at Raygun, we like to go fast. Really fast. That's what we do! When we see something that isn't zooming, we try to figure out how to make it go faster. So today, we're answering a simple (and relevant) question; how do we make our public site, raygun.com, much, much faster? The answer, at first glance, is simple-we build it into a Content Delivery Network (CDN). But what if you have a load balancer serving your website, and you don't want to rebuild everything to serve from a CDN? Well, that's more complicated. Let's start by describing the issue.

Optimize Your Oracle Cloud (OCI) Spend with Datadog Cloud Cost Management

Support for Oracle Cloud Infrastructure (OCI) is now live in Datadog Cloud Cost Management. In this short demo, you’ll learn how to: Get granular visibility into OCI cost and usage—by service, compartment, tag, and resource tier. Uncover savings opportunities by combining cost data with observability metrics like CPU, memory, and storage utilization. Set up anomaly monitors and budgets to avoid cost overruns—especially for high-risk workloads like AI and GPU training.

Datadog Bits AI SRE: Your new teammate for on-call shifts

Bits AI SRE is an always-on SRE agent built to handle complex troubleshooting and late-night alerts. Developed against thousands of real-world incidents and powered by Datadog’s platform, Bits AI SRE analyzes your entire stack, tests hypotheses, and identifies root causes in minutes. Resolve faster, get back to sleep sooner, and give your on-call team the confidence and capacity they need.