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The latest News and Information on Monitoring for Websites, Applications, APIs, Infrastructure, and other technologies.

Trace AWS Lambda durable functions with Datadog

AWS Lambda durable functions let you build long-running, multi-step workflows for use cases such as payment processing, order fulfillment, and AI workflows with human approval. A single durable execution can pause for a wait or callback, retry failed work, and resume in a fresh Lambda invocation without losing its state. The strong resilience provided by durable executions, however, creates an observability challenge because each invocation produces its own telemetry data.

Centralize human and agentic work with Datadog Work Management

Teams often track operational work across spreadsheets, Slack threads, Jira tickets, and whatever system generated the original alert or signal. This fragmentation makes it difficult to maintain a consistent record of what needs attention, who or what is addressing the issue, and what has already happened. As AI agents take on more responsibility for investigations, triage, and code changes, the number of handoffs grows, making ownership, status, and history even harder to preserve.

Two ways to measure the cumulative impact of experiments

Mature experimentation programs eventually have to report the cumulative impact of their shipped changes. The request might come as an ROI story for leadership, a revenue update for finance, or a gut check on the quarter’s progress. The tempting shortcut is to sum the observed lift from each winning experiment and report the total. That naive sum almost always overstates the truth because of a statistical artifact called the winner’s curse.

Olly says Hi: Scheduled tasks now report to Slack and email

An agent that only speaks when spoken to is a tool you have to remember to use. Olly has run on a schedule for a while now, working a saved prompt hourly, daily, weekly, or monthly and writing its findings into a chat with its own run history. Those scheduled tasks are now wired into the Coralogix Notification Center, so Olly delivers that output itself, allowing Olly to reach out to Slack or email, out of the box.

From retrieval to agents: 5 takeaways on production architecture for AI agents

How context engineering creates production-ready agentic AI What if the AI strategy you spent the past year building is already being measured by a completely different set of rules? I recently joined Amy Machado, senior research manager at IDC and Jim Malone, senior contributing editor at CIO Marketing Services, for a webinar where we explored how buyer expectations, architectural requirements, and evaluation criteria are shifting as enterprises move from search-driven experiences to agentic AI.

7 Data Integrity Practices Vlaximux Limited Recommends for Platforms Managing High Message Volumes

The assumption that integrity problems are primarily a storage or architecture problem is one of the most expensive misconceptions in platform operations. Vlaximux Limited addresses this directly. Storage and architecture matter - but the majority of integrity failures at high message volumes are operational failures: inconsistent write patterns, missing validation logic, race conditions that only surface under load, and monitoring gaps that allow silent data corruption to compound over weeks before it is detected.

Best Azure monitoring tools: Compare the leading solutions

Microsoft Azure has become one of the most widely adopted cloud platforms for running business applications, databases, containers, analytics workloads, and enterprise services. Modern Azure environments now extend far beyond virtual machines, encompassing services such as Azure Kubernetes Service (AKS), Azure SQL Database, Azure Functions, storage accounts, networking services, and serverless applications.

Proofpoint outage on August 14, 2026: DNS failure disrupts email worldwide

A DNS failure at Proofpoint broke email delivery for organizations around the world on August 14, 2026. Records for pphosted.com stopped resolving, so inbound and outbound mail routed through Proofpoint bounced or stalled for nearly four hours. StatusGator flagged the incident with an Early Warning Signal at 12:48 UTC, about an hour before Proofpoint acknowledged it publicly on its status page at 13:50 UTC. Here is what happened, who it hit, and how some teams kept mail moving.

Incident IQ outage announcements are now dismissible

We’ve made a small improvement to our Incident IQ integration: users can now dismiss the outage announcement bar. When the outage announcement bar is enabled, Incident IQ can automatically display an alert at the top of your portal whenever a monitored service experiences an outage. With this update, you can add a close button so users can dismiss the announcement once they’ve seen it.

Chart Annotations: Pin the Deploy, the Incident, or the Config Change Right on the Chart

A chart shows you that CPU jumped at 15:57. It doesn’t show you that a deploy went out at 15:56. Chart annotations let you pin a note to the exact moment on a chart, and it stays there for everyone in your Space, permanently, the next time anyone looks at that chart.