Datadog Scout 1.0: Cheaper AI SRE Investigations, Run More Often
Datadog Scout 1.0 is an SRE model Datadog says matches frontier models at 3 to 8 times lower cost. What it changes for on-call teams using Bits AI.
How to Migrate Kubernetes Nodes to cgroup v2 Before v1.38
How to Stream HCP Vault Dedicated Audit Logs to Microsoft Sentinel
How to Cut Trace Volume by 98% Without Losing Signal (OpenTelemetry + Datadog)
Data Pipeline Monitoring 101: How to Track Health Across the Full Stack
How to Use Datadog Session Replay for Team Bug Investigation
How to Use JFrog CLI Without Editing Your CI Scripts
GitLab 19.5: MCP Server GA Lets Outside Agents In, With Limits
GitLab 19.5 makes its MCP server generally available, governs Claude Code and Cursor sessions, and adds rate limits. What platform teams should configure first.
GitHub Star History API: From 2,500 Requests to 24
GitHub's star history API cuts react/react's full curve from about 2,511 requests to 24 with no stargazer identities. How filtering by time first made it cheap.
Kueue Pending Jobs: A Headlamp Checklist for Admission Failures
Kueue pending jobs often aren't a scheduler problem. A Headlamp-first checklist from the Kubernetes blog for tracing admission, quota and queues, and limits.
GitHub Secret Scanning: Why a Small Model Beat the LLM Pipeline
GitHub secret scanning swapped an LLM for a fine-tuned ModernBERT classifier: 86% faster scans, 98% lower cost, fewer false alarms. How it works for teams.
GitLab AI Credit Caps: Three Levers for Controlling Agent Spend
GitLab AI credit caps, open-weight models and Orbit target agent spend. What each lever controls, GitLab's benchmarks, and the order to use them.
Octopus Deploy Remote MCP: Agents Can Now Ship Releases
Octopus Deploy remote MCP lets AI agents deploy releases and run runbooks through a built-in /mcp endpoint. What it exposes, and the guardrails to set first.
Docker Hub Access Token Vulnerability: A Two-Year Silent Transfer
A Docker Hub access token vulnerability let account conversion hand live PATs to another user for two years. What Docker found and changed, and what to check.
Datadog BYOC Cross-Cluster Queries: One Search, Data Stays Put
Datadog BYOC Logs can now search several self-hosted clusters in one query, including for AI agents via MCP. What that fixes for data-residency observability.
Datadog Retired Its Host Scanner: 4 Lessons From the Migration
Datadog swapped its SSH host scanner for the Datadog Agent after a six-month parallel run. Its vulnerability management lessons apply to any scanner swap.
Datadog CI/CD Optimization: The Case for Treating Your Pipeline as a Production Service
Datadog's CI/CD Optimization combines pipeline telemetry, flaky test detection, and test impact analysis. Betterment cut builds from 40 minutes to under 10.
Datadog Observability Pipelines Now Routes Security Logs to Exabeam — Without Blinding Your SIEM
Datadog Exabeam Packs filter Cisco ASA, CrowdStrike, and Palo Alto logs before SIEM ingest — cutting costs while keeping threat-relevant signals intact.
Databricks Monitoring: The 7 Dimensions Most Teams Only Partially Cover
A Datadog framework for Databricks monitoring across seven dimensions, from queue wait time as a warehouse-exhaustion signal to GPU memory on serving endpoints.
The First 72 Hours of Ransomware: Why 'Restored Isn't Recovered' Changes Your Incident Response Plan
Restoring systems isn't recovering the business. Ransomware's first 72 hours need data validation, dependency checks, and SIEM mapped to MITRE ATT&CK.
CircleCI's Intent-Driven Development: A Six-Step Framework for Steering AI Agents from Idea to Ship
CircleCI's intent-driven development gives AI coding agents explicit constraints and success criteria via intent documents. A six-step framework.
JFrog: AI Coding Tools Are Generating Vulnerabilities 10 Times Faster Than They're Being Fixed
JFrog's 2026 report: AI coding tools add about 35 CVEs a month as disclosures rose 92% in 2025, and CISA now advises against severity-only vulnerability triage.
Distributed DataFusion: Datadog Open-Sources a Framework for Running One Query Across Many Machines
Datadog open-sourced a framework that runs one Apache DataFusion query across many machines, reporting 10x speedups on long queries versus one node.
Datadog Supply Chain Firewall: Block Malicious npm and pip Packages Before They Install
Datadog's open-source Supply Chain Firewall checks npm, pip, and poetry installs against threat databases and blocks malicious packages before they install.
Guardrails, Not Gates: A Better Framework for Platform Team Policy
CNCF argues platform policies fail as gates. Its framework of validation, mutation, generation, and verification makes developer experience the primary metric.
How Datadog Built an Async-Aware Python Profiler — and Why Traditional Profilers Fail Async Code
Python profilers can't follow asyncio tasks. How Datadog rebuilt task dependency trees and cut overhead over 60% in its async-aware profiler.
Zero-Trust AI Agent Access in Practice: IBM watsonx and HashiCorp Boundary
A HashiCorp proof of concept gives AI agents infrastructure access via Boundary and Vault without exposing credentials, with IBM watsonx doing the reasoning.
Datadog Extends RUM to Shopify and Salesforce — Monitoring Revenue Flows You Don't Control
Datadog RUM now covers Shopify and Salesforce Experience Cloud, so teams can monitor checkout funnels and errors on frontends they can't instrument.
CircleCI's Framework for Testing AI Agents in CI: Contract Tests and Agent Evals
CircleCI's two-layer agent testing in CI: deterministic contract tests as hard gates, plus statistical agent evals against baselines at a slower cadence.
Datadog Tap to Parse: Click a Log Field, Get a Grok Parser — No Regex Required
Datadog Tap to Parse is GA: click a log field and get a generated parsing rule to review, no Grok syntax needed. Where it fits in the log lifecycle.
Datadog Trained a 9B Model for $0.003 Per Alert Investigation — Here's the Architecture
Datadog fine-tuned a 9B model to 87% of its teacher's recall at 5% of the cost, about $0.003 per production alert investigation. The architecture behind it.