Operations | Monitoring | ITSM | DevOps | Cloud

Agentic AI demands a new data architecture #ai #telemetry

Clint Sharp explains why traditional schema-on-read systems cannot handle the query loads of the future. Agentic telemetry requires a 360-degree view, but structuring data only when you read it is too slow for AI-driven workloads. The solution is using LLMs to drive the cost of building parsers to near zero. Tools like Copilot Editor allow teams to map data to OCSF instantly, effectively building factories of parsers to handle the scale of agentic AI.

Elephant in the Room, Episode 2: Working with Feature Flags, Read Replicas, and Postgres Analytics

Welcome to “Elephant in the Room – Presented by Aiven.” In this live series, we dig into the real-world challenges developers face when building modern applications on PostgreSQL, the elephant everyone depends on but few fully leverage. Episode 2: Join Jay Miller, Staff Product Advocate at Aiven, and special guest Alexis Roberson – senior developer educator, and feature flag enthusiast – as they explore how developers can use feature flags to ship faster, reduce risk, and create better user experiences with PostgreSQL-backed applications.

Using AI + Rollbar's Session Replay to Understand Complex Errors

Front‑end bugs are notoriously hard to reproduce. By the time an error shows up in your monitoring tool, the most important context is already gone: *what the user actually did*. By letting an AI agent like Copilot analyze Rollbar's session replay data directly, teams can move from *“something broke”* to *“here’s exactly why it broke”* in minutes, not hours.

Bitbucket: The Next Generation | Bitbucket | Atlassian

Today’s software development landscape is changing rapidly with the rise of AI, and Atlassian is reimagining how Bitbucket empowers teams to thrive in this new era. We’ve invested deeply to take Bitbucket to the next level, helping developers and leaders alike ship quality code faster, improve productivity, and collaborate seamlessly. Join us as we share all the exciting new innovations we’ve recently launched, as well as what we’re building for the future, including Data Residency. We’ll cover.

JWT Rot: Why Traffic Replay Tests Expire #speedscale #jwt #trafficreplay #apitesting #testautomation

Are your traffic replay tests crumbling because of expired tokens? You've got JWT Rot! When recording production traffic for integration or load testing, the embedded JSON Web Tokens (JWTs) often have a short expiration date. Once those tokens expire, your entire test suite fails, rendering your valuable traffic snapshots useless. Stop wasting time re-recording traffic. Learn how to defeat JWT Rot and ensure your security and API tests run reliably every time!