APM Logs: How to Get Started for Faster Debugging
Understand how APM logs connect metrics, traces, and events to speed up debugging and uncover root causes faster.
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Understand how APM logs connect metrics, traces, and events to speed up debugging and uncover root causes faster.

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Understand how the OpenTelemetry API and SDK work together, clean instrumentation in code, and flexible data processing in configuration.

Database monitoring tracks performance, health, and availability, helping detect issues early and maintain optimal operations.

Java remains a top choice for enterprise-level applications due to its stability, security, and rich ecosystem. A Java full stack developer course helps learners master frameworks like Spring Boot and Hibernate, equipping them to build scalable apps end-to-end. With its cross-platform capability and strong community support, Java continues to offer excellent career opportunities for developers who want to stay relevant in todayās tech industry.

Secrets in repos, API keys in scripts, and forgotten credentials create massive security gaps. Workload Identity Federation (WIF) solves this with short-lived tokens and trust-based authentication across clouds.
To explain it clearly, Iāve put together a 2-minute video that uses a school trip analogy (students, teachers, and wristbands) to break it down step by step.
Video: https://youtu.be/UZa5LWndb8k
Reade more at : https://medium.com/@mmk4mmk.mrani/how-my-kids-school-trip-helped-me-understand-workload-identity-federation-f680a2f4672b

LogicMonitor fits traditional infra, but for microservices, high-cardinality data, and Kubernetes, these 12 alternatives work better.

What if your superheroes had no boundaries? Chaos.
Thatās what happens to your engineering team without Identity and Access Management (IAM).
From roles and policies to short-lived powers ā hereās how we turn a messy squad into a well-coordinated hero team.
š„ Watch the Video ā https://youtu.be/GJaBXQXJ35I
š Full Comic + Detailed Breakdown āhttps://medium.com/faun/iam-explained-by-the-avengers-39a3fe4265e5
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š” In the full article:
What IAM actually does (in superhero terms)
Real-world mapping to AWS, GCP, and Kubernetes RBAC
How short-lived powers reduce security risk
Practical audit checklist for your own team
Understand how PostgreSQL performance works, from MVCC to query planning, and how to optimize for better throughput and latency.

Automatically instrument your apps on Linux with the OTel Injector, no code changes, minimal setup, and support for Java, Node.js, Python, and .NET.

Prometheus 3.0 supports resource attribute promotion for OpenTelemetry metrics, enabling direct labeling without `target_info` joins.
