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Insights & Best Practices
Telemetry Pipeline Insights & Observability Best Practices
Articles, guides, and deep-dives on modern observability, telemetry pipelines, AI-era infrastructure, and reducing the cost of visibility at scale.
Observability
OpenTelemetry and Intelligent Pipelines: Why Apica Bet Early on the Future of Observability
The observability industry's cost crisis isn't a pricing problem. It's an architectural one, and pairing OpenTelemetry with intelligent pipeline processing is how you flip the equation so costs scale with value, not volume.
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Telemetry Pipeline
5 Reasons You Need a Telemetry Pipeline
Spiraling observability costs and slow incident response usually aren't a tooling problem. They're a data routing problem, and a telemetry pipeline is how you fix it.
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Announcements
Apica Telemetry Pipeline at AWS re:Invent 2025: Powering AI, Security, and Cost Optimization in the Cloud
Apica is heading to AWS re:Invent 2025 to show how Flow tackles cloud observability at scale: cutting costs; strengthening security; and keeping AI and DevOps workflows running smoothly on AWS.
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Log Management
Top 7 Open‑Source Log Management Tools in 2025
Open-source log tools like Loki, SigNoz, and Fluentd are cheap to start with, but complexity and scale catch up fast. A breakdown of 7 options, and how Apica fills what's missing.
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Telemetry Pipeline
What is a Telemetry Pipeline? The Complete Guide
Observability costs are spiraling, data volumes are growing 250% annually, and most organizations are drowning in telemetry noise. Here's what a modern telemetry pipeline actually does and why it's no longer optional infrastructure.
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Uncategorized
Lightstep/Cloud Observability EOL: Keep Your Incident Management Workflows Running with Apica + ServiceNow
ServiceNow is retiring Cloud Observability (Lightstep) on March 1, 2026, and has confirmed there's no built-in replacement coming. Here's how Apica keeps your incident management workflows intact.
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ComplianceObservability
Understanding the EU Data Act: Strategic Implications for Enterprise Observability
The EU Data Act now requires data portability and is phasing out switching fees by 2027. Here's what that means if your observability platform runs on proprietary formats.
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Observability
Breaking the Observability Trap: My Vision for the Future of Telemetry Data Management
Why there's a need for a new approach to observability and data economics that puts enterprises back in control.
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How ToFluentbit
How to use Fluentbit for Production Log Gathering?
Learn how fluentbit works and how to configure fluentbit for production log gathering in this step-by-step comprehensive guide.
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Announcements
Building the Future of Telemetry Data Management: Why We’re Doubling Down on Leadership
Apica has added Andi Mann as CPTO and Dr. Grigori Melnik to its Board, two hires built around one goal: cutting observability costs without ripping out what you already run.
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OpenTelemetry
Profiling Vs Tracing in OpenTelemetry: What’s the Difference?
A focused comparison of profiling vs tracing in OpenTelemetry, including how they complement each other and when to use each.
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Observability
The Hidden Cost of Observability: Breaking Free from the Vendor Lock-In Tax
Discover how vendor lock-in stifles observability and quality data collection in today's analytics-driven landscape.
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