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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
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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Announcements
Apica Named a Visionary in the Gartner® Magic Quadrant™ for Observability Platforms: Simplify Telemetry Data and Control Observability Costs
The observability market has a dirty secret: It's drowning organizations in complexity and cost. While legacy platforms lock you into proprietary agents and force you to pay premium prices for basic insights, we've been building something different.
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Observability
Why Your Observability Strategy is Failing: The First Mile Problem No One Talks About
How the industry’s obsession with dashboards and analytics ignores the fundamental data quality crisis happening at collection.
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Agent Sprawl
Tired of Agent Sprawl? Simplify Monitoring and Dev Experience
Picture a scenario where everyone in your office brings their printer. Some use inkjet printers, some use laser printers, and some barely work. They all require setup, take up space, and necessitate different levels of support. Most printers do the same thing: print documents, but no one shares them, and support teams are stuck fixing all of them.
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Observability
How Financial Services CIOs Are Cutting Observability Costs While Improving Compliance
In the financial sector today, CIOs face a dual challenge: Reducing IT expenditures and supporting other business units while ensuring strict adherence to regulations like GDPR, PCI-DSS, and SOX. This balancing act becomes increasingly complex as observability data volumes grow exponentially.
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OpenTelemetry
Optimize Spend, Maximize Insight: Apica’s Approach to Strategic Telemetry Management
In today’s digital-first enterprises, telemetry data is essential—but without control, it becomes a liability. From skyrocketing storage bills to limited visibility across siloed tools, organizations are struggling to make telemetry data useful, secure, and cost-effective.
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OpenTelemetryDistributed Tracing
What is Distributed Tracing? How it Works and Best Practices
Learn how distributed tracing works, best practices, major challenges, and explore what are the best distributed tracing platforms in 2025.
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Observability
Stop Tool Sprawl: A Smarter Way to Manage Observability Costs
When observability is brought up, many assume it will lead to substantial costs. The various tools and resources needed for different monitoring requirements can cause your observability budget to grow rapidly. This issue is further complicated by the additional expenses linked to today’s AI automation solutions. Amongst it all, tool sprawl is among the costliest … Read more
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