Vector, a Rust-based observability data pipeline, faces challenges with mismatched upstream and downstream processing rates, often exceeding the capacity of databases like Elasticsearch or ClickHouse. Traditional static rate limiting fails to adapt to dynamic system conditions, leading to resource underutilization or overload.
This blog introduces how Vector adjusts the request rate and maximizes resource utilization
great one! and i would recommnd this hands-on guide for diagnosing memory leaks in Rust applications. it explains how to enable heap profiling in 'jemalloc', collect memory allocation data, and generate flame graphs for analysis. https://greptime.com/blogs/2024-01-18-memory-leak#diagnosing...
Superficial vs. Insightful
Synthesizing research findings into actionable insights is profoundly shaped by the researcher’s domain knowledge and perspective, determining if the reports are merely superficial or truly insightful.
Tip: Deepen your domain knowledge and develop strategic thinking skills to enhance the quality of your insights.
Researcher vs. AI Tool
Researchers will be easily replaced by AI if they cannot analyze the reasons behind the data and provide valuable recommendations.
Tip: Leverage AI for fundamental research tasks, focus on strategic thinking and actionable insights that impact decision-making within your organization.
Data-Driven vs. Personal Interest
People often accept research findings only when they match their beliefs, resulting in decisions swayed by stakeholders' interests rather than actual data.
Tip: Align your research with business goals and use storytelling to connect findings and insights to these goals with concrete evidence.
Cost vs. Value
Research can be expensive, and its value is often indirect and unrecognized, resulting in a low priority for organizations.
Tip: Set measurable metrics for your research and demonstrate its impact, such as # unmet needs identified, # recommendations implemented, and # new features or product changes based on research, NPS, revenue increase, etc.
